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2080 lines
118 KiB
Markdown
2080 lines
118 KiB
Markdown
# Changelog
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All notable changes to DeerFlow are documented in this file.
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The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/)
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and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
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## [Unreleased]
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This section accumulates work toward the **2.1.0** milestone
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([milestone 2](https://github.com/bytedance/deer-flow/milestone/2)).
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### ⚠ Breaking changes
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- **skills:** Sandboxes now reserve `/mnt/skills` for managed enabled-only
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projections. `DEER_FLOW_HOST_SKILLS_PATH` and `SKILLS_HOST_PATH` are no longer
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used; Docker/AIO and hostPath deployments derive projection paths from
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`DEER_FLOW_HOST_BASE_DIR`. E2B operator mounts targeting `/mnt/skills` or any
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child path are skipped with a warning so they cannot shadow the managed
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projection; move extra E2B content to a different container path. User
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projections re-read global enable state from disk so toggles propagate across
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Gateway workers on the next sandbox acquire. Existing E2B sandboxes retain
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their creation-time snapshot until they are recreated. PVC-backed provisioner
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deployments still mount the operator-supplied PVC snapshot directly, so
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disabled-skill filesystem isolation does not apply in PVC mode until dynamic
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PVC materialization is implemented. ([#4178])
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- **sandbox:** E2B now enforces `sandbox.replicas` as a process-local capacity
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limit. The default `wait` policy waits for `acquire_timeout`, then fails the
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agent turn. DeerFlow does not retry the turn automatically. Use `burst` with
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`burst_limit` to permit bounded extra VMs. The `reject` policy can remove one
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warm VM before it returns a capacity error. ([#4391])
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- **skills:** A directory containing `SKILL.md` is now a runtime package
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boundary. Nested `SKILL.md` files inside that package are supporting data and
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are no longer registered as independent skills; unusual custom layouts must
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move independently loadable skills under a namespace directory without its
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own `SKILL.md`. ([#4098])
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- **memory:** The memory system is now pluggable (`memory.manager_class` selects
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a backend; default `deermem` is self-contained). DeerMem-private settings moved
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from the top level of `memory:` into `memory.backend_config`, and the
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`/memory/config` response (and `client.get_memory_config()`) changed shape.
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([#4122])
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- **memory:** `/memory/config` and `client.get_memory_config()` no longer return
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flat DeerMem fields (`storage_path`, `max_facts`, `debounce_seconds`,
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`token_counting`, `guaranteed_*`, `staleness_*`, ...). They return
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`{enabled, mode, injection_enabled, manager_class, backend_config}` where
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`backend_config` is an opaque dict the active backend self-interprets. Memory
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*data* responses (`/memory`, `/memory/status` data) are unchanged. External
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API/SDK clients reading the old flat fields must read `backend_config` instead.
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([#4122])
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- **memory:** Custom `memory.storage_class` moved: the old default path
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`deerflow.agents.memory.storage.FileMemoryStorage` no longer exists (now
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`deerflow.agents.memory.backends.deermem.deermem.core.storage.FileMemoryStorage`).
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Custom `MemoryStorage` subclasses must accept `config` in `__init__` (was
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no-arg). A broken/old `storage_class` logs an error and falls back to
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`FileMemoryStorage` (won't crash) -- update the path + signature to restore it.
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([#4122])
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- **memory:** `storage_path` semantics changed from a FILE path to a root
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DIRECTORY. Pre-abstraction, an absolute `storage_path` was the shared memory
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file (opting out of per-user isolation) and a relative value was the global
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file under the data base_dir. Now `storage_path` (absolute or relative) is the
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root directory; per-user memory lives at `{storage_path}/users/{uid}/memory.json`.
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An upgrade keeping the old default `storage_path: memory.json` (a relative file
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name) would orphan per-user memory or hit `NotADirectoryError` on save, so the
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legacy migration **drops file-style `storage_path` values (ending in `.json`)
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with a warning** and the factory **raises** if `storage_path` resolves to an
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existing file. Set `memory.backend_config.storage_path` to a directory for a
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custom root. ([#4122])
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- **memory:** `memory.mode: tool` with a backend that does not implement
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`search()` now fails fast at Gateway startup with a `ValueError` from the
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`MemoryManager` invariant, instead of starting successfully and silently
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returning empty results on every `memory_search` call. Both shipping backends
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implement `search()` (DeerMem retrieves; `noop` returns `[]`), so this only
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affects a custom backend that onboards without overriding `search()`. It is
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intentional -- silent empties are worse than a loud startup error. Fix: switch
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to `mode: middleware` or override `search()` (and set `supports_search=True`).
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([#4324])
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- **config:** `database.checkpoint_delta_snapshot_frequency` moved to
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`database.checkpoint_delta.snapshot_frequency` and its default changed from
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`1000` to `10`. A legacy top-level value is still honored with a deprecation
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warning and mapped onto the nested key (an explicitly set nested key wins).
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Deployments that relied on the old default now snapshot 100x more often in
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delta mode -- set `database.checkpoint_delta.snapshot_frequency: 1000`
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explicitly to keep the previous cadence. ([#4516])
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- **docker:** The published entry port now binds to loopback (`127.0.0.1`) by
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default in both compose files, matching the documented local-trust deployment
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model. Deployments that relied on the old `0.0.0.0` binding must set
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`BIND_HOST` to expose the stack on other interfaces. ([#4618])
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### Added
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#### Agents & runtime
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- **middleware:** New `TokenBudgetMiddleware` enforces a per-run token budget,
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shared additively across the lead agent and subagents. ([#3412])
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- **middleware:** Structured tool-result metadata and a tool-progress state
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machine give the runtime first-class visibility into multi-step tool flows.
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([#3601])
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- **context:** Record the effective memory identity per run and persist durable
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context (system messages, memory, and tool state) across summarization,
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emitting it as structured runtime metadata so compaction no longer drops it.
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([#3556], [#3887], [#3906])
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- **runtime:** Goal continuations let a run resume toward a goal across multiple
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agent turns, with `continuation_count` tracked and capped. ([#3858])
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- **subagents:** A system-maintained delegation ledger prevents redundant
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re-delegation of an in-flight task, and a total delegation cap bounds fan-out
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per run. ([#3877], [#4115])
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- **subagents:** Persist and display subagent step history in the thread.
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([#3845])
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- **tools:** Structured synopses replace raw oversized tool output in previews.
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([#3377])
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- **files:** Deterministic read-before-write version gate for file tools
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prevents clobbering concurrent edits. ([#3912])
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- **gateway:** Cache-aware cost accounting attributes token costs to cached vs.
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uncached paths; a Redis stream bridge enables distributed event streaming; and
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manual context compaction is exposed to the user. ([#3920], [#3191], [#3969])
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- **runtime:** Dual-mode checkpoint storage with LangGraph `DeltaChannel` cuts
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thread storage from O(N²) to near-linear for long research/coding runs.
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([#4292])
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- **runtime:** Delta-mode checkpoint history cache (memory/redis) with O(1)
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incremental composition, configured via `database.checkpoint_cache`. ([#4638])
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- **agent:** Config-declared lead-agent middlewares let deployments add custom
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`AgentMiddleware` classes without patching the runtime chain. ([#3964])
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- **agents:** Per-agent model and generation settings (`temperature`,
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`max_tokens`, `thinking_enabled`, `reasoning_effort`) override the shared
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model profile. ([#4347])
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- **runtime:** Record terminal artifact-delivery receipts so runs expected to
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`present_files` no longer report success when delivery fails. ([#4365])
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- **uploads:** Lazy-load historical files via a `list_uploaded_files` tool
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instead of injecting the full manifest. ([#4174])
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- **scheduler:** `scheduler.recursion_limit` in `config.yaml` sets the LangGraph
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super-step cap for scheduled runs (default 1000, matching the web UI's
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interactive budget, clamped by `max_recursion_limit`). ([#4848])
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- **runtime:** Every tool call now carries a runtime-stamped, tamper-evident
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tool receipt, and a bounded receipt ledger is injected into the model
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context so agents can cite execution evidence in their reports. Enabled
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by default via the new `verification` config section. ([#4659])
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- **clarification:** Human-input (clarification) cards support structured
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form fields, so an agent can request exactly the input it needs instead
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of free text only. ([#4406])
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- **subagents:** Built-in subagents now receive the current-date context
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anchor, so delegated tasks involving relative dates behave like tasks the
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lead agent handles directly. ([#4797])
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- **subagents:** A Settings page manages a deployment-level Subagent catalog
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(admin-managed worker definitions alongside built-in and `config.yaml`
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ones), and Custom Agents can restrict delegation to an explicit worker
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allowlist enforced at both prompt and execution time. ([#4887])
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- **subagents:** Subagent concurrency is now governed by one process-wide
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capacity controller, and an opt-in `batch_task` tool runs large
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collections of independent items as durable, resumable SQL-backed batches
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with leases, bounded retries, pause/resume/cancel, and a chat panel for
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tracking progress. ([#4998])
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#### Memory
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- **memory:** Memory consolidation synthesizes fragmented facts, and a staleness
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review prunes silently-outdated facts using LLM-assigned per-fact
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`expected_valid_days` / `staleFactsToExtend`. ([#3996], [#3860], [#4143])
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- **memory:** Guaranteed injection of correction facts (with graceful fallback)
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so user corrections always reach the model. ([#3592])
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- **memory:** Slim the pluggable `MemoryManager` interface for backend
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onboarding - new backends no longer implement unused abstract methods, and
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DeerMem-specific hook injection moves out of the shared factory. ([#4326])
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- **memory:** Incremental agent-scoped Markdown fact storage isolates per-agent
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facts and updates a single fact without rewriting or reindexing the whole
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collection. ([#4279])
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- **memory:** Memory message processing adds a conversation watermark,
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trivial-turn filtering, and a durable queue so extraction no longer re-feeds
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the full conversation every turn. ([#4447])
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- **memory:** A built-in FTS5/BM25 retrieval adapter provides full-text
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search over stored memories without an external retrieval service.
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([#4360])
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- **memory:** New pluggable memory backends: OpenViking and mem0 over HTTP,
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plus Honcho as a user-model memory provider. ([#4509], [#4528], [#4730])
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- **memory:** A hybrid fact eviction policy blends multiple signals when
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deciding which stored facts to drop as memory fills. ([#4789])
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#### Skills
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- **skills:** Native SkillScan (phase 1) statically analyzes skill packages at
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load, and `describe_skill` enables deferred discovery so the model fetches a
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skill's schema on demand instead of loading all skills up front. ([#3033],
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[#3775])
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- **skills:** Per-user custom skill isolation with sandbox mounting. ([#3889])
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- **skills:** The skill list reopens after a skill is selected, so several
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skills can be attached in a row. ([#4639])
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#### Models & integrations
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- **community:** New web search/fetch engines - GroundRoute, Crawl4AI
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(`web_fetch`), and a fastCRW provider - plus a Browserless `web_capture`
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screenshot tool and Brave `image_search`. ([#3675], [#3821], [#3585], [#3881],
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[#3866])
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- **mcp:** Per-server `tool_call_timeout` for MCP tool calls, and routing hints
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that guide the model to the right server. ([#3843], [#4004])
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- **mcp:** Add an official OpenViking `/mcp` example that exposes the native
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tool set through DeerFlow's generic MCP client. ([#4745])
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- **community:** Agentic browser control as a first-class thread capability -
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Playwright-backed browser sessions the agent operates while the user observes
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or takes over from the workspace. ([#4187])
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- **community:** Lark/Feishu CLI integration bundles the runtime install, the
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official `lark-*` skill pack, and an interactive auth flow so the integration
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is no longer environment-dependent. ([#3971])
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- **integrations:** Lark/Feishu app credentials can be switched per user
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from Settings > Integrations: new App ID/Secret values are validated
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before anything is committed, and the previous OAuth token is revoked
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after a successful switch. ([#4703])
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- **acp:** MiniMax Code (`mcode acp`) is supported and documented as a
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native external coding agent, and ACP thought chunks are no longer
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concatenated into tool results. ([#4846])
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#### MCP
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- **mcp:** A durable task runtime for MCP: long-running tool tasks survive
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Gateway restarts through a durable driver, and their progress and
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completion notifications surface in the chat UI. ([#4665], [#4690],
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[#4833])
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- **mcp:** Shared MCP servers can inject per-user credentials: a single
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server entry authenticates each DeerFlow user with their own header
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value, unmapped users are denied by default, and stored credentials are
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masked in Gateway API responses. ([#4868])
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- **mcp:** Per-server `tool_name_prefix` option lets servers that already
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namespace their own tools keep their original tool names; the default
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behavior is unchanged. ([#4624])
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#### Channels
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- **channels:** Expose the IM `channel_user_id` to sandbox commands as
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`DEERFLOW_CHANNEL_USER_ID`. ([#3926])
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- **channels:** Queue rapid same-thread messages and preserve topic-card
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previews across batches. ([#3988])
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- **channels:** Inbound webhook deduplication moves to Postgres, so several
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Gateway pods can serve the same IM channel without double-processing
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events. ([#4210])
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- **channels:** DingTalk inbound messages support file and image
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attachments. ([#4423])
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- **channels:** New Buzz (Nostr) channel connector, including the frontend
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experience for the channel. ([#4649], [#4727])
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#### Auth & guardrails
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- **auth:** Generic OIDC/SSO authentication with Keycloak support. ([#3506])
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- **guardrails:** Authenticated runtime context is exposed in `GuardrailRequest`,
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and security interventions are persisted as run events. ([#3665], [#3837])
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- **auth:** "Keep me signed in" login option with a centralized session-cookie
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policy (persistent `Secure` cookies on HTTPS, session cookies on public HTTP).
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([#4255])
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- **auth:** Deployments can close local self-registration to restrict new
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accounts to SSO/OIDC provisioning. ([#4311])
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- **authz:** Built-in RBAC authorization provider with a unified factory, plus
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tool-authorization enforcement at both assembly (tools removed before the
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model sees them) and runtime (denied calls blocked). ([#4260], [#4370])
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- **authz:** Gateway route permissions are derived from the configured
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AuthorizationProvider rather than a fixed table. ([#4439])
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- **authz:** Model authorization is enforced at Gateway routes and again in
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the agent runtime, and `sandbox:execute` is checked when a sandbox is
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acquired - users can no longer reach models or sandboxes they are not
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authorized for. ([#4540], [#4911])
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#### Sandbox & provisioner
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- **sandbox:** New E2B and BoxLite (micro-VM) sandbox providers; BoxLite ships
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with a warm pool. ([#3883], [#3940], [#3951])
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- **provisioner:** ClusterIP Services and scoped per-skill PVC mounts, plus a
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configurable sandbox container port. ([#4016], [#3928])
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- **sandbox:** New cloud sandbox providers: Tenki and OpenSandbox.
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([#4382], [#4877])
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- **sandbox:** An optional lark-cli credential broker sidecar (K8s
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provisioner mode) keeps Lark app secrets and OAuth tokens out of the
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sandbox filesystem entirely - the sandbox sees only a shim that forwards
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commands to a loopback broker in the pod. Off by default. ([#4501])
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#### Extensions & plugins
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- **extensions:** An out-of-tree Python extension system: extensions can
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contribute middleware, task-lifecycle and system-model observers, Gateway
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services, and HTTP routers, and are managed with `deerflow extensions`
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install/enable/disable/remove. ([#4636], [#4684], [#4780])
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- **extensions:** Extensions can observe what the agent did - message
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provenance, middleware policy declarations, agent-assembly fingerprints,
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context-compaction records, guardrail decisions, and the MCP origin of a
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tool. `deerflow-extension-api` moves to 0.2.0; extensions written against
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0.1 are refused at startup with an install hint. ([#4863])
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#### Persistence
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- **persistence:** A custom PostgreSQL schema can be selected via
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`postgres_schema`; ORM, LangGraph checkpointer, and store tables are all
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created there, and the schema is created automatically at startup.
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([#3442])
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#### Frontend
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- **frontend:** Branching support for assistant turns and side conversations for
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quoted follow-ups. ([#3950], [#3934])
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- **frontend:** Regenerate the latest answer. ([#3637])
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- **frontend:** Citation-sources evidence panel, workspace change review for
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agent runs, and a visualized `ask_clarification` card. ([#3907], [#3945],
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[#3956])
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- **frontend:** Voice dictation, prompt-history recall with arrow keys, composer
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input polishing, and a "(thought for N seconds)" thinking-duration chip.
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([#4036], [#3718], [#3986], [#3627])
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- **frontend:** Feature-gate the agents UI behind the `agents_api` flag, and
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persist AI turn duration in backend and UI. ([#3769], [#3663])
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- **frontend:** Render slash-skill activations as inline chips. ([#3981])
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- **frontend:** Localized AI-assistance disclaimer. ([#4374])
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- **frontend:** Pin recent chats. ([#4442])
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- **frontend:** Validate `/goal` objective length in the composer. ([#4337])
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- **frontend:** Real-time context window usage is shown as a conversation
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grows. ([#3183])
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- **frontend:** The latest user turn can be edited and rerun in place.
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([#4377])
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- **frontend:** Replies can be typed and sent while a clarification card is
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pending. ([#4530])
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- **suggestions:** The number of follow-up suggestions is configurable via
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`suggestions.max_suggestions` (default 3). ([#4533])
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- **artifacts:** Text artifacts can be edited inline in the artifact panel.
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([#4596])
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- **frontend:** Browser Live is available in Custom Agent chats. ([#4719])
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- **threads:** Branched conversations get distinguishing titles
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(automatic `Title (2)`, `Title (3)` sibling numbering) and the
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recent-chats list shows parent-child lineage with tree connectors.
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([#4983])
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#### Observability & tooling
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- **observability:** Trace-id correlation with enhanced logging and agent
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observability via Monocle. ([#3902], [#4024])
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- **tooling:** A Hermes-like terminal workbench (`deerflow` CLI) backed by
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`DeerFlowClient`, plus a redacted community support-bundle generator. ([#3760],
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[#3886])
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- **setup:** The setup wizard now asks whether OpenAI-compatible gateway models
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support thinking, and a Volcengine Coding Plan quick-setup path was added.
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([#3428], [#4141])
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- **tui:** `clear` command. ([#4306])
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- **tui:** The TUI supports a transparent terminal background. ([#4631])
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### Changed
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- **frontend performance:** Keep the public root and localized docs static;
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lazy-load closed workspace panels and editor/highlighter dependencies;
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incrementally derive streamed message state; bound streaming Markdown work;
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virtualize long message and chat lists; pause offscreen decorative effects;
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and enforce representative route JS/CSS budgets.
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- **browser:** Negotiate binary Browser Live JPEG frames, retain the legacy
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JSON/base64 protocol for older clients, coalesce presentation to the latest
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frame per refresh, and revoke replaced object URLs.
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- **artifacts:** Stream regular text artifacts with HTTP byte-range support and
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limit the initial Web UI preview to 1 MiB until the user explicitly loads the
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complete file.
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- **sandbox:** The Helm chart now defaults per-sandbox Services to `ClusterIP`
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instead of `NodePort`, so the code-execution sandbox is reachable only inside
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the cluster via Service DNS (`http://sandbox-<id>-svc.<ns>.svc.cluster.local`)
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and is no longer bound on every node's interfaces - including the
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externally-reachable ones on GKE/EKS/AKS. Existing chart installs flip
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NodePort -> ClusterIP on upgrade. To preserve the old reachability (an
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external probe hitting the 30xxx port, or the Docker-Compose/hybrid path
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where the gateway is not in K8s), set `provisioner.sandboxServiceType: NodePort`
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(with `provisioner.nodeHost` if needed). The provisioner itself is unchanged
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(mode-aware since #4016). ([#4190])
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- **skills:** An active restrictive skill must explicitly list `task` in
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`allowed-tools` to delegate to a subagent. Read-only discovery infrastructure
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(`tool_search` and `describe_skill`) remains available, but cannot grant schema
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visibility or execution for a denied business tool. ([#4098])
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- **memory:** Pre-abstraction top-level `memory.*` DeerMem fields
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(`storage_path`, `max_facts`, `debounce_seconds`, `model_name`,
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`token_counting`, `staleness_*`, `consolidation_*`, ...) are **auto-migrated
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into `backend_config`** on load with a warning, so an upgrade does NOT silently
|
|
revert customized settings to defaults (`model_name` ->
|
|
`backend_config.model.model`). Move them under `memory.backend_config` in
|
|
`config.yaml` to silence the warning. ([#4122])
|
|
- **memory:** Added `memory.mode` (`middleware` | `tool`); `tool` mode registers
|
|
memory tools (`memory_search`/`add`/`update`/`delete`) the model calls directly
|
|
instead of passive per-turn summarization. `manager_class` resolution is now
|
|
fail-fast (raises `ValueError` on an unknown backend instead of silently
|
|
falling back). ([#4023])
|
|
- **middleware:** Declarative layered middleware builder; `ThreadData` now runs
|
|
before `Uploads`. ([#3809])
|
|
- **sandbox:** The host->virtual output-masking regex now has a single owner,
|
|
eliminating duplicated pattern compilation. ([#4108])
|
|
- **docs:** `AGENTS.md` is now the source of truth for agent guidance, imported
|
|
by `CLAUDE.md` via `@AGENTS.md`; module guides refreshed. ([#3770])
|
|
- **memory:** The OpenViking memory backend now uses the official OpenViking
|
|
adapter; the old trusted-mode `auth_mode`/`account` fields are rejected in
|
|
favor of a credential-bound USER API key. ([#4707])
|
|
- **gateway:** Threads created before the run-event journal have their
|
|
checkpoint history backfilled as seed events before the first new run, so
|
|
legacy conversations stay visible and correctly ordered after an upgrade.
|
|
([#4590])
|
|
- **agents:** Subagent delegation is now routed by net benefit: the lead agent
|
|
defaults to direct execution unless parallel latency, specialist capability,
|
|
or context isolation clearly pays off. ([#4384])
|
|
|
|
### Fixed
|
|
|
|
- **artifacts:** Keep explicit full-file loading scoped to the source thread, so a same-path artifact in another conversation keeps its 1 MiB preview. ([#4634])
|
|
- **sandbox:** `SandboxAuditMiddleware` no longer blocks ordinary command
|
|
substitution that only captures output. The rule now judges *position* instead
|
|
of matching any `$(`: `x=$(curl url)`, `echo $(curl url)`, an argument, and a
|
|
`for` word list all run normally, while a substitution in command position
|
|
(`$(curl url)`, after a `|`/`&&`/`;`, behind leading assignments or an
|
|
`env`/`nohup`/`time` style wrapper, or as an `eval`/`source` argument) still
|
|
blocks because it executes fetched content. An interpreter's code-string flag
|
|
(`bash -c`, `python -c`, `perl -e`, `node -p`, `php -r`, and the `<<<`
|
|
here-string) is treated as an execution context wherever it appears, so
|
|
`bash -c "$(curl url)"` blocks; `source <(curl url)` and the backtick spelling
|
|
of `eval`/`source` now block too, neither of which was detected before. An
|
|
unquoted newline separates statements like `;`, so `echo hi` followed by a
|
|
new line starting `$(curl url)` blocks as well, while heredoc bodies are
|
|
consumed as data — writing a file whose content happens to start a line with
|
|
`$(curl url)` is not a command.
|
|
Variable expansions whose name merely starts with a risky executable
|
|
(`$shell`, `$bashrc`, `$python_version`) and lookalike binaries
|
|
(`shellcheck`, `shasum`) are no longer false positives.
|
|
([#4611], [#4623])
|
|
- **mcp:** Isolate Settings > Tools enable/disable updates to one MCP server, so
|
|
an unrelated disallowed stdio command no longer blocks every switch; allow
|
|
disabling a disallowed target while still rejecting its re-enable, preserve
|
|
the raw extensions config, honor the MCP-spec `transport` alias when enabling
|
|
SSE/HTTP servers, surface backend validation details in the UI, and atomically
|
|
replace the shared config for MCP, skill, and embedded-client updates so
|
|
interrupted writes cannot leave it truncated.
|
|
([#4574], [#4577])
|
|
- **runtime:** Thread metadata now switches to `running` only after the run passes
|
|
the startup barrier, so pending-cancelled runs no longer briefly project
|
|
`running`; clients may observe the prior thread status during worker startup.
|
|
([#4450])
|
|
- **runtime:** Re-check orphan candidates through an atomic, lease-aware takeover
|
|
claim so a successful heartbeat after the scan keeps the run active and only
|
|
one reconciler reports recovery. ([#4424], [#4434])
|
|
- **skills:** Apply `allowed-tools` only to slash-activated or actually loaded
|
|
lead-agent skills, preventing passive enabled skills and evaluation fixtures
|
|
from removing MCP, web, file, and delegation tools from every run. ([#4095],
|
|
[#4098], [#4192])
|
|
- **models:** Honor `api_base` on every `BaseChatOpenAI` subclass (`VllmChatModel`,
|
|
`MindIEChatModel`, `PatchedChatMiMo`, `PatchedChatStepFun`, `PatchedChatMiniMax`),
|
|
not just `ChatOpenAI` / `PatchedChatOpenAI`. Those five previously dropped the
|
|
configured endpoint silently and then failed every request with an opaque
|
|
`unexpected keyword argument 'api_base'`; the unknown-config-key warning was
|
|
disabled for them as well. Both now gate on `issubclass(BaseChatOpenAI)`.
|
|
([#4146])
|
|
- **agents:** Coalesce `SystemMessage`s before the LLM request; ensure a visible
|
|
response after tool runs; avoid a default LLM title call before stream end;
|
|
reserve ellipsis room so the local title respects `max_chars`; and snap the
|
|
tool-output tail forward so fallback truncation respects `max_chars`. ([#3711],
|
|
[#4033], [#3885], [#4052], [#4017])
|
|
- **agents:** Skip dateless reminders in the dynamic-context date scan; load
|
|
`SOUL.md` from agent dirs without `config.yaml`; require `config.yaml` in
|
|
`update_agent`'s legacy-agent guard; and refuse empty `SOUL.md` updates.
|
|
([#3685], [#4136], [#4166], [#4219])
|
|
- **middleware:** Window the loop-detection tool-frequency counter so long runs
|
|
no longer false-trip; prevent the title middleware from streaming tokens;
|
|
fix positional fallback consuming an unrelated todo when the same-content list
|
|
is exhausted; acquire the token-budget lock across `_apply`, `before_agent`,
|
|
`_clear_run_state`, and `_drain_pending_warnings`; drop orphan `ToolMessage`s
|
|
so strict providers don't 400; sanitize invalid tool-call arguments; and
|
|
recover from empty tool-call names and malformed tool-call ids in dangling
|
|
repair. ([#4072], [#3566], [#3709], [#3714], [#4080], [#4193], [#4008],
|
|
[#4246])
|
|
- **subagents:** Inherit `LoopDetectionMiddleware` and summarization middleware
|
|
so tool loops break and steps are captured; surface the turn-budget cap as
|
|
`MAX_TURNS_REACHED` with a partial result; unify guardrail caps on the additive
|
|
`stop_reason` + `token_budget`; inject durable context before compaction;
|
|
preserve the parent checkpoint namespace; prohibit the `task` tool in the
|
|
general-purpose system prompt; re-buffer subagent events on flush failure to
|
|
avoid losing steps; and fix the lost `loop_capped` stop reason when a
|
|
subagent's `run_id` is `None`. ([#3931], [#4009], [#3949], [#3980], [#4040],
|
|
[#4215], [#4161], [#4082], [#4059])
|
|
- **memory:** Harden against null/empty edge cases - skip whitespace-only facts;
|
|
coerce null `confidence` / `source.confidence` in updates, searches, and the
|
|
three remaining raw reads; treat explicit `null` `backend_config` values as
|
|
omitted; fix `KeyError` / `UnboundLocalError` when a fact has no id or the
|
|
facts list is empty; stop the busy-spin in the debounced update queue; and
|
|
flush the memory queue on graceful shutdown to prevent loss. ([#3719], [#4074],
|
|
[#4076], [#4034], [#4217], [#3993], [#3992], [#4073], [#4181])
|
|
- **runs:** Close multi-worker ownership gaps in run atomicity; fail-stop local
|
|
execution when lease renewal cannot be confirmed before its deadline and
|
|
fence late completion writes after peer takeover; degrade cancel to lease
|
|
takeover for multi-worker; keep `create_thread` idempotent when the insert
|
|
loses a race; read `stop_reason` from runtime context; and persist run duration
|
|
in checkpoints for history reads. ([#4003], [#4064], [#4414], [#3800], [#4188],
|
|
[#4118], [#4431])
|
|
- **runtime:** Serialize SQLite event-store writes to prevent per-thread
|
|
sequence collisions; skip hidden human messages in the journal; and drop the
|
|
silent delta-discard in `_merge_stream_text`. ([#4077], [#3698], [#4085])
|
|
- **gateway:** Attach thread-message feedback by real `event_type`; offload
|
|
blocking filesystem IO in artifact serving, gateway uploads, and the Discord
|
|
channel; limit the uploaded-file context manifest; and live-tail malformed
|
|
Redis reconnect ids. ([#3651], [#3551], [#3935], [#3927], [#3917], [#4012])
|
|
- **uploads:** Claim the converted-Markdown companion filename before writing
|
|
it, so two convertible uploads sharing a stem (or a convertible plus a
|
|
same-stem `.md` upload) no longer silently clobber each other within one
|
|
request. When `uploads.auto_convert_documents` is on, the companion `.md` now
|
|
gets a unique name (e.g. `a_1.md`); `POST /threads/{id}/uploads` and
|
|
`DeerFlowClient.upload_files` both report the actual name in `markdown_file`.
|
|
([#4288])
|
|
- **config:** Coerce null object config sections to their defaults; honor the
|
|
unified database configuration in the store and sync checkpointer; and have
|
|
legacy DB backfill create missing `Index` objects on existing tables. ([#3573],
|
|
[#3904], [#3994], [#4090])
|
|
- **models:** Apply the `stream_chunk_timeout` default to all `BaseChatOpenAI`
|
|
subclasses; and normalize `api_base` -> `base_url` for `ChatOpenAI` with a
|
|
warning on unknown config keys. ([#4102], [#3790])
|
|
- **mcp:** Isolate tool-discovery failures per server; synchronize the
|
|
session-pool singleton lifecycle; invalidate the tools cache on config content
|
|
+ path (not just newer mtime); validate MCP tool names at load so deferred
|
|
prompts stay inert; and route tools by source server, not name prefix. ([#3772],
|
|
[#3797], [#4124], [#4154], [#3812])
|
|
- **skills:** Activate a slash skill once per run, not per model call; close the
|
|
skill-install security-scan coverage gap; recognize fully deleted skill
|
|
packages in review CI and remaining `requests` / `httpx` methods as network
|
|
sinks in SkillScan; reuse the resolved app config in the no-arg skills prompt
|
|
section; and reload mounted skills without restarting the Gateway. ([#4103],
|
|
[#3924], [#4169], [#4130], [#4160], [#4264])
|
|
- **sandbox:** Guard the reverse path-translation and output-masking regexes
|
|
with segment boundaries; handle one-sided line ranges and empty files in
|
|
`read_file` / `str_replace`; align the AIO bash working directory; use
|
|
`os.sep` in the reverse-resolve containment check on Windows; normalize
|
|
Windows backslash paths in bash commands; stop `glob` / `grep` / `ls` from
|
|
surfacing disabled skills' files; and allow valid heredoc commands in the
|
|
sandbox audit. ([#4035], [#4053], [#4078], [#4079], [#4051], [#4058], [#3869],
|
|
[#4096], [#3786])
|
|
- **sandbox:** Synchronize the sandbox provider singleton lifecycle (with
|
|
concurrency regression tests) and keep k8s calls off the event loop in the
|
|
provisioner. ([#3730], [#3941])
|
|
- **sandbox:** Align sandbox artifact mounts with the channel user; fix
|
|
local-dev (`make dev`) on non-root / NFS hosts; reap macOS nginx processes on
|
|
stop; and fix production Postgres UV-extras detection in Docker. ([#3729],
|
|
[#3590], [#3828], [#3897])
|
|
- **channels:** Validate the channel provider before resolving its config;
|
|
dedupe GitHub webhook redeliveries and drop redundant GitHub review-comment
|
|
webhook fan-out; scope the slash-skill whitelist check to the run's owner;
|
|
batch Feishu file messages into one thread and dispatch Feishu group commands
|
|
prefixed with a bot @mention; accept leading @mentions before `/connect` bind
|
|
codes and don't treat a bare "connect" as a bind command; stop Feishu from
|
|
creating thread topics and throttle card updates; let the UI runtime channel
|
|
config win over `config.yaml`; fix `require_mention` gating on
|
|
whitespace-only `bot_login` / `mention_login`; guard null quote fields in
|
|
WeCom; and key inbound dedupe on chat-scoped workspaces so Telegram, Feishu,
|
|
WeChat and DingTalk redeliveries stop re-running the agent on a default
|
|
(unbound) configuration, releasing the dedupe key on transient failures so a
|
|
redelivery can still recover. ([#4100], [#4104], [#4131], [#4129], [#3753],
|
|
[#4229], [#4222], [#4251], [#3810], [#3674], [#4055], [#4069], [#4287])
|
|
- **frontend:** Preserve messages and durable context across summarization;
|
|
preserve artifacts and stabilize artifact paths during streaming; resolve
|
|
relative artifact image paths; retain presented artifacts in the header
|
|
dropdown; keep orphan tool messages visible; show assistant text during tool
|
|
steps; reset new chat on client-side navigation; prevent stream cancellation
|
|
on concurrent submit; fix stale-run reconnect and cancel handling; fix chat
|
|
math rendering, single-tilde markdown, double reasoning rendering, UTF-16
|
|
markdown binary classification, and `<memory>` tags in Streamdown; make
|
|
recent-chat rows fully clickable; validate attachment limits before upload and
|
|
fix uploaded-file metadata in message copy; fix mobile workspace and
|
|
accessibility blockers, the card tool-message bug, and side-chat toolbar /
|
|
panel-button behavior; block unresolved suggestion-template placeholders;
|
|
refresh notification permissions; show the branch action only for completed
|
|
turns; enable regenerate in custom agent chats; and generate a fallback title
|
|
for interrupted first-turn runs. ([#3826], [#3791], [#4094], [#4038], [#3854],
|
|
[#3880], [#4114], [#3673], [#3878], [#3908], [#3557], [#4245], [#3870], [#3966],
|
|
[#4209], [#3733], [#3900], [#3944], [#3740], [#3976], [#3959], [#3961], [#3764],
|
|
[#3768], [#4147], [#3967], [#3874], [#3644])
|
|
- **tui:** Interrupt an active run before `/quit` exits. ([#4235])
|
|
- **harness:** Don't flag the outline as truncated at exactly `MAX_OUTLINE_ENTRIES`
|
|
headings. ([#3856])
|
|
- **tracing:** Attach Langfuse trace metadata to the goal evaluator. ([#4202])
|
|
- **context:** Resolve the context-compress bug. ([#4065])
|
|
- **threaddata:** Fix `AttributeError` when `runtime.context` is `None`. ([#3989])
|
|
- **goal:** Stop `continuation_count` double-bump during stand-down. ([#4199])
|
|
- **circuit-breaker:** Stop wedging after a non-retriable half-open probe. ([#3991])
|
|
- **github:** Match `allow_authors` logins case-insensitively. ([#4218])
|
|
- **community:** `image_search` now returns the full-resolution image URL. ([#3990])
|
|
- **skills:** Offload blocking filesystem IO in the skill-history endpoint.
|
|
([#3563])
|
|
- **skills:** Don't treat a lazily evaluated PEP 695 type alias as a network
|
|
sink in SkillScan. ([#4315])
|
|
- **tracing:** Resolve the Langfuse trace user from runtime context. ([#3794])
|
|
- **guardrails:** Propagate internal owner attribution into the guardrail
|
|
context. ([#3839])
|
|
- **subagents:** Clamp the subagent limit consistently with
|
|
`MIN_SUBAGENT_LIMIT`. ([#4081])
|
|
- **subagents:** Load user-scoped skills. ([#4356])
|
|
- **mcp:** Per-server fail-soft OAuth priming, and persist rotated refresh
|
|
tokens. ([#4084])
|
|
- **mcp:** Ignore malformed path-like text. ([#4456])
|
|
- **auth:** Resolve email accounts case-insensitively. ([#4101])
|
|
- **auth:** Recover from setup-status timeouts. ([#4371])
|
|
- **scheduler:** Close a dispatch race that could launch two runs for one
|
|
scheduled task. ([#4105])
|
|
- **channels:** Buffer and drain GitHub comments queued during a busy run.
|
|
([#4133])
|
|
- **channels:** Escape Slack reserved characters before mrkdwn conversion.
|
|
([#4197])
|
|
- **channels:** Check `response.success()` on Feishu card/reaction SDK calls.
|
|
([#4234])
|
|
- **channels:** Drop inbound DingTalk messages that carry no conversation
|
|
identity. ([#4316])
|
|
- **channels:** Receive inbound Telegram attachments. ([#4392])
|
|
- **memory:** Consolidated facts inherit `expected_valid_days` from their
|
|
sources. ([#4225])
|
|
- **config:** Sync `_memory_config` with AppConfig auto-reload. ([#4208])
|
|
- **postgres:** Harden the async engine with `pool_recycle` and
|
|
`command_timeout` to stop stale-connection 504s. ([#4230])
|
|
- **harness:** Add a timeout to `invoke_acp_agent` to prevent indefinite hangs.
|
|
([#4238])
|
|
- **community:** Surface the target-page error status in `web_fetch`
|
|
(Browserless). ([#4239])
|
|
- **sandbox:** Widen the BoxLite/AIO tenant hash and verify identity on reclaim.
|
|
([#4171])
|
|
- **sandbox:** Make an empty `old_str` a no-op in `str_replace` on any file.
|
|
([#4256])
|
|
- **sandbox:** Serialize E2B release transitions. ([#4355])
|
|
- **sandbox:** Bound E2B output-synchronization resources. ([#4364])
|
|
- **sandbox:** Unwrap `Overwrite`-wrapped sandbox state in `after_agent`.
|
|
([#4381])
|
|
- **sandbox:** Bypass proxies for local AIO traffic. ([#4444])
|
|
- **models:** Surface length-capped model responses instead of dropping them.
|
|
([#4309])
|
|
- **streaming:** Keep large file generation responsive. ([#4354])
|
|
- **streaming:** Expose custom events to `astream_events`. ([#4403])
|
|
- **streaming:** Signal replay history gaps. ([#4426])
|
|
- **summarization:** Summarize with the run model and fall back on
|
|
summary-provider failure. ([#4361])
|
|
- **runtime:** Remove transient image context after model calls. ([#4267])
|
|
- **runtime:** Stop subgraph stream frames from impersonating root frames.
|
|
([#4407])
|
|
- **runtime:** Reject unsupported run options and stream modes. ([#4430])
|
|
- **runtime:** Serialize checkpoint writes with active runs, linearize
|
|
delta-mode checkpoint resume, and accept the SDK's default
|
|
`stream_resumable=false` to avoid resume races. ([#4437], [#4460], [#4468])
|
|
- **checkpoint:** Unwrap `Overwrite` first writes into empty channels. ([#4383])
|
|
- **nginx:** Allow long chat prompts through `/api/langgraph/` without a raw
|
|
500. ([#4277])
|
|
- **gateway:** Prefer `X-Trace-Id` over `metadata.deerflow_trace_id` when the
|
|
header is set. ([#4283])
|
|
- **gateway:** Seed branch run-events so inherited history survives forking.
|
|
([#4385])
|
|
- **gateway:** Scope branch-history seed run ids per inherited turn. ([#4459])
|
|
- **frontend:** Harden artifact and markdown rendering. ([#4117])
|
|
- **frontend:** Classify a symlink replacing a file distinctly from deleted in
|
|
workspace-change review. ([#4170])
|
|
- **frontend:** Offload blocking filesystem IO in the workspace-change
|
|
text-cache lifecycle. ([#4268])
|
|
- **frontend:** Encode artifact URL path segments. ([#4278])
|
|
- **frontend:** Clarify run-duration display. ([#4348])
|
|
- **frontend:** Preserve regenerate state in branched threads. ([#4358])
|
|
- **frontend:** Default the reasoning-effort label to Medium when unset.
|
|
([#4373])
|
|
- **frontend:** Strip and parse the `<current_uploads>` upload-context tag.
|
|
([#4402])
|
|
- **frontend:** Keep leading orphan tool messages visible. ([#4408])
|
|
- **frontend:** Keep completed subtask cards stable after reload. ([#4432])
|
|
- **frontend:** Apply message-image `maxWidth` via inline style. ([#4446])
|
|
- **frontend:** Restore resizing for the artifacts and sidecar panels. ([#4469])
|
|
- **frontend:** Allow dev-server access from non-localhost hosts. ([#4471])
|
|
- **safety:** Backfill empty content-filter responses so they don't poison the
|
|
thread. ([#4394])
|
|
- **tools:** Exclude injected runtime from the `list_uploaded_files` schema.
|
|
([#4376])
|
|
- **mcp:** Bound MCP server bring-up — tool discovery (subprocess spawn +
|
|
`initialize` + `tools/list`) and persistent stdio session initialization —
|
|
with a new per-server `session_init_timeout` (default 60s, `null` disables),
|
|
so a hung stdio server can no longer block agent construction, or the whole
|
|
Gateway event loop, indefinitely. `tool_call_timeout` still bounds individual
|
|
stdio tool calls. ([#4657])
|
|
- **runtime:** Tool-output budget externalization no longer trips run delivery
|
|
verification. The default `.tool-results` storage dir (and any custom
|
|
`tool_output.storage_subdir`) is excluded from workspace-change snapshots and
|
|
produced-artifact detection, so a run that only externalized oversized tool
|
|
outputs succeeds instead of failing as an error. ([#4657])
|
|
- **frontend:** Hide stale follow-up suggestion chips while a turn is still
|
|
streaming. ([#3396])
|
|
- **frontend:** Fix streaming render glitches: stop the word animation from
|
|
replaying, keep step text stable, preserve message order during long runs,
|
|
and keep reasoning above the answer. ([#4266], [#4510], [#4513], [#4578])
|
|
- **frontend:** Encode thread IDs in chat routes so IDs with special
|
|
characters no longer break navigation. ([#4302])
|
|
- **frontend:** Render citation links from React children. ([#4486])
|
|
- **frontend:** Localize conversation export failure messages. ([#4493])
|
|
- **frontend:** Sync side panel state when a drag collapses the panel. ([#4556])
|
|
- **frontend:** Render one workspace-change card per run instead of
|
|
duplicates. ([#4559])
|
|
- **frontend:** Refresh the active artifact's content when it changes. ([#4584])
|
|
- **gateway:** Reject non-positive read limits in API requests. ([#4284])
|
|
- **gateway:** Handle a null `config.configurable` when resolving the thread
|
|
id instead of failing. ([#4301])
|
|
- **gateway:** Unify thread id validation across API routes. ([#4589])
|
|
- **gateway:** Merge concurrent thread metadata updates instead of letting
|
|
them silently overwrite each other's changes. ([#4489])
|
|
- **gateway:** Expose the run metadata response header to cross-origin
|
|
clients, so a split-origin frontend learns new run ids instead of staying
|
|
stuck on the new-thread placeholder route until reload. ([#4535])
|
|
- **gateway:** Replay edit and rerun from a settled checkpoint so the edited
|
|
prompt actually runs (previously a first turn's edit replayed the original
|
|
prompt and vanished after reload), and keep a manual rename through the
|
|
rerun. ([#4534], [#4539])
|
|
- **runtime:** Cancel a run from any live gateway worker, not only the one
|
|
that owns it, so the stop button no longer depends on request routing.
|
|
([#4500])
|
|
- **runtime:** Close a replacement run when interrupt or rollback admission
|
|
is cancelled mid-flight, instead of stranding an unseen active run on the
|
|
thread. ([#4472])
|
|
- **runtime:** Regenerating a response now preserves the thread's current
|
|
title and supports the latest interrupted response whose partial message
|
|
never reached a checkpoint. ([#4480], [#4524])
|
|
- **agents:** Classify web_fetch error pages such as 404s as errors rather
|
|
than successful evidence, so retries and stagnation guards can react.
|
|
([#4314])
|
|
- **agents:** Handle XML-to-dict option shapes when normalizing
|
|
clarification choices. ([#4527])
|
|
- **subagents:** Run delegated subagents with isolated callbacks and lazy
|
|
skill activation, fixing cross-event-loop failures and passive skills
|
|
stripping baseline tools like `write_file`. ([#4497])
|
|
- **sandbox:** Handle overwrite-wrapped state when ensuring the sandbox is
|
|
initialized. ([#4429])
|
|
- **sandbox:** Reconcile E2B sandboxes safely: pick the first healthy
|
|
candidate, adopt the canonical instance per user and thread, defer a
|
|
peer's live duplicates, and reap orphans after a grace window. ([#4443])
|
|
- **sandbox:** Claim ownership before destroying a sandbox that failed its
|
|
readiness check, so a peer gateway can no longer adopt the not-yet-ready
|
|
sandbox and kill a live turn. ([#4505])
|
|
- **sandbox:** Allow grep to search a single file. ([#4512])
|
|
- **sandbox:** Enforce the E2B capacity limit deployment-wide when sandbox
|
|
ownership uses Redis, so multiple gateways cannot create past it. ([#4575])
|
|
- **skills:** Activate managed integration skills from the managed
|
|
integrations root on slash invocation. ([#4570])
|
|
- **skills:** Offload blocking filesystem IO when updating a skill and
|
|
serialize concurrent writes. ([#3565])
|
|
- **mcp:** Ignore oversized path-like text. ([#4582])
|
|
- **memory:** Harden long-term memory: reject duplicate facts inside the
|
|
create critical section, truncate injected mem0 context on entry
|
|
boundaries, and keep task-scoped instructions such as "inspect only" out
|
|
of long-term memory. ([#4599], [#4600], [#4604])
|
|
- **scheduler:** Keep a successfully launched scheduled run's slot and run
|
|
id when post-launch bookkeeping fails, preventing a later dispatch from
|
|
launching a duplicate run. ([#4504])
|
|
- **config:** Treat a deleted extensions config file as absent instead of
|
|
raising, so tool and skill config resolution keeps working. ([#4275])
|
|
- **config:** Normalize the `postgres://` short scheme for the async ORM
|
|
engine. ([#4293])
|
|
- **console:** Disable cost reporting when model pricing mixes currencies
|
|
instead of reporting a meaningless cross-currency total. ([#4564])
|
|
- **browserless:** Accept the `timeout` config key and harden its coercion.
|
|
([#4519])
|
|
- **docker:** Send `Connection: upgrade` only when the browser requests it,
|
|
fixing login-page refresh loops when the Docker dev stack is accessed via
|
|
a remote host. ([#4250])
|
|
- **runtime:** Group JSONL batch event writes by run, so a batch covering
|
|
several runs no longer lands all events in the first run's file and makes
|
|
later runs unreadable through per-run APIs. ([#4938])
|
|
- **runtime:** Restore standalone LangGraph Studio compatibility: the graph
|
|
entrypoint and file-based app load again, the Studio identity can discover
|
|
system assistants, and the documented `langgraph dev` workflow works.
|
|
([#4760], [#4838])
|
|
- **gateway:** Stamp `turn_duration` on a run's last AI message only in
|
|
`/messages/page`, so multi-step turns no longer repeat the same run
|
|
lifetime as thinking latency on every intermediate message. ([#4755])
|
|
- **gateway:** Preserve exact history attribution beyond the event page
|
|
limit, so older AI messages on long-lived threads are no longer credited
|
|
to a later turn's run and duration. ([#4953])
|
|
- **gateway:** Reject MCP task cancellation with HTTP 503 when the task
|
|
worker is stopped, instead of acknowledging a cancellation that would
|
|
never run. ([#4963])
|
|
- **middleware:** Correct four context-handling defects: fallback
|
|
dynamic-context injection targets the latest user message instead of
|
|
resurrecting an old prompt as the current turn; bare string blocks in
|
|
list-form user content are sanitized like all other user text; duplicate
|
|
placeholders are no longer emitted for the same invalid tool call; and
|
|
summarization no longer compresses away the current request's user message
|
|
while leaving the previous turn's behind. ([#4667], [#4668], [#4693],
|
|
[#4882])
|
|
- **middleware:** Restore the system-prompt injection that teaches the model
|
|
about the `write_todos` tool, which the todo middleware's model-call
|
|
override had silently dropped. ([#4735])
|
|
- **agents:** Make SQL agent-store signatures content-sensitive, so an agent
|
|
update that reuses its previous timestamp no longer leaves the GitHub
|
|
agent registry serving stale webhook routing. ([#4709])
|
|
- **tools:** Resolve presented files with the runtime user, so `present_files`
|
|
no longer rejects valid artifacts as outside the outputs directory when
|
|
the request user context is unavailable. ([#4677])
|
|
- **tools:** Retain a strong reference to deferred subagent cleanup tasks, so
|
|
garbage collection can no longer destroy a pending cleanup and leak
|
|
cancelled subagent records, locks, and memory. ([#4928])
|
|
- **subagents:** Give every background subagent run a server-side execution
|
|
ID, so concurrent runs that reuse a provider tool-call ID can no longer
|
|
overwrite, poll, or cancel each other's state. ([#4758])
|
|
- **harness:** Offload ACP workspace creation and MCP config loading from the
|
|
event loop, so invoking an ACP agent no longer raises blocking-IO errors
|
|
or stalls other async work. ([#4965])
|
|
- **mcp:** Reject non-finite `poll_after_seconds` values on task snapshots
|
|
when they arrive, so a bad polling interval no longer crashes scheduling
|
|
and persistence after a successful poll. ([#4750])
|
|
- **mcp:** Keep the configured `grant_type` authoritative over
|
|
`extra_token_params` during OAuth token exchange, so extra parameters can
|
|
no longer silently switch the configured flow and be rejected by the token
|
|
endpoint. ([#4860])
|
|
- **mcp:** Exclude the internal stdio MCP temp directory (`.mcp/tmp`) from
|
|
workspace changes, so MCP temporary and debug files no longer appear
|
|
alongside user deliverables or crowd real changes out of the file budget.
|
|
([#4898])
|
|
- **mcp:** Cancel the remote task when a durable task submission is cancelled
|
|
mid-flight, so an interrupted submission no longer leaves a remote task
|
|
running with no record to poll or stop. ([#4933])
|
|
- **sandbox:** Accept the documented E2B reconciliation config fields, so
|
|
valid E2B configuration no longer produces misleading startup warnings.
|
|
([#4772])
|
|
- **sandbox:** Bound E2B mount upload resource use per file, per mount, and
|
|
across the whole upload pass (shared size and file budgets plus a
|
|
wall-clock deadline), so large mounts can no longer spike Gateway memory
|
|
or hold sandbox capacity indefinitely. ([#4812], [#4842])
|
|
- **sandbox:** Preserve trailing whitespace in E2B-synced filenames and
|
|
tolerate out-of-range remote mtimes, so output sync no longer re-downloads
|
|
files repeatedly or aborts mid-sync. ([#4861])
|
|
- **sandbox:** Reject non-finite Redis lease-timing values in sandbox
|
|
ownership config at parse time instead of crashing with an `OverflowError`
|
|
during startup. ([#4960])
|
|
- **sandbox:** Resolve structured skill reads through the sandbox provider's
|
|
path mappings, so `read_file` opens legacy and per-user custom skills
|
|
under the same enabled-state projection as `ls` and shell execution.
|
|
([#4792])
|
|
- **skills:** Parse Responses API content blocks in the moderation scanner,
|
|
so valid skill-management decisions returned as content blocks are no
|
|
longer rejected as unparseable. ([#4936])
|
|
- **memory:** Reject non-positive and non-finite timeout and character-limit
|
|
settings in the Honcho and Mem0 backends at config parse time, so a bad
|
|
value fails fast instead of silently truncating stored text or crashing on
|
|
the first HTTP call. ([#4783], [#4823])
|
|
- **memory:** Scope custom-agent bootstrap facts to the selected agent's
|
|
bucket, so facts learned during setup no longer leak into the default
|
|
bucket and influence ordinary lead-agent conversations. ([#4804])
|
|
- **artifacts:** Support atomic saves on Windows, and serve a SHA-256 ETag on
|
|
artifact reads so inline preview and editing work on non-secure contexts
|
|
such as plain-HTTP LAN origins where `crypto.subtle` is unavailable.
|
|
([#4629], [#4865])
|
|
- **frontend:** Keep conversation order stable around long runs: the
|
|
submitted user message no longer renders twice or sinks below its own
|
|
processing steps, and after a mid-run page reload a turn's steps can no
|
|
longer appear above the user message that started the run. ([#4620],
|
|
[#4660])
|
|
- **frontend:** Stop matching `<header>` as `<head>` when injecting the base
|
|
href into HTML artifact previews, so relative assets in report fragments
|
|
that begin with `<header>` now load in the sandboxed preview iframe.
|
|
([#4625])
|
|
- **frontend:** Open landing-page case studies on a public read-only
|
|
`/showcase/` route so anonymous visitors are no longer redirected to
|
|
login. ([#4635])
|
|
- **frontend:** Sort the chats page by pinned state, so pinned threads no
|
|
longer render below unpinned ones. ([#4643])
|
|
- **frontend:** Keep `<think>` pairs written inside markdown inline code in
|
|
the rendered content instead of hollowing them out into the Reasoning
|
|
panel, and restore the copy button for turns that contain only reasoning.
|
|
([#4647])
|
|
- **frontend:** Surface model-loading failures with a workspace error banner
|
|
and retry action instead of a silently empty model list. ([#4840])
|
|
- **frontend:** Preserve copy and other actions on completed assistant
|
|
messages while a later turn is still streaming. ([#4844])
|
|
- **frontend:** Keep the browser live stream connected after a successful
|
|
reconnect instead of tearing down the new socket and immediately creating
|
|
another. ([#4951])
|
|
- **frontend:** Reuse the shared clipboard fallback when copying the Lark
|
|
authorization link, so the copy action works in browsers without the
|
|
Clipboard API. ([#4767])
|
|
- **frontend:** Use consistent "DeerFlow" casing in the composer disclaimer
|
|
and fix the "What's New" heading on the landing page. ([#4970])
|
|
- **channels:** Bound inbound intake with a fixed worker pool and bounded
|
|
admission queues, and await real cross-thread tasks on shutdown, so
|
|
message floods are rejected promptly instead of accumulating and channel
|
|
shutdown no longer tears down transports with work still in flight.
|
|
([#4800], [#4816])
|
|
- **channels:** Offload outbound attachment file IO for Feishu, Telegram, and
|
|
WeCom to worker threads, so sending a large artifact no longer stalls the
|
|
Gateway event loop. ([#4633])
|
|
- **channels:** Run Telegram connection-identity lookups on the Gateway event
|
|
loop, so inbound messages and commands no longer crash with a cross-loop
|
|
error when channel connections are enabled. ([#4815])
|
|
- **feishu:** Keep file receiving off the event loop and preserve every
|
|
inbound attachment: duplicate provider filenames no longer overwrite each
|
|
other, writes can no longer be redirected outside the thread bucket, and a
|
|
failed attachment no longer blocks the rest of the message. ([#4627],
|
|
[#4903])
|
|
- **dingtalk:** Strip leading `@bot` mentions before command classification,
|
|
so slash commands like `/new` sent in group chats are recognized instead
|
|
of treated as plain chat. ([#4724])
|
|
- **discord:** Refuse to start typing-indicator loops after the channel
|
|
stops, so shutdown no longer leaves an infinite typing task sending
|
|
events in the background. ([#4752])
|
|
- **wecom:** Serialize WebSocket start/stop transitions and await the SDK's
|
|
real receive-task shutdown, so stopping the WeCom channel can no longer
|
|
return before the socket closes or clear a newer connection's state.
|
|
([#4762])
|
|
- **buzz:** Drop replayed events across reconnects using a persistent
|
|
seen-id store, so the agent no longer re-answers the last message in a
|
|
channel after a relay or Gateway restart. ([#4888])
|
|
- **lark:** Keep the CLI lock directory writable inside sandboxes while the
|
|
credential-bearing config root stays read-only, restoring Lark API
|
|
commands that previously failed with a read-only filesystem error.
|
|
([#4701])
|
|
- **scheduler:** Enforce the global `max_concurrent_runs` budget for manual
|
|
triggers too, returning HTTP 409 when the cap is reached instead of
|
|
letting manual launches exceed it. ([#4769])
|
|
- **scheduler:** Coerce serialized task timestamps on read, so
|
|
scheduled-task operations no longer fail when string-form timestamp values
|
|
reach the database layer. ([#4785])
|
|
- **scheduler:** Support safe multi-instance scheduler recovery: startup no
|
|
longer treats live runs owned by peer Gateway instances as local
|
|
leftovers, so a restarting instance cannot interrupt a live run or trigger
|
|
a duplicate execution; multi-instance mode is opt-in via
|
|
`scheduler.multi_instance`. ([#4713])
|
|
- **scheduler:** Enqueue busy scheduled task runs instead of skipping them:
|
|
occurrences that hit a busy reused thread now wait in a durable queue
|
|
(bounded by `scheduler.queue_timeout_seconds`) and survive Gateway
|
|
restarts, and the UI explains the queueing behavior. ([#4918])
|
|
- **cli:** Add `--recursion-limit` to headless `--print`, `--json`, and
|
|
`--cli` runs, so long-running agent loops are no longer stuck at the
|
|
default recursion limit of 100. ([#4615])
|
|
- **dev:** Exclude backend runtime state from the Uvicorn reload watcher in
|
|
the backend `make dev` launcher, so an agent task writing files under the
|
|
runtime tree can no longer restart the Gateway and reset concurrent
|
|
users' requests. ([#4759])
|
|
- **dev:** Resolve diagnostic script paths from the script's own location, so
|
|
root diagnostic commands work when invoked from any working directory.
|
|
([#4736])
|
|
- **docker:** Harden local and container startup: `make up` waits for the
|
|
Gateway health probe before declaring the stack ready, Docker startup no
|
|
longer aborts when `.env` is missing, the Gateway can write
|
|
`extensions_config.json` in production, runtime data stays out of the
|
|
image build context, log commands resolve the checkout root correctly,
|
|
and the default loopback origins are allowed so the dev setup page can
|
|
hydrate. ([#4658], [#4806], [#4852], [#4853], [#4956], [#4959])
|
|
|
|
### Performance
|
|
|
|
- **runtime:** Index `MemoryRunStore` by `thread_id` and `MemoryRunEventStore`
|
|
events by `run_id` to avoid O(n) scans. ([#3562], [#3686])
|
|
- **subagents:** Deduplicate streamed AI messages via a seen-id set (O(n²) ->
|
|
O(n)). ([#3687])
|
|
- **sandbox:** Cache `LocalSandbox` path-rewrite regexes and local-path masking
|
|
patterns per instance instead of recompiling per search match. ([#3648],
|
|
[#3713])
|
|
- **messages:** Index tool-call results per group. ([#4411])
|
|
- **frontend:** Coalesce streaming renders to a frame budget instead of per
|
|
chunk. ([#4425])
|
|
- **frontend:** Stop re-deriving message content on every stream chunk.
|
|
([#4441])
|
|
- **sandbox:** `read_file` reads only the requested line range from the
|
|
sandbox instead of fetching the whole file first. ([#3824])
|
|
- **browser:** Encode Browser Live progress frames as JPEG to cut progress
|
|
payload size. ([#4836])
|
|
|
|
### Security
|
|
|
|
- **prompt-injection:** New input-sanitization middleware defends against
|
|
prompt-injection, forged framework tags in the input guardrail are blocked,
|
|
and system context is injected as a `SystemMessage` for role isolation. ([#3662],
|
|
[#4155], [#3661])
|
|
- **prompt-injection:** HTML-escape untrusted content rendered into model prompts
|
|
- memory facts and summaries, `SOUL.md`, subagent descriptions, skill metadata,
|
|
and the conversation block in the memory-update prompt - and neutralize
|
|
prompt-injection tags in `web_capture` tool results. ([#4028], [#4119], [#4137],
|
|
[#4157], [#4162], [#4099], [#4060], [#4097], [#4128])
|
|
- **secrets:** Scrub inherited secret environment variables (`MYSQL_PWD`,
|
|
`REDISCLI_AUTH`, abbreviated `*_PASS`, and Postgres `PGPASSFILE`) from the
|
|
skill environment; request-scoped secrets are bound for both slash-activated
|
|
and autonomously-invoked skills. ([#4018], [#4026], [#3871], [#3938])
|
|
- **web_fetch:** SSRF guard for self-hosted providers. ([#3942])
|
|
- **guardrails:** An empty allowlist now denies all tools instead of failing
|
|
open. ([#4067])
|
|
- **authz:** Global skills-management endpoints now require admin; the legacy
|
|
skills mount is gated by user visibility; artifacts honor a trusted
|
|
`owner-user-id` header; and the trusted authorization principal is propagated
|
|
through the runtime. ([#3855], [#3985], [#3982], [#4203])
|
|
- **auth:** Persist the `csrf_token` cookie for the access-token lifetime.
|
|
([#3872])
|
|
- **storage:** Stop persisting base64 image data in checkpoint state. ([#4140])
|
|
- **mcp:** Reject legacy MCP credentials in run metadata. ([#4448])
|
|
- **mcp:** Constrain stdio launcher arguments and environment variables at
|
|
the config API, rejecting launcher flags and env names that could turn an
|
|
allowlisted `npx`/`uvx` server registration into arbitrary code execution.
|
|
([#4617])
|
|
- **auth:** Harden validation of the post-login `next` path. ([#4587])
|
|
- **runtime:** Honor the LangGraph Server's authenticated user identity
|
|
across agents, uploads, thread data, memory, and skills, and reject
|
|
client-supplied auth identity fields. ([#4538])
|
|
- **frontend:** Send the session cookie on model, workspace-change, and
|
|
ranged artifact reads in split-origin deployments. ([#4827])
|
|
- **frontend:** Restore sanitization in custom streamdown rehype chains, so
|
|
artifact markdown previews and the memory settings summary can no longer
|
|
render hostile HTML such as `javascript:` links or `on*` event handlers.
|
|
([#4987])
|
|
- **skills:** Copy projected skill files instead of hardlinking them, so a
|
|
sandboxed write can no longer mutate the canonical skill source, and fail
|
|
closed on a drifted projection namespace on every platform, including
|
|
Windows. ([#4825], [#4830])
|
|
- **scripts:** Redact secret-shaped keys (`db_pass`, `signing_key`, ...)
|
|
wherever they appear in bundled config, not only under well-known key
|
|
names. ([#4242])
|
|
|
|
### Documentation
|
|
|
|
- **docs:** Clarify how `LocalSandboxProvider` resolves `sandbox.mounts[].host_path`
|
|
under production Docker, with gateway bind-mount and config examples. ([#3833])
|
|
- **docs:** Document that Crawl4AI >= 0.9 requires a bearer token. ([#4518])
|
|
- **docs:** Document the GitHub inbound-dedupe TTL semantics, including what
|
|
redeliveries are not deduped, and tighten the redelivery tests. ([#4274])
|
|
- **docs:** Update the agent AGENTS.md and ARCHITECTURE.md guides. ([#4817])
|
|
- **docs:** Document the Honcho memory backend with a dedicated guide and a
|
|
long-term memory section entry in the README. ([#4822])
|
|
|
|
### Internal
|
|
|
|
- **tests:** Migrate frontend unit tests to rstest and run hook-level tests in
|
|
a DOM environment. ([#3703], [#4453])
|
|
- **tests:** Require explicit opt-in for live client tests. ([#4482])
|
|
- **tests:** Rename the LLM-error test stand-in instead of the shared
|
|
FakeError. ([#4744])
|
|
- **tests:** Replace the magic unwritable absolute path in tool-output tests
|
|
with a self-constructed failure condition. ([#4722])
|
|
- **tests:** Add multi-turn message-stream invariants as graph integration
|
|
tests. ([#3708])
|
|
- **tests:** Add trace-based behavioral tests with Monocle Test Tools,
|
|
asserting agent routing, tool calls, and token/duration cost. ([#4025])
|
|
- **tests:** Cover passive skill tool visibility in the MCP layer. ([#4247])
|
|
- **tests:** Add SQL and concurrent-reconciler coverage for lease-aware orphan
|
|
recovery. ([#4427])
|
|
- **tests:** Restore memory updater regression coverage. ([#4490])
|
|
- **tests:** Lock in POST logout from the gateway-offline banner. ([#4506])
|
|
- **tests:** Document known instance-client false negatives in the SkillScan
|
|
tests. ([#4644])
|
|
- **refactor:** Extract frontend placeholder detection into a tested utility.
|
|
([#3783])
|
|
- **refactor:** Consolidate E2B client lifecycle helpers and reuse the kill
|
|
helper during warm-pool eviction. ([#4262], [#4298])
|
|
- **refactor:** Name the E2B capacity-ledger meta-field count so the admission
|
|
offset is explicit. ([#4764])
|
|
- **dev:** Trace self/cls attribute chains and local aliases in the
|
|
blocking-IO detector's call graph, closing false negatives. ([#4200])
|
|
- **ci:** Publish the lark-cli-init and lark-broker images. ([#4558])
|
|
- **dev:** Route host-side pnpm consumers through a shared runner with a
|
|
Corepack fallback so local workflows work without a pnpm shim. ([#4405])
|
|
- **bench:** Add an isolated checkpoint channel-mode benchmark comparing `full`
|
|
and `delta` across latency, storage, and replay metrics. ([#4395])
|
|
- **deps:** Bump `cryptography` 49.0.0 -> 50.0.0, `postcss` 8.4.31 -> 8.5.25,
|
|
`h2` 4.3.0 -> 4.4.1, `langgraph-checkpoint-sqlite` and
|
|
`langgraph-checkpoint-postgres` 3.1.0 -> 3.1.1, and `nanoid` 5.1.6 -> 5.1.16.
|
|
([#4681], [#4683], [#4737], [#4738], [#4747], [#4748])
|
|
|
|
## [2.0.0] — 2026-06-15
|
|
|
|
DeerFlow 2.0 is a ground-up rewrite around a "super agent" harness with
|
|
sub-agents, persistent memory, sandbox execution, and an extensible
|
|
skills/tools system. It shares no code with the 1.x line, which now lives on
|
|
the [`main-1.x` branch](https://github.com/bytedance/deer-flow/tree/main-1.x).
|
|
|
|
This release closes [milestone 2.0.0](https://github.com/bytedance/deer-flow/milestone/1)
|
|
with **180 merged pull requests** since the first 2.0 milestone tag.
|
|
|
|
### ⚠ Breaking changes
|
|
|
|
- **harness:** Hydrate runs from `RunStore` and persist interrupted status. Run
|
|
cancellation/multitask semantics now require a working RunStore on the
|
|
worker that owns the run; cross-worker cancels return 409 instead of
|
|
silently appearing successful. ([#2932])
|
|
|
|
### Added
|
|
|
|
#### Agents & runtime
|
|
- **agent:** Custom-agent self-updates with user isolation — agents can persist
|
|
edits to their own `SOUL.md` / `config.yaml` from inside a normal chat.
|
|
([#2713])
|
|
- **loop-detection:** Make loop detection configurable with per-tool frequency
|
|
overrides; keep configurable on/off switch. ([#2586], [#2711])
|
|
- **loop-detection:** Defer warning injection so detector pairs cleanly with
|
|
tool-call lifecycle. ([#2752])
|
|
- **run:** Propagate `model_name` from the gateway request through the runtime
|
|
and persistence stack into the SQLite-backed store. ([#2775])
|
|
- **subagents:** Stream subagent token usage to the header via terminal task
|
|
events. ([#2882])
|
|
- **memory:** Add `memory.token_counting` config to opt out of tiktoken for
|
|
network-restricted deployments. ([#3465])
|
|
- **suggest:** Make AI follow-up question suggestions optional. ([#3591])
|
|
|
|
#### Models & integrations
|
|
- **models:** Add StepFun reasoning model adapter. ([#3461])
|
|
- **community:** Add Brave Search web search tool. ([#3528])
|
|
- **channels:** Enhance Discord with mention-only mode, thread routing, and
|
|
typing indicators. ([#2842])
|
|
- **im:** Add user-owned IM channel connections — users can bind their own
|
|
Slack/Telegram/Discord/Feishu/DingTalk/WeChat/WeCom accounts on top of the
|
|
operator-configured bots. ([#3487])
|
|
- **models:** Add patched MiMo reasoning content support. ([#3298])
|
|
- **models:** Add MiniMax provider for image/video/podcast skills plus a new
|
|
music-generation skill. ([#3437])
|
|
- **community:** Add SearXNG and Browserless web search/fetch tools. ([#3451])
|
|
- **community:** Add Serper Google Images provider for `image_search`. ([#3575])
|
|
- **channels:** Stream Telegram agent replies by editing the placeholder
|
|
message in place. ([#3534])
|
|
|
|
#### Observability
|
|
- **trace:** Set the LangGraph trace name to `lead_agent` (or the custom
|
|
agent's `agent_name`) for cleaner Langfuse/LangSmith traces. ([#3101])
|
|
- **frontend:** Refine token usage display modes. ([#2329])
|
|
- **defaults:** Enable token usage tracking by default. ([#2841])
|
|
- **defaults:** Raise default summarization trigger threshold. ([#3174])
|
|
- **trace:** Attribute subagent spans to the parent thread's Langfuse trace.
|
|
([#3611])
|
|
|
|
#### Skills
|
|
- **skill:** Add `blocking-io-guard` skill for blocking-IO triage and runtime
|
|
anchors. ([#3503])
|
|
- **skill:** Add maintainer issue and PR workflow skill. ([#3554])
|
|
- **skill:** Strengthen the maintainer orchestrator review workflow. ([#3606])
|
|
|
|
### Performance
|
|
|
|
- **harness:** Push thread metadata filters into SQL instead of post-filtering
|
|
in Python. ([#2865])
|
|
- **runtime:** Index runs by `thread_id` to avoid O(n) scans in `RunManager`.
|
|
([#3499])
|
|
- **runtime:** Index messages in `MemoryRunEventStore` to avoid O(n) scans.
|
|
([#3531])
|
|
- **persistence:** Cache `Base.to_dict` column reflection per class. ([#3654])
|
|
- **sandbox:** Speed up `should_ignore_name` in glob/grep walks. ([#3657])
|
|
|
|
### Security
|
|
|
|
- **upload:** Reject symlinked upload destinations. ([#2623])
|
|
- **uploads:** Add Windows support for safe symlink-protected uploads.
|
|
([#2794])
|
|
- **mcp:** Mask sensitive values in MCP config API responses. ([#2667])
|
|
- **mcp:** Harden the MCP config endpoint against malformed input. ([#3425])
|
|
- **auth:** Reject cross-site auth POSTs. ([#2740])
|
|
- **gateway:** Cap skill artifact preview decompression to prevent
|
|
zip-bomb-style abuse. ([#2963])
|
|
- **sandbox:** Mount the host Docker socket only in aio (DooD) sandbox mode.
|
|
([#3517])
|
|
- **sandbox:** Do not bind-mount host CLI auth dirs by default. ([#3521])
|
|
|
|
### Fixed
|
|
|
|
#### Runtime, gateway & persistence
|
|
- **runtime:** Rollback restore checkpoint now supersedes newer checkpoints.
|
|
([#2582])
|
|
- **runtime:** Persist run message summaries. ([#2850])
|
|
- **runtime:** Bound `write_file` execution-failure observations to keep
|
|
failure traces from blowing out the context. ([#3133])
|
|
- **runtime:** Protect the sync singleton's init and reset paths. ([#3413])
|
|
- **runtime:** Avoid PostgreSQL aggregate `FOR UPDATE` on run events.
|
|
([#2962])
|
|
- **runs:** Restore historical runs from persistent store after a gateway
|
|
restart. ([#2989])
|
|
- **gateway:** Return ISO 8601 timestamps from threads endpoints. ([#2599])
|
|
- **gateway:** Make cancel idempotent for already-interrupted runs. ([#3058])
|
|
- **gateway:** Split `stream_existing_run` into per-method routes for unique
|
|
OpenAPI `operationId`s. ([#3228])
|
|
- **events:** Serialize structured DB event content. ([#2762])
|
|
- **persistence:** Emit timezone-aware timestamps from SQLite-backed stores.
|
|
([#3130])
|
|
- **persistence:** Reuse token usage model grouping expression. ([#2910])
|
|
- **runs:** Ignore stale run reconnect conflicts. ([#3284])
|
|
- **nginx:** Defer CORS to the gateway allowlist instead of double-applying it.
|
|
([#2861])
|
|
- **persistence:** Fix runtime journal run lifecycle events. ([#3470])
|
|
- **gateway:** Enforce thread ownership on stateless run endpoints. ([#3473])
|
|
- **runtime:** Propagate interrupt through SSE values events for the LangGraph
|
|
SDK. ([#3605])
|
|
- **serialization:** Strip base64 image data from streamed values events.
|
|
([#3631])
|
|
- **history:** Strip base64 image data from REST endpoint responses. ([#3535])
|
|
- **gateway:** Attribute token usage to the actual models. ([#3658])
|
|
|
|
#### Agents, subagents & middleware
|
|
- **subagents:** Make subagent timeout terminal state atomic. ([#2583])
|
|
- **subagents:** Use model override for tools and middleware. ([#2641])
|
|
- **subagents:** Consolidate `system_prompt` and skills into a single
|
|
`SystemMessage`. ([#2701])
|
|
- **subagent:** Isolate subagents from the parent run's checkpointer.
|
|
([#3559])
|
|
- **agents:** Make `update_agent` honor `runtime.context` `user_id` like
|
|
`setup_agent` does. ([#2867])
|
|
- **agents:** Resolve duplicate `todos` channel type conflict in
|
|
`TodoMiddleware`. ([#3200])
|
|
- **agents:** Offload blocking filesystem IO in the custom-agent router off
|
|
the event loop. ([#3457])
|
|
- **agents:** Keep new agent bootstrap in user scope. ([#2784])
|
|
- **loop-detection:** Keep tool-call pairing on warn injection. ([#2725])
|
|
- **middleware:** Sync raw tool-call metadata. ([#2757])
|
|
- **middleware:** Handle invalid tool calls in dangling pairing middleware.
|
|
([#2891])
|
|
- **middleware:** Prevent todo completion reminder IM-message leak. ([#2907])
|
|
- **middleware:** Normalize tool result adjacency before model calls.
|
|
([#2939])
|
|
- **agents:** Require `config.yaml` in `resolve_agent_dir` to skip memory-only
|
|
directories. ([#3481])
|
|
- **agents:** Sync `agent_name` across context/configurable and reject empty
|
|
soul. ([#3553])
|
|
- **middleware:** Offload the uploads scan in `UploadsMiddleware` off the event
|
|
loop. ([#3311])
|
|
- **middleware:** Offload memory injection off the event loop to prevent
|
|
tiktoken blocking. ([#3411])
|
|
- **middleware:** Externalize oversized tool output into the sandbox for
|
|
non-mounted sandboxes. ([#3417])
|
|
- **middleware:** Preserve the sandbox reducer in middleware state. ([#3629])
|
|
- **subagents:** Raise general-purpose `max_turns` to 150 and default timeout to
|
|
30 min. ([#3610])
|
|
|
|
#### Memory & tracing
|
|
- **memory:** Replace short-lived `asyncio.run()` with a persistent event
|
|
loop. ([#2627])
|
|
- **memory:** Isolate queued memory updates by agent. ([#2941])
|
|
- **memory:** Parse wrapped memory-update JSON responses. ([#3252])
|
|
- **tracing:** Propagate `session_id` and `user_id` into Langfuse traces.
|
|
([#2944])
|
|
- **trace:** Decode unicode escape sequences in non-ASCII memory trace info.
|
|
([#3104])
|
|
|
|
#### Tools, sandbox & MCP
|
|
- **mcp:** Fix env resolution in MCP config lists. ([#2556])
|
|
- **models:** Record Codex token usage in `usage_metadata`. ([#2585])
|
|
- **sandbox:** Supplement `list_running` in `RemoteSandboxBackend`. ([#2716])
|
|
- **sandbox:** Disable MSYS path conversion for Git Bash on Windows.
|
|
([#2766])
|
|
- **sandbox:** Avoid blocking sandbox readiness polling. ([#2822])
|
|
- **sandbox:** Uphold the `/mnt/user-data` contract at the `Sandbox` API
|
|
boundary. ([#2881])
|
|
- **sandbox:** Scope provisioner PVC data by user. ([#2973])
|
|
- **sandbox:** Merge idempotent sandbox state updates. ([#3518])
|
|
- **tools:** Introduce `Runtime` type alias to eliminate Pydantic serialization
|
|
warnings. ([#2774])
|
|
- **tools:** Preserve `tool_search` promotions across re-entrant
|
|
`get_available_tools`. ([#2885])
|
|
- **harness:** Wrap async-only config tools for sync client execution.
|
|
([#2878])
|
|
- **harness:** Wrap all async-only tools for sync clients. ([#2935])
|
|
- **tool-search:** Reliably hide deferred MCP schemas by removing the
|
|
ContextVar. ([#3342])
|
|
- **search:** Fix DDGS Wikipedia region handling. ([#3423])
|
|
- **web_fetch:** Support a proxy for the Jina reader in restricted networks.
|
|
([#3430])
|
|
- **sandbox:** Persist lazily-acquired sandbox state via `Command`. ([#3464])
|
|
- **sandbox:** Fix stale AIO sandbox cache reuse. ([#3494])
|
|
- **sandbox:** Create a shell session before retrying on a fresh id. ([#3577])
|
|
- **sandbox:** Stop flagging string-literal path fragments as unsafe absolute
|
|
paths. ([#3623])
|
|
- **sandbox:** Return an actionable hint when `read_file` hits a binary file.
|
|
([#3624])
|
|
- **mcp:** Make stdio MCP-produced files resolvable via virtual sandbox paths.
|
|
([#3600])
|
|
- **mcp:** Surface admin-required state on the settings tools page. ([#3533])
|
|
- **mcp:** Add a tools cache reset endpoint. ([#3602])
|
|
- **uploads:** Fix the upload file size contract. ([#3408])
|
|
|
|
#### Skills & channels
|
|
- **skills:** Enforce `allowed-tools` metadata. ([#2626])
|
|
- **skills:** Harden slash skill activation across chat channels. ([#3466])
|
|
- **skills:** Fix custom skill install permissions. ([#3241])
|
|
- **channels:** Authenticate gateway command requests. ([#2742])
|
|
- **skills:** Surface the offending line and a quoting hint on SKILL.md YAML
|
|
errors. ([#3335])
|
|
- **skills:** Keep skill archive installation off the event loop. ([#3505])
|
|
- **channels:** Ignore hidden control messages when extracting replies.
|
|
([#3270])
|
|
- **channels:** Reload config on channel restart. ([#3514])
|
|
- **channels:** Surface WeCom WebSocket connection failures. ([#3526])
|
|
- **channels:** Close the Discord file handle after upload. ([#3561])
|
|
- **channels:** Require a bound identity for user-owned IM messages. ([#3578])
|
|
- **channels:** Scope IM files and helper commands to the owner. ([#3579])
|
|
- **channels:** Make runtime provider state authoritative. ([#3580])
|
|
- **channels:** Harden runtime credential management APIs. ([#3581])
|
|
- **channels:** Make the channel connect flow deterministic. ([#3582])
|
|
- **channels:** Centralize shared channel retry helpers. ([#3583])
|
|
- **channels:** Add operational guardrails. ([#3584])
|
|
- **channels:** Unsubscribe channel listeners by equality. ([#3608])
|
|
|
|
#### Auth
|
|
- **auth:** Replace setup-status 429 rate limit with a cached response.
|
|
([#2915])
|
|
- **auth:** Persist auto-generated JWT secret so it survives restarts.
|
|
([#2933])
|
|
- **auth:** Align auth-disabled mode with mock history loading. ([#3471])
|
|
|
|
#### Frontend
|
|
- **frontend:** Restore `localhost` fallback for `getGatewayConfig` in prod
|
|
mode. ([#2718])
|
|
- **chat:** Prevent the first user message from being swallowed in new
|
|
conversations. ([#2731])
|
|
- **frontend:** Use backend thread token usage for the header total. ([#2800])
|
|
- **frontend:** Wait for async chat submit before clearing the input.
|
|
([#2940])
|
|
- **frontend:** Resolve login page flickering and the resize-observer loop.
|
|
([#2954])
|
|
- **frontend:** Deduplicate restored thread messages. ([#2958])
|
|
- **frontend:** Avoid duplicate optimistic user message. ([#3002])
|
|
- **frontend:** Hide the copy button for streaming assistant messages.
|
|
([#3176])
|
|
- **frontend:** Show a new thread in the sidebar immediately on creation.
|
|
([#3283])
|
|
- **frontend:** Isolate new chat thread messages. ([#3508])
|
|
- **frontend:** Cap deeply nested list indentation to prevent render crashes.
|
|
([#3393], [#3570])
|
|
- **token-usage:** Dedupe token usage aggregation by message id. ([#2770])
|
|
- **frontend:** Fall back to Streamdown clipboard copy. ([#3397])
|
|
- **frontend:** Remove the Backspace shortcut for deleting prompt attachments.
|
|
([#3410])
|
|
- **frontend:** Restructure the Memory settings toolbar into two rows. ([#3433])
|
|
- **suggestions:** Strip inline `<think>` reasoning before parsing follow-up
|
|
questions. ([#3435])
|
|
- **frontend:** Stop fetching follow-up suggestions when they are disabled.
|
|
([#3599])
|
|
- **frontend:** Paginate the workspace chat list beyond 50 threads. ([#3485])
|
|
- **frontend:** Prevent user message bubble overflow with long unbreakable
|
|
strings. ([#3488])
|
|
- **frontend:** Keep the workspace interactive when the SSR auth probe cannot
|
|
reach the gateway. ([#3495])
|
|
- **frontend:** Render user messages as plain text and cap blockquote nesting.
|
|
([#3502])
|
|
- **frontend:** Reset the active chat after deletion. ([#3519])
|
|
- **frontend:** Improve the mobile workspace layout. ([#3646])
|
|
- **frontend:** Render full content for multi-part AI messages. ([#3649])
|
|
|
|
#### Build, deploy, scripts & config
|
|
- **packaging:** Add `postgres` extra for store/checkpointer support; clarify
|
|
install guidance. ([#2584])
|
|
- **harness:** Resolve runtime paths from the project root. ([#2642])
|
|
- **docker:** Force nginx to resolve upstream names at request time.
|
|
([#2717])
|
|
- **docker:** Default Gateway to a single worker to prevent multi-worker
|
|
breakage. ([#3475])
|
|
- **scripts:** Preserve `uv` extras across `make dev` restarts. ([#2767],
|
|
[#2754])
|
|
- **scripts:** Clean up local nginx on stop. ([#3005])
|
|
- **deploy:** Fall back to `python` / `openssl` when `python3` is absent for
|
|
secret generation. ([#3074])
|
|
- **config:** Make the reload boundary discoverable from code. ([#3144],
|
|
[#3153])
|
|
- **replay-e2e:** Key replay fixtures by caller and conversation. ([#3453])
|
|
- **setup:** Refresh LLM provider wizard defaults. ([#3421])
|
|
- **config:** Coerce null `config.yaml` list sections to an empty list. ([#3434])
|
|
- **scripts:** Exclude runtime state from gateway reload. ([#3426])
|
|
- **scripts:** Create the backend/sandbox dir before the uvicorn reload-exclude.
|
|
([#3460])
|
|
- **scripts:** Stop next-server correctly after `make start-daemon`. ([#3498])
|
|
- **makefile:** Fix per-commit hooks installation. ([#3569])
|
|
- **replay-e2e:** Match replay by conversation, not the living system prompt.
|
|
([#3436])
|
|
|
|
### Changed
|
|
|
|
- **provider (refactor):** Share assistant payload replay matching across
|
|
providers. ([#3307])
|
|
- **lead-agent (refactor):** Make `build_middlewares` public to drop the last
|
|
cross-module private import. ([#3458])
|
|
- **todo (refactor):** Remove the unused completion reminder counter. ([#3530])
|
|
|
|
### Documentation
|
|
|
|
- Document blocking-IO detection usage and maintenance. ([#3233])
|
|
- Clean standalone LangGraph server remnants from docs. ([#3301])
|
|
- Add AI assistance disclosure to the PR template and CONTRIBUTING. ([#3398])
|
|
- Document custom AIO sandbox images. ([#3548])
|
|
|
|
### Internal
|
|
|
|
- **dev:** Add async/thread boundary detector. ([#2936])
|
|
- **runtime:** Add lifecycle end-to-end coverage. ([#2946])
|
|
- **windows:** Add `PYTHONIOENCODING` and `PYTHONUTF8` to backend Makefile
|
|
targets. ([#3069])
|
|
- **blocking-io:** Fail-loud repo-root resolution and shared detector CLI
|
|
shim. ([#3512])
|
|
- **runtime:** Add a Blockbuster runtime anchor for `JsonlRunEventStore` async
|
|
IO. ([#3313])
|
|
- **ci:** Consolidate PR/issue labeling and fix the reviewing-job crash and
|
|
label thrash. ([#3455])
|
|
|
|
[2.0.0]: https://github.com/bytedance/deer-flow/releases/tag/v2.0.0
|
|
|
|
[#2329]: https://github.com/bytedance/deer-flow/pull/2329
|
|
[#2556]: https://github.com/bytedance/deer-flow/pull/2556
|
|
[#2582]: https://github.com/bytedance/deer-flow/pull/2582
|
|
[#2583]: https://github.com/bytedance/deer-flow/pull/2583
|
|
[#2584]: https://github.com/bytedance/deer-flow/pull/2584
|
|
[#2585]: https://github.com/bytedance/deer-flow/pull/2585
|
|
[#2586]: https://github.com/bytedance/deer-flow/pull/2586
|
|
[#2599]: https://github.com/bytedance/deer-flow/pull/2599
|
|
[#2623]: https://github.com/bytedance/deer-flow/pull/2623
|
|
[#2626]: https://github.com/bytedance/deer-flow/pull/2626
|
|
[#2627]: https://github.com/bytedance/deer-flow/pull/2627
|
|
[#2641]: https://github.com/bytedance/deer-flow/pull/2641
|
|
[#2642]: https://github.com/bytedance/deer-flow/pull/2642
|
|
[#2667]: https://github.com/bytedance/deer-flow/pull/2667
|
|
[#2701]: https://github.com/bytedance/deer-flow/pull/2701
|
|
[#2711]: https://github.com/bytedance/deer-flow/pull/2711
|
|
[#2713]: https://github.com/bytedance/deer-flow/pull/2713
|
|
[#2716]: https://github.com/bytedance/deer-flow/pull/2716
|
|
[#2717]: https://github.com/bytedance/deer-flow/pull/2717
|
|
[#2718]: https://github.com/bytedance/deer-flow/pull/2718
|
|
[#2725]: https://github.com/bytedance/deer-flow/pull/2725
|
|
[#2731]: https://github.com/bytedance/deer-flow/pull/2731
|
|
[#2740]: https://github.com/bytedance/deer-flow/pull/2740
|
|
[#2742]: https://github.com/bytedance/deer-flow/pull/2742
|
|
[#2752]: https://github.com/bytedance/deer-flow/pull/2752
|
|
[#2754]: https://github.com/bytedance/deer-flow/pull/2754
|
|
[#2757]: https://github.com/bytedance/deer-flow/pull/2757
|
|
[#2762]: https://github.com/bytedance/deer-flow/pull/2762
|
|
[#2766]: https://github.com/bytedance/deer-flow/pull/2766
|
|
[#2767]: https://github.com/bytedance/deer-flow/pull/2767
|
|
[#2770]: https://github.com/bytedance/deer-flow/pull/2770
|
|
[#2774]: https://github.com/bytedance/deer-flow/pull/2774
|
|
[#2775]: https://github.com/bytedance/deer-flow/pull/2775
|
|
[#2784]: https://github.com/bytedance/deer-flow/pull/2784
|
|
[#2794]: https://github.com/bytedance/deer-flow/pull/2794
|
|
[#2800]: https://github.com/bytedance/deer-flow/pull/2800
|
|
[#2822]: https://github.com/bytedance/deer-flow/pull/2822
|
|
[#2841]: https://github.com/bytedance/deer-flow/pull/2841
|
|
[#2842]: https://github.com/bytedance/deer-flow/pull/2842
|
|
[#2850]: https://github.com/bytedance/deer-flow/pull/2850
|
|
[#2861]: https://github.com/bytedance/deer-flow/pull/2861
|
|
[#2865]: https://github.com/bytedance/deer-flow/pull/2865
|
|
[#2867]: https://github.com/bytedance/deer-flow/pull/2867
|
|
[#2878]: https://github.com/bytedance/deer-flow/pull/2878
|
|
[#2881]: https://github.com/bytedance/deer-flow/pull/2881
|
|
[#2882]: https://github.com/bytedance/deer-flow/pull/2882
|
|
[#2885]: https://github.com/bytedance/deer-flow/pull/2885
|
|
[#2891]: https://github.com/bytedance/deer-flow/pull/2891
|
|
[#2907]: https://github.com/bytedance/deer-flow/pull/2907
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[#2910]: https://github.com/bytedance/deer-flow/pull/2910
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[#2915]: https://github.com/bytedance/deer-flow/pull/2915
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[#2932]: https://github.com/bytedance/deer-flow/pull/2932
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[#2933]: https://github.com/bytedance/deer-flow/pull/2933
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[#2935]: https://github.com/bytedance/deer-flow/pull/2935
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[#2936]: https://github.com/bytedance/deer-flow/pull/2936
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[#2939]: https://github.com/bytedance/deer-flow/pull/2939
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[#2940]: https://github.com/bytedance/deer-flow/pull/2940
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[#2941]: https://github.com/bytedance/deer-flow/pull/2941
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[#2944]: https://github.com/bytedance/deer-flow/pull/2944
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[#2946]: https://github.com/bytedance/deer-flow/pull/2946
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[#2954]: https://github.com/bytedance/deer-flow/pull/2954
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[#2958]: https://github.com/bytedance/deer-flow/pull/2958
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[#2962]: https://github.com/bytedance/deer-flow/pull/2962
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[#2963]: https://github.com/bytedance/deer-flow/pull/2963
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[#2973]: https://github.com/bytedance/deer-flow/pull/2973
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[#2989]: https://github.com/bytedance/deer-flow/pull/2989
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[#3002]: https://github.com/bytedance/deer-flow/pull/3002
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[#3005]: https://github.com/bytedance/deer-flow/pull/3005
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[#3033]: https://github.com/bytedance/deer-flow/pull/3033
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[#3058]: https://github.com/bytedance/deer-flow/pull/3058
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[#3069]: https://github.com/bytedance/deer-flow/pull/3069
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[#3074]: https://github.com/bytedance/deer-flow/pull/3074
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[#3101]: https://github.com/bytedance/deer-flow/pull/3101
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[#3104]: https://github.com/bytedance/deer-flow/pull/3104
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[#3130]: https://github.com/bytedance/deer-flow/pull/3130
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[#3133]: https://github.com/bytedance/deer-flow/pull/3133
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[#3144]: https://github.com/bytedance/deer-flow/pull/3144
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[#3153]: https://github.com/bytedance/deer-flow/pull/3153
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[#3174]: https://github.com/bytedance/deer-flow/pull/3174
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[#3176]: https://github.com/bytedance/deer-flow/pull/3176
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[#3191]: https://github.com/bytedance/deer-flow/pull/3191
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[#3200]: https://github.com/bytedance/deer-flow/pull/3200
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[#3228]: https://github.com/bytedance/deer-flow/pull/3228
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[#3233]: https://github.com/bytedance/deer-flow/pull/3233
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[#3241]: https://github.com/bytedance/deer-flow/pull/3241
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[#3252]: https://github.com/bytedance/deer-flow/pull/3252
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[#3270]: https://github.com/bytedance/deer-flow/pull/3270
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[#3283]: https://github.com/bytedance/deer-flow/pull/3283
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[#3284]: https://github.com/bytedance/deer-flow/pull/3284
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[#3298]: https://github.com/bytedance/deer-flow/pull/3298
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[#3301]: https://github.com/bytedance/deer-flow/pull/3301
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[#3307]: https://github.com/bytedance/deer-flow/pull/3307
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[#3311]: https://github.com/bytedance/deer-flow/pull/3311
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[#3313]: https://github.com/bytedance/deer-flow/pull/3313
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[#3335]: https://github.com/bytedance/deer-flow/pull/3335
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[#3342]: https://github.com/bytedance/deer-flow/pull/3342
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[#3377]: https://github.com/bytedance/deer-flow/pull/3377
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[#3393]: https://github.com/bytedance/deer-flow/pull/3393
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[#3397]: https://github.com/bytedance/deer-flow/pull/3397
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[#3398]: https://github.com/bytedance/deer-flow/pull/3398
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[#3408]: https://github.com/bytedance/deer-flow/pull/3408
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[#3410]: https://github.com/bytedance/deer-flow/pull/3410
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[#3411]: https://github.com/bytedance/deer-flow/pull/3411
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[#3412]: https://github.com/bytedance/deer-flow/pull/3412
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[#3413]: https://github.com/bytedance/deer-flow/pull/3413
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[#3417]: https://github.com/bytedance/deer-flow/pull/3417
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[#3421]: https://github.com/bytedance/deer-flow/pull/3421
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[#3423]: https://github.com/bytedance/deer-flow/pull/3423
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[#3425]: https://github.com/bytedance/deer-flow/pull/3425
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[#3426]: https://github.com/bytedance/deer-flow/pull/3426
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[#3428]: https://github.com/bytedance/deer-flow/pull/3428
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[#3430]: https://github.com/bytedance/deer-flow/pull/3430
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[#3433]: https://github.com/bytedance/deer-flow/pull/3433
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[#3434]: https://github.com/bytedance/deer-flow/pull/3434
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[#3435]: https://github.com/bytedance/deer-flow/pull/3435
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[#3436]: https://github.com/bytedance/deer-flow/pull/3436
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[#3437]: https://github.com/bytedance/deer-flow/pull/3437
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[#3451]: https://github.com/bytedance/deer-flow/pull/3451
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[#3453]: https://github.com/bytedance/deer-flow/pull/3453
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[#3455]: https://github.com/bytedance/deer-flow/pull/3455
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[#3457]: https://github.com/bytedance/deer-flow/pull/3457
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[#3458]: https://github.com/bytedance/deer-flow/pull/3458
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[#3460]: https://github.com/bytedance/deer-flow/pull/3460
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[#3461]: https://github.com/bytedance/deer-flow/pull/3461
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[#3464]: https://github.com/bytedance/deer-flow/pull/3464
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[#3465]: https://github.com/bytedance/deer-flow/pull/3465
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[#3466]: https://github.com/bytedance/deer-flow/pull/3466
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[#3470]: https://github.com/bytedance/deer-flow/pull/3470
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[#3471]: https://github.com/bytedance/deer-flow/pull/3471
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[#3473]: https://github.com/bytedance/deer-flow/pull/3473
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[#3475]: https://github.com/bytedance/deer-flow/pull/3475
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[#3481]: https://github.com/bytedance/deer-flow/pull/3481
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[#3485]: https://github.com/bytedance/deer-flow/pull/3485
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[#3487]: https://github.com/bytedance/deer-flow/pull/3487
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[#3488]: https://github.com/bytedance/deer-flow/pull/3488
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[#3494]: https://github.com/bytedance/deer-flow/pull/3494
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[#3495]: https://github.com/bytedance/deer-flow/pull/3495
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[#3498]: https://github.com/bytedance/deer-flow/pull/3498
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[#3499]: https://github.com/bytedance/deer-flow/pull/3499
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[#3502]: https://github.com/bytedance/deer-flow/pull/3502
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[#3503]: https://github.com/bytedance/deer-flow/pull/3503
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[#3505]: https://github.com/bytedance/deer-flow/pull/3505
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[#3506]: https://github.com/bytedance/deer-flow/pull/3506
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[#3508]: https://github.com/bytedance/deer-flow/pull/3508
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[#3512]: https://github.com/bytedance/deer-flow/pull/3512
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[#3514]: https://github.com/bytedance/deer-flow/pull/3514
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[#3517]: https://github.com/bytedance/deer-flow/pull/3517
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[#3518]: https://github.com/bytedance/deer-flow/pull/3518
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[#3519]: https://github.com/bytedance/deer-flow/pull/3519
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[#3521]: https://github.com/bytedance/deer-flow/pull/3521
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[#3526]: https://github.com/bytedance/deer-flow/pull/3526
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[#3528]: https://github.com/bytedance/deer-flow/pull/3528
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[#3530]: https://github.com/bytedance/deer-flow/pull/3530
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[#3531]: https://github.com/bytedance/deer-flow/pull/3531
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[#3533]: https://github.com/bytedance/deer-flow/pull/3533
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[#3534]: https://github.com/bytedance/deer-flow/pull/3534
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[#3535]: https://github.com/bytedance/deer-flow/pull/3535
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[#3548]: https://github.com/bytedance/deer-flow/pull/3548
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[#3551]: https://github.com/bytedance/deer-flow/pull/3551
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[#3553]: https://github.com/bytedance/deer-flow/pull/3553
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[#3554]: https://github.com/bytedance/deer-flow/pull/3554
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[#3556]: https://github.com/bytedance/deer-flow/pull/3556
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[#3557]: https://github.com/bytedance/deer-flow/pull/3557
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[#3559]: https://github.com/bytedance/deer-flow/pull/3559
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[#3561]: https://github.com/bytedance/deer-flow/pull/3561
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[#3562]: https://github.com/bytedance/deer-flow/pull/3562
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[#3563]: https://github.com/bytedance/deer-flow/pull/3563
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[#3566]: https://github.com/bytedance/deer-flow/pull/3566
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[#3569]: https://github.com/bytedance/deer-flow/pull/3569
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[#3570]: https://github.com/bytedance/deer-flow/pull/3570
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[#3573]: https://github.com/bytedance/deer-flow/pull/3573
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[#3575]: https://github.com/bytedance/deer-flow/pull/3575
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[#3577]: https://github.com/bytedance/deer-flow/pull/3577
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[#3578]: https://github.com/bytedance/deer-flow/pull/3578
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[#3579]: https://github.com/bytedance/deer-flow/pull/3579
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[#3580]: https://github.com/bytedance/deer-flow/pull/3580
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[#3581]: https://github.com/bytedance/deer-flow/pull/3581
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[#3582]: https://github.com/bytedance/deer-flow/pull/3582
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[#3583]: https://github.com/bytedance/deer-flow/pull/3583
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[#3584]: https://github.com/bytedance/deer-flow/pull/3584
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[#3585]: https://github.com/bytedance/deer-flow/pull/3585
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[#3590]: https://github.com/bytedance/deer-flow/pull/3590
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[#3591]: https://github.com/bytedance/deer-flow/pull/3591
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[#3592]: https://github.com/bytedance/deer-flow/pull/3592
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[#3599]: https://github.com/bytedance/deer-flow/pull/3599
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[#3600]: https://github.com/bytedance/deer-flow/pull/3600
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[#3601]: https://github.com/bytedance/deer-flow/pull/3601
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[#3602]: https://github.com/bytedance/deer-flow/pull/3602
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[#3605]: https://github.com/bytedance/deer-flow/pull/3605
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[#3606]: https://github.com/bytedance/deer-flow/pull/3606
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[#3608]: https://github.com/bytedance/deer-flow/pull/3608
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[#3610]: https://github.com/bytedance/deer-flow/pull/3610
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[#3611]: https://github.com/bytedance/deer-flow/pull/3611
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[#3623]: https://github.com/bytedance/deer-flow/pull/3623
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[#3624]: https://github.com/bytedance/deer-flow/pull/3624
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[#3627]: https://github.com/bytedance/deer-flow/pull/3627
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[#3629]: https://github.com/bytedance/deer-flow/pull/3629
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[#3631]: https://github.com/bytedance/deer-flow/pull/3631
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[#3637]: https://github.com/bytedance/deer-flow/pull/3637
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[#3644]: https://github.com/bytedance/deer-flow/pull/3644
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[#3646]: https://github.com/bytedance/deer-flow/pull/3646
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[#3648]: https://github.com/bytedance/deer-flow/pull/3648
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[#3649]: https://github.com/bytedance/deer-flow/pull/3649
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[#3651]: https://github.com/bytedance/deer-flow/pull/3651
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[#3654]: https://github.com/bytedance/deer-flow/pull/3654
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[#3657]: https://github.com/bytedance/deer-flow/pull/3657
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[#3658]: https://github.com/bytedance/deer-flow/pull/3658
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[#3661]: https://github.com/bytedance/deer-flow/pull/3661
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[#3662]: https://github.com/bytedance/deer-flow/pull/3662
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[#3663]: https://github.com/bytedance/deer-flow/pull/3663
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[#3665]: https://github.com/bytedance/deer-flow/pull/3665
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[#3673]: https://github.com/bytedance/deer-flow/pull/3673
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[#3674]: https://github.com/bytedance/deer-flow/pull/3674
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[#3675]: https://github.com/bytedance/deer-flow/pull/3675
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[#3685]: https://github.com/bytedance/deer-flow/pull/3685
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[#3686]: https://github.com/bytedance/deer-flow/pull/3686
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[#3687]: https://github.com/bytedance/deer-flow/pull/3687
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[#3698]: https://github.com/bytedance/deer-flow/pull/3698
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[#3709]: https://github.com/bytedance/deer-flow/pull/3709
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[#3711]: https://github.com/bytedance/deer-flow/pull/3711
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[#3713]: https://github.com/bytedance/deer-flow/pull/3713
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[#3714]: https://github.com/bytedance/deer-flow/pull/3714
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[#3718]: https://github.com/bytedance/deer-flow/pull/3718
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[#3719]: https://github.com/bytedance/deer-flow/pull/3719
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[#3729]: https://github.com/bytedance/deer-flow/pull/3729
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[#3730]: https://github.com/bytedance/deer-flow/pull/3730
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[#3733]: https://github.com/bytedance/deer-flow/pull/3733
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[#3740]: https://github.com/bytedance/deer-flow/pull/3740
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[#3753]: https://github.com/bytedance/deer-flow/pull/3753
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[#3760]: https://github.com/bytedance/deer-flow/pull/3760
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[#3764]: https://github.com/bytedance/deer-flow/pull/3764
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[#3768]: https://github.com/bytedance/deer-flow/pull/3768
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[#3769]: https://github.com/bytedance/deer-flow/pull/3769
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[#3770]: https://github.com/bytedance/deer-flow/pull/3770
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[#3772]: https://github.com/bytedance/deer-flow/pull/3772
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[#3775]: https://github.com/bytedance/deer-flow/pull/3775
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[#3786]: https://github.com/bytedance/deer-flow/pull/3786
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[#3790]: https://github.com/bytedance/deer-flow/pull/3790
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[#3791]: https://github.com/bytedance/deer-flow/pull/3791
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[#3794]: https://github.com/bytedance/deer-flow/pull/3794
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[#3797]: https://github.com/bytedance/deer-flow/pull/3797
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[#3800]: https://github.com/bytedance/deer-flow/pull/3800
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[#3809]: https://github.com/bytedance/deer-flow/pull/3809
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[#3810]: https://github.com/bytedance/deer-flow/pull/3810
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[#3812]: https://github.com/bytedance/deer-flow/pull/3812
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[#3821]: https://github.com/bytedance/deer-flow/pull/3821
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[#3826]: https://github.com/bytedance/deer-flow/pull/3826
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[#3828]: https://github.com/bytedance/deer-flow/pull/3828
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[#3837]: https://github.com/bytedance/deer-flow/pull/3837
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[#3839]: https://github.com/bytedance/deer-flow/pull/3839
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[#3843]: https://github.com/bytedance/deer-flow/pull/3843
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[#3845]: https://github.com/bytedance/deer-flow/pull/3845
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[#3854]: https://github.com/bytedance/deer-flow/pull/3854
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[#3855]: https://github.com/bytedance/deer-flow/pull/3855
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[#3856]: https://github.com/bytedance/deer-flow/pull/3856
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[#3858]: https://github.com/bytedance/deer-flow/pull/3858
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[#3860]: https://github.com/bytedance/deer-flow/pull/3860
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[#3866]: https://github.com/bytedance/deer-flow/pull/3866
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[#3869]: https://github.com/bytedance/deer-flow/pull/3869
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[#3870]: https://github.com/bytedance/deer-flow/pull/3870
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[#3871]: https://github.com/bytedance/deer-flow/pull/3871
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[#3872]: https://github.com/bytedance/deer-flow/pull/3872
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[#3874]: https://github.com/bytedance/deer-flow/pull/3874
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[#3877]: https://github.com/bytedance/deer-flow/pull/3877
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[#3878]: https://github.com/bytedance/deer-flow/pull/3878
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[#3880]: https://github.com/bytedance/deer-flow/pull/3880
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[#3881]: https://github.com/bytedance/deer-flow/pull/3881
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[#3883]: https://github.com/bytedance/deer-flow/pull/3883
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[#3885]: https://github.com/bytedance/deer-flow/pull/3885
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[#3886]: https://github.com/bytedance/deer-flow/pull/3886
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[#3887]: https://github.com/bytedance/deer-flow/pull/3887
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[#3889]: https://github.com/bytedance/deer-flow/pull/3889
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[#3897]: https://github.com/bytedance/deer-flow/pull/3897
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[#3900]: https://github.com/bytedance/deer-flow/pull/3900
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[#3902]: https://github.com/bytedance/deer-flow/pull/3902
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[#3904]: https://github.com/bytedance/deer-flow/pull/3904
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[#3906]: https://github.com/bytedance/deer-flow/pull/3906
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[#3907]: https://github.com/bytedance/deer-flow/pull/3907
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[#3908]: https://github.com/bytedance/deer-flow/pull/3908
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[#3912]: https://github.com/bytedance/deer-flow/pull/3912
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[#3917]: https://github.com/bytedance/deer-flow/pull/3917
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[#3920]: https://github.com/bytedance/deer-flow/pull/3920
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[#3924]: https://github.com/bytedance/deer-flow/pull/3924
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[#3926]: https://github.com/bytedance/deer-flow/pull/3926
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[#3927]: https://github.com/bytedance/deer-flow/pull/3927
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[#3928]: https://github.com/bytedance/deer-flow/pull/3928
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[#3931]: https://github.com/bytedance/deer-flow/pull/3931
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[#3934]: https://github.com/bytedance/deer-flow/pull/3934
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[#3935]: https://github.com/bytedance/deer-flow/pull/3935
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[#3938]: https://github.com/bytedance/deer-flow/pull/3938
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[#3940]: https://github.com/bytedance/deer-flow/pull/3940
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[#3941]: https://github.com/bytedance/deer-flow/pull/3941
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[#3942]: https://github.com/bytedance/deer-flow/pull/3942
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[#3944]: https://github.com/bytedance/deer-flow/pull/3944
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[#3945]: https://github.com/bytedance/deer-flow/pull/3945
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[#3949]: https://github.com/bytedance/deer-flow/pull/3949
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[#3950]: https://github.com/bytedance/deer-flow/pull/3950
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[#3951]: https://github.com/bytedance/deer-flow/pull/3951
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[#3956]: https://github.com/bytedance/deer-flow/pull/3956
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[#3959]: https://github.com/bytedance/deer-flow/pull/3959
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[#3961]: https://github.com/bytedance/deer-flow/pull/3961
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[#3964]: https://github.com/bytedance/deer-flow/pull/3964
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[#3966]: https://github.com/bytedance/deer-flow/pull/3966
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[#3967]: https://github.com/bytedance/deer-flow/pull/3967
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[#3969]: https://github.com/bytedance/deer-flow/pull/3969
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[#3971]: https://github.com/bytedance/deer-flow/pull/3971
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[#3976]: https://github.com/bytedance/deer-flow/pull/3976
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[#3980]: https://github.com/bytedance/deer-flow/pull/3980
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[#3981]: https://github.com/bytedance/deer-flow/pull/3981
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[#3982]: https://github.com/bytedance/deer-flow/pull/3982
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[#3985]: https://github.com/bytedance/deer-flow/pull/3985
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[#3986]: https://github.com/bytedance/deer-flow/pull/3986
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[#3988]: https://github.com/bytedance/deer-flow/pull/3988
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[#3989]: https://github.com/bytedance/deer-flow/pull/3989
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[#3990]: https://github.com/bytedance/deer-flow/pull/3990
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[#3991]: https://github.com/bytedance/deer-flow/pull/3991
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[#3992]: https://github.com/bytedance/deer-flow/pull/3992
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[#3993]: https://github.com/bytedance/deer-flow/pull/3993
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[#3994]: https://github.com/bytedance/deer-flow/pull/3994
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[#3996]: https://github.com/bytedance/deer-flow/pull/3996
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[#4003]: https://github.com/bytedance/deer-flow/pull/4003
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[#4004]: https://github.com/bytedance/deer-flow/pull/4004
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[#4008]: https://github.com/bytedance/deer-flow/pull/4008
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[#4009]: https://github.com/bytedance/deer-flow/pull/4009
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[#4012]: https://github.com/bytedance/deer-flow/pull/4012
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[#4016]: https://github.com/bytedance/deer-flow/pull/4016
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[#4017]: https://github.com/bytedance/deer-flow/pull/4017
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[#4018]: https://github.com/bytedance/deer-flow/pull/4018
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[#4023]: https://github.com/bytedance/deer-flow/pull/4023
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[#4024]: https://github.com/bytedance/deer-flow/pull/4024
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[#4026]: https://github.com/bytedance/deer-flow/pull/4026
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[#4028]: https://github.com/bytedance/deer-flow/pull/4028
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[#4033]: https://github.com/bytedance/deer-flow/pull/4033
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[#4034]: https://github.com/bytedance/deer-flow/pull/4034
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[#4035]: https://github.com/bytedance/deer-flow/pull/4035
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[#4036]: https://github.com/bytedance/deer-flow/pull/4036
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[#4038]: https://github.com/bytedance/deer-flow/pull/4038
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[#4040]: https://github.com/bytedance/deer-flow/pull/4040
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[#4051]: https://github.com/bytedance/deer-flow/pull/4051
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[#4052]: https://github.com/bytedance/deer-flow/pull/4052
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[#4053]: https://github.com/bytedance/deer-flow/pull/4053
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[#4055]: https://github.com/bytedance/deer-flow/pull/4055
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[#4058]: https://github.com/bytedance/deer-flow/pull/4058
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[#4059]: https://github.com/bytedance/deer-flow/pull/4059
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[#4060]: https://github.com/bytedance/deer-flow/pull/4060
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[#4064]: https://github.com/bytedance/deer-flow/pull/4064
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[#4065]: https://github.com/bytedance/deer-flow/pull/4065
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[#4067]: https://github.com/bytedance/deer-flow/pull/4067
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[#4069]: https://github.com/bytedance/deer-flow/pull/4069
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[#4072]: https://github.com/bytedance/deer-flow/pull/4072
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[#4073]: https://github.com/bytedance/deer-flow/pull/4073
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[#4074]: https://github.com/bytedance/deer-flow/pull/4074
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[#4076]: https://github.com/bytedance/deer-flow/pull/4076
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[#4077]: https://github.com/bytedance/deer-flow/pull/4077
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[#4078]: https://github.com/bytedance/deer-flow/pull/4078
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[#4079]: https://github.com/bytedance/deer-flow/pull/4079
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[#4080]: https://github.com/bytedance/deer-flow/pull/4080
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[#4081]: https://github.com/bytedance/deer-flow/pull/4081
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[#4082]: https://github.com/bytedance/deer-flow/pull/4082
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[#4084]: https://github.com/bytedance/deer-flow/pull/4084
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[#4085]: https://github.com/bytedance/deer-flow/pull/4085
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[#4090]: https://github.com/bytedance/deer-flow/pull/4090
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[#4094]: https://github.com/bytedance/deer-flow/pull/4094
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[#4095]: https://github.com/bytedance/deer-flow/issues/4095
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[#4096]: https://github.com/bytedance/deer-flow/pull/4096
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[#4097]: https://github.com/bytedance/deer-flow/pull/4097
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[#4098]: https://github.com/bytedance/deer-flow/pull/4098
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[#4099]: https://github.com/bytedance/deer-flow/pull/4099
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[#4100]: https://github.com/bytedance/deer-flow/pull/4100
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[#4101]: https://github.com/bytedance/deer-flow/pull/4101
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[#4102]: https://github.com/bytedance/deer-flow/pull/4102
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[#4103]: https://github.com/bytedance/deer-flow/pull/4103
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[#4104]: https://github.com/bytedance/deer-flow/pull/4104
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[#4105]: https://github.com/bytedance/deer-flow/pull/4105
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[#4108]: https://github.com/bytedance/deer-flow/pull/4108
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[#4114]: https://github.com/bytedance/deer-flow/pull/4114
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[#4115]: https://github.com/bytedance/deer-flow/pull/4115
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[#4117]: https://github.com/bytedance/deer-flow/pull/4117
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[#4118]: https://github.com/bytedance/deer-flow/pull/4118
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[#4119]: https://github.com/bytedance/deer-flow/pull/4119
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[#4122]: https://github.com/bytedance/deer-flow/pull/4122
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[#4124]: https://github.com/bytedance/deer-flow/pull/4124
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[#4128]: https://github.com/bytedance/deer-flow/pull/4128
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[#4129]: https://github.com/bytedance/deer-flow/pull/4129
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[#4130]: https://github.com/bytedance/deer-flow/pull/4130
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[#4131]: https://github.com/bytedance/deer-flow/pull/4131
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[#4133]: https://github.com/bytedance/deer-flow/pull/4133
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[#4136]: https://github.com/bytedance/deer-flow/pull/4136
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[#4137]: https://github.com/bytedance/deer-flow/pull/4137
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[#4140]: https://github.com/bytedance/deer-flow/pull/4140
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[#4141]: https://github.com/bytedance/deer-flow/pull/4141
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[#4143]: https://github.com/bytedance/deer-flow/pull/4143
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[#4146]: https://github.com/bytedance/deer-flow/pull/4146
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[#4147]: https://github.com/bytedance/deer-flow/pull/4147
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[#4154]: https://github.com/bytedance/deer-flow/pull/4154
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[#4155]: https://github.com/bytedance/deer-flow/pull/4155
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[#4157]: https://github.com/bytedance/deer-flow/pull/4157
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[#4160]: https://github.com/bytedance/deer-flow/pull/4160
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[#4161]: https://github.com/bytedance/deer-flow/pull/4161
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[#4162]: https://github.com/bytedance/deer-flow/pull/4162
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[#4166]: https://github.com/bytedance/deer-flow/pull/4166
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[#4169]: https://github.com/bytedance/deer-flow/pull/4169
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[#4170]: https://github.com/bytedance/deer-flow/pull/4170
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[#4171]: https://github.com/bytedance/deer-flow/pull/4171
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[#4174]: https://github.com/bytedance/deer-flow/pull/4174
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[#4178]: https://github.com/bytedance/deer-flow/pull/4178
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[#4181]: https://github.com/bytedance/deer-flow/pull/4181
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[#4187]: https://github.com/bytedance/deer-flow/pull/4187
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[#4188]: https://github.com/bytedance/deer-flow/pull/4188
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[#4190]: https://github.com/bytedance/deer-flow/pull/4190
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[#4192]: https://github.com/bytedance/deer-flow/issues/4192
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[#4193]: https://github.com/bytedance/deer-flow/pull/4193
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[#4197]: https://github.com/bytedance/deer-flow/pull/4197
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[#4199]: https://github.com/bytedance/deer-flow/pull/4199
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[#4202]: https://github.com/bytedance/deer-flow/pull/4202
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[#4203]: https://github.com/bytedance/deer-flow/pull/4203
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[#4208]: https://github.com/bytedance/deer-flow/pull/4208
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[#4209]: https://github.com/bytedance/deer-flow/pull/4209
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[#4215]: https://github.com/bytedance/deer-flow/pull/4215
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[#4217]: https://github.com/bytedance/deer-flow/pull/4217
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[#4218]: https://github.com/bytedance/deer-flow/pull/4218
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[#4219]: https://github.com/bytedance/deer-flow/pull/4219
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[#4222]: https://github.com/bytedance/deer-flow/pull/4222
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[#4225]: https://github.com/bytedance/deer-flow/pull/4225
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[#4229]: https://github.com/bytedance/deer-flow/pull/4229
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[#4230]: https://github.com/bytedance/deer-flow/pull/4230
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[#4234]: https://github.com/bytedance/deer-flow/pull/4234
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[#4235]: https://github.com/bytedance/deer-flow/pull/4235
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[#4238]: https://github.com/bytedance/deer-flow/pull/4238
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[#4239]: https://github.com/bytedance/deer-flow/pull/4239
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[#4245]: https://github.com/bytedance/deer-flow/pull/4245
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[#4246]: https://github.com/bytedance/deer-flow/pull/4246
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[#4251]: https://github.com/bytedance/deer-flow/pull/4251
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[#4255]: https://github.com/bytedance/deer-flow/pull/4255
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[#4256]: https://github.com/bytedance/deer-flow/pull/4256
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[#4260]: https://github.com/bytedance/deer-flow/pull/4260
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[#4264]: https://github.com/bytedance/deer-flow/pull/4264
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[#4267]: https://github.com/bytedance/deer-flow/pull/4267
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[#4268]: https://github.com/bytedance/deer-flow/pull/4268
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[#4277]: https://github.com/bytedance/deer-flow/pull/4277
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[#4278]: https://github.com/bytedance/deer-flow/pull/4278
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[#4279]: https://github.com/bytedance/deer-flow/pull/4279
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[#4283]: https://github.com/bytedance/deer-flow/pull/4283
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[#4287]: https://github.com/bytedance/deer-flow/pull/4287
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[#4288]: https://github.com/bytedance/deer-flow/pull/4288
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[#4292]: https://github.com/bytedance/deer-flow/pull/4292
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[#4306]: https://github.com/bytedance/deer-flow/pull/4306
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[#4309]: https://github.com/bytedance/deer-flow/pull/4309
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[#4311]: https://github.com/bytedance/deer-flow/pull/4311
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[#4315]: https://github.com/bytedance/deer-flow/pull/4315
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[#4316]: https://github.com/bytedance/deer-flow/pull/4316
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[#4324]: https://github.com/bytedance/deer-flow/issues/4324
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[#4326]: https://github.com/bytedance/deer-flow/pull/4326
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[#4337]: https://github.com/bytedance/deer-flow/pull/4337
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[#4347]: https://github.com/bytedance/deer-flow/pull/4347
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[#4348]: https://github.com/bytedance/deer-flow/pull/4348
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[#4354]: https://github.com/bytedance/deer-flow/pull/4354
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[#4355]: https://github.com/bytedance/deer-flow/pull/4355
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[#4356]: https://github.com/bytedance/deer-flow/pull/4356
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[#4358]: https://github.com/bytedance/deer-flow/pull/4358
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[#4361]: https://github.com/bytedance/deer-flow/pull/4361
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[#4364]: https://github.com/bytedance/deer-flow/pull/4364
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[#4365]: https://github.com/bytedance/deer-flow/pull/4365
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[#4370]: https://github.com/bytedance/deer-flow/pull/4370
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[#4371]: https://github.com/bytedance/deer-flow/pull/4371
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[#4373]: https://github.com/bytedance/deer-flow/pull/4373
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[#4374]: https://github.com/bytedance/deer-flow/pull/4374
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[#4376]: https://github.com/bytedance/deer-flow/pull/4376
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[#4381]: https://github.com/bytedance/deer-flow/pull/4381
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[#4383]: https://github.com/bytedance/deer-flow/pull/4383
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[#4385]: https://github.com/bytedance/deer-flow/pull/4385
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[#4391]: https://github.com/bytedance/deer-flow/pull/4391
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[#4392]: https://github.com/bytedance/deer-flow/pull/4392
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[#4394]: https://github.com/bytedance/deer-flow/pull/4394
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[#4402]: https://github.com/bytedance/deer-flow/pull/4402
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[#4403]: https://github.com/bytedance/deer-flow/pull/4403
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[#4407]: https://github.com/bytedance/deer-flow/pull/4407
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[#4408]: https://github.com/bytedance/deer-flow/pull/4408
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[#4411]: https://github.com/bytedance/deer-flow/pull/4411
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[#4414]: https://github.com/bytedance/deer-flow/issues/4414
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[#4424]: https://github.com/bytedance/deer-flow/issues/4424
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[#4425]: https://github.com/bytedance/deer-flow/pull/4425
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[#4426]: https://github.com/bytedance/deer-flow/pull/4426
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[#4430]: https://github.com/bytedance/deer-flow/pull/4430
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[#4431]: https://github.com/bytedance/deer-flow/pull/4431
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[#4432]: https://github.com/bytedance/deer-flow/pull/4432
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[#4434]: https://github.com/bytedance/deer-flow/pull/4434
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[#4437]: https://github.com/bytedance/deer-flow/pull/4437
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[#4441]: https://github.com/bytedance/deer-flow/pull/4441
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[#4442]: https://github.com/bytedance/deer-flow/pull/4442
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[#4444]: https://github.com/bytedance/deer-flow/pull/4444
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[#4446]: https://github.com/bytedance/deer-flow/pull/4446
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[#4447]: https://github.com/bytedance/deer-flow/pull/4447
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[#4450]: https://github.com/bytedance/deer-flow/pull/4450
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[#4456]: https://github.com/bytedance/deer-flow/pull/4456
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[#4459]: https://github.com/bytedance/deer-flow/pull/4459
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[#4460]: https://github.com/bytedance/deer-flow/pull/4460
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[#4468]: https://github.com/bytedance/deer-flow/pull/4468
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[#4469]: https://github.com/bytedance/deer-flow/pull/4469
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[#4471]: https://github.com/bytedance/deer-flow/pull/4471
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[#4516]: https://github.com/bytedance/deer-flow/pull/4516
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[#4611]: https://github.com/bytedance/deer-flow/issues/4611
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[#4745]: https://github.com/bytedance/deer-flow/pull/4745
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[#4574]: https://github.com/bytedance/deer-flow/issues/4574
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[#4577]: https://github.com/bytedance/deer-flow/pull/4577
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[#4623]: https://github.com/bytedance/deer-flow/pull/4623
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[#4634]: https://github.com/bytedance/deer-flow/pull/4634
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[#4638]: https://github.com/bytedance/deer-flow/pull/4638
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[#4848]: https://github.com/bytedance/deer-flow/pull/4848
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[#3183]: https://github.com/bytedance/deer-flow/pull/3183
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[#3396]: https://github.com/bytedance/deer-flow/pull/3396
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[#3442]: https://github.com/bytedance/deer-flow/pull/3442
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[#3565]: https://github.com/bytedance/deer-flow/pull/3565
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[#3703]: https://github.com/bytedance/deer-flow/pull/3703
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[#3708]: https://github.com/bytedance/deer-flow/pull/3708
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[#3783]: https://github.com/bytedance/deer-flow/pull/3783
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[#3824]: https://github.com/bytedance/deer-flow/pull/3824
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[#3833]: https://github.com/bytedance/deer-flow/pull/3833
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[#4025]: https://github.com/bytedance/deer-flow/pull/4025
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[#4200]: https://github.com/bytedance/deer-flow/pull/4200
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[#4210]: https://github.com/bytedance/deer-flow/pull/4210
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[#4242]: https://github.com/bytedance/deer-flow/pull/4242
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[#4247]: https://github.com/bytedance/deer-flow/pull/4247
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[#4250]: https://github.com/bytedance/deer-flow/pull/4250
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[#4262]: https://github.com/bytedance/deer-flow/pull/4262
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[#4266]: https://github.com/bytedance/deer-flow/pull/4266
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[#4274]: https://github.com/bytedance/deer-flow/pull/4274
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[#4275]: https://github.com/bytedance/deer-flow/pull/4275
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[#4284]: https://github.com/bytedance/deer-flow/pull/4284
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[#4293]: https://github.com/bytedance/deer-flow/pull/4293
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[#4298]: https://github.com/bytedance/deer-flow/pull/4298
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[#4301]: https://github.com/bytedance/deer-flow/pull/4301
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[#4302]: https://github.com/bytedance/deer-flow/pull/4302
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[#4314]: https://github.com/bytedance/deer-flow/pull/4314
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[#4360]: https://github.com/bytedance/deer-flow/pull/4360
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[#4377]: https://github.com/bytedance/deer-flow/pull/4377
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[#4382]: https://github.com/bytedance/deer-flow/pull/4382
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[#4384]: https://github.com/bytedance/deer-flow/pull/4384
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[#4395]: https://github.com/bytedance/deer-flow/pull/4395
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[#4405]: https://github.com/bytedance/deer-flow/pull/4405
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[#4406]: https://github.com/bytedance/deer-flow/pull/4406
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[#4423]: https://github.com/bytedance/deer-flow/pull/4423
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[#4427]: https://github.com/bytedance/deer-flow/pull/4427
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[#4429]: https://github.com/bytedance/deer-flow/pull/4429
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[#4439]: https://github.com/bytedance/deer-flow/pull/4439
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[#4443]: https://github.com/bytedance/deer-flow/pull/4443
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[#4448]: https://github.com/bytedance/deer-flow/pull/4448
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[#4453]: https://github.com/bytedance/deer-flow/pull/4453
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[#4472]: https://github.com/bytedance/deer-flow/pull/4472
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[#4480]: https://github.com/bytedance/deer-flow/pull/4480
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[#4482]: https://github.com/bytedance/deer-flow/pull/4482
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[#4486]: https://github.com/bytedance/deer-flow/pull/4486
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[#4489]: https://github.com/bytedance/deer-flow/pull/4489
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[#4490]: https://github.com/bytedance/deer-flow/pull/4490
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[#4493]: https://github.com/bytedance/deer-flow/pull/4493
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[#4497]: https://github.com/bytedance/deer-flow/pull/4497
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[#4500]: https://github.com/bytedance/deer-flow/pull/4500
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[#4501]: https://github.com/bytedance/deer-flow/pull/4501
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[#4504]: https://github.com/bytedance/deer-flow/pull/4504
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[#4505]: https://github.com/bytedance/deer-flow/pull/4505
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[#4506]: https://github.com/bytedance/deer-flow/pull/4506
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[#4509]: https://github.com/bytedance/deer-flow/pull/4509
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[#4510]: https://github.com/bytedance/deer-flow/pull/4510
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[#4512]: https://github.com/bytedance/deer-flow/pull/4512
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[#4513]: https://github.com/bytedance/deer-flow/pull/4513
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[#4518]: https://github.com/bytedance/deer-flow/pull/4518
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[#4519]: https://github.com/bytedance/deer-flow/pull/4519
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[#4524]: https://github.com/bytedance/deer-flow/pull/4524
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[#4527]: https://github.com/bytedance/deer-flow/pull/4527
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[#4528]: https://github.com/bytedance/deer-flow/pull/4528
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[#4530]: https://github.com/bytedance/deer-flow/pull/4530
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[#4533]: https://github.com/bytedance/deer-flow/pull/4533
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[#4534]: https://github.com/bytedance/deer-flow/pull/4534
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[#4535]: https://github.com/bytedance/deer-flow/pull/4535
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[#4538]: https://github.com/bytedance/deer-flow/pull/4538
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[#4539]: https://github.com/bytedance/deer-flow/pull/4539
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[#4540]: https://github.com/bytedance/deer-flow/pull/4540
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[#4556]: https://github.com/bytedance/deer-flow/pull/4556
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[#4558]: https://github.com/bytedance/deer-flow/pull/4558
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[#4559]: https://github.com/bytedance/deer-flow/pull/4559
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[#4564]: https://github.com/bytedance/deer-flow/pull/4564
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[#4570]: https://github.com/bytedance/deer-flow/pull/4570
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[#4575]: https://github.com/bytedance/deer-flow/pull/4575
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[#4578]: https://github.com/bytedance/deer-flow/pull/4578
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[#4582]: https://github.com/bytedance/deer-flow/pull/4582
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[#4584]: https://github.com/bytedance/deer-flow/pull/4584
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[#4587]: https://github.com/bytedance/deer-flow/pull/4587
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[#4589]: https://github.com/bytedance/deer-flow/pull/4589
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[#4590]: https://github.com/bytedance/deer-flow/pull/4590
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[#4596]: https://github.com/bytedance/deer-flow/pull/4596
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[#4599]: https://github.com/bytedance/deer-flow/pull/4599
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[#4600]: https://github.com/bytedance/deer-flow/pull/4600
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[#4604]: https://github.com/bytedance/deer-flow/pull/4604
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[#4615]: https://github.com/bytedance/deer-flow/pull/4615
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[#4617]: https://github.com/bytedance/deer-flow/pull/4617
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[#4618]: https://github.com/bytedance/deer-flow/pull/4618
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[#4620]: https://github.com/bytedance/deer-flow/pull/4620
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[#4624]: https://github.com/bytedance/deer-flow/pull/4624
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[#4625]: https://github.com/bytedance/deer-flow/pull/4625
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[#4627]: https://github.com/bytedance/deer-flow/pull/4627
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[#4629]: https://github.com/bytedance/deer-flow/pull/4629
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[#4631]: https://github.com/bytedance/deer-flow/pull/4631
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[#4633]: https://github.com/bytedance/deer-flow/pull/4633
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[#4635]: https://github.com/bytedance/deer-flow/pull/4635
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[#4636]: https://github.com/bytedance/deer-flow/pull/4636
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[#4639]: https://github.com/bytedance/deer-flow/pull/4639
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[#4643]: https://github.com/bytedance/deer-flow/pull/4643
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[#4644]: https://github.com/bytedance/deer-flow/pull/4644
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[#4647]: https://github.com/bytedance/deer-flow/pull/4647
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[#4649]: https://github.com/bytedance/deer-flow/pull/4649
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[#4657]: https://github.com/bytedance/deer-flow/pull/4657
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[#4658]: https://github.com/bytedance/deer-flow/pull/4658
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[#4659]: https://github.com/bytedance/deer-flow/pull/4659
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[#4660]: https://github.com/bytedance/deer-flow/pull/4660
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[#4665]: https://github.com/bytedance/deer-flow/pull/4665
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[#4667]: https://github.com/bytedance/deer-flow/pull/4667
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[#4668]: https://github.com/bytedance/deer-flow/pull/4668
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[#4677]: https://github.com/bytedance/deer-flow/pull/4677
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[#4681]: https://github.com/bytedance/deer-flow/pull/4681
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[#4683]: https://github.com/bytedance/deer-flow/pull/4683
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[#4684]: https://github.com/bytedance/deer-flow/pull/4684
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[#4690]: https://github.com/bytedance/deer-flow/pull/4690
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[#4693]: https://github.com/bytedance/deer-flow/pull/4693
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[#4701]: https://github.com/bytedance/deer-flow/pull/4701
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[#4703]: https://github.com/bytedance/deer-flow/pull/4703
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[#4707]: https://github.com/bytedance/deer-flow/pull/4707
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[#4709]: https://github.com/bytedance/deer-flow/pull/4709
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[#4713]: https://github.com/bytedance/deer-flow/pull/4713
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[#4719]: https://github.com/bytedance/deer-flow/pull/4719
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[#4722]: https://github.com/bytedance/deer-flow/pull/4722
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[#4724]: https://github.com/bytedance/deer-flow/pull/4724
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[#4727]: https://github.com/bytedance/deer-flow/pull/4727
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[#4730]: https://github.com/bytedance/deer-flow/pull/4730
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[#4735]: https://github.com/bytedance/deer-flow/pull/4735
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[#4736]: https://github.com/bytedance/deer-flow/pull/4736
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[#4737]: https://github.com/bytedance/deer-flow/pull/4737
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[#4738]: https://github.com/bytedance/deer-flow/pull/4738
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[#4744]: https://github.com/bytedance/deer-flow/pull/4744
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[#4747]: https://github.com/bytedance/deer-flow/pull/4747
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[#4748]: https://github.com/bytedance/deer-flow/pull/4748
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[#4750]: https://github.com/bytedance/deer-flow/pull/4750
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[#4752]: https://github.com/bytedance/deer-flow/pull/4752
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[#4755]: https://github.com/bytedance/deer-flow/pull/4755
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[#4758]: https://github.com/bytedance/deer-flow/pull/4758
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[#4759]: https://github.com/bytedance/deer-flow/pull/4759
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[#4760]: https://github.com/bytedance/deer-flow/pull/4760
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[#4762]: https://github.com/bytedance/deer-flow/pull/4762
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[#4764]: https://github.com/bytedance/deer-flow/pull/4764
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[#4767]: https://github.com/bytedance/deer-flow/pull/4767
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[#4769]: https://github.com/bytedance/deer-flow/pull/4769
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[#4772]: https://github.com/bytedance/deer-flow/pull/4772
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[#4780]: https://github.com/bytedance/deer-flow/pull/4780
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[#4783]: https://github.com/bytedance/deer-flow/pull/4783
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[#4785]: https://github.com/bytedance/deer-flow/pull/4785
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|
[#4789]: https://github.com/bytedance/deer-flow/pull/4789
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[#4792]: https://github.com/bytedance/deer-flow/pull/4792
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|
[#4797]: https://github.com/bytedance/deer-flow/pull/4797
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[#4800]: https://github.com/bytedance/deer-flow/pull/4800
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[#4804]: https://github.com/bytedance/deer-flow/pull/4804
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[#4806]: https://github.com/bytedance/deer-flow/pull/4806
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|
[#4812]: https://github.com/bytedance/deer-flow/pull/4812
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[#4815]: https://github.com/bytedance/deer-flow/pull/4815
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[#4816]: https://github.com/bytedance/deer-flow/pull/4816
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[#4817]: https://github.com/bytedance/deer-flow/pull/4817
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[#4822]: https://github.com/bytedance/deer-flow/pull/4822
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|
[#4823]: https://github.com/bytedance/deer-flow/pull/4823
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|
[#4825]: https://github.com/bytedance/deer-flow/pull/4825
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|
[#4827]: https://github.com/bytedance/deer-flow/pull/4827
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[#4830]: https://github.com/bytedance/deer-flow/pull/4830
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|
[#4833]: https://github.com/bytedance/deer-flow/pull/4833
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[#4836]: https://github.com/bytedance/deer-flow/pull/4836
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|
[#4838]: https://github.com/bytedance/deer-flow/pull/4838
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[#4840]: https://github.com/bytedance/deer-flow/pull/4840
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|
[#4842]: https://github.com/bytedance/deer-flow/pull/4842
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|
[#4844]: https://github.com/bytedance/deer-flow/pull/4844
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|
[#4846]: https://github.com/bytedance/deer-flow/pull/4846
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[#4852]: https://github.com/bytedance/deer-flow/pull/4852
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|
[#4853]: https://github.com/bytedance/deer-flow/pull/4853
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|
[#4860]: https://github.com/bytedance/deer-flow/pull/4860
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|
[#4861]: https://github.com/bytedance/deer-flow/pull/4861
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|
[#4863]: https://github.com/bytedance/deer-flow/pull/4863
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|
[#4865]: https://github.com/bytedance/deer-flow/pull/4865
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|
[#4868]: https://github.com/bytedance/deer-flow/pull/4868
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|
[#4877]: https://github.com/bytedance/deer-flow/pull/4877
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|
[#4882]: https://github.com/bytedance/deer-flow/pull/4882
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|
[#4887]: https://github.com/bytedance/deer-flow/pull/4887
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|
[#4888]: https://github.com/bytedance/deer-flow/pull/4888
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|
[#4898]: https://github.com/bytedance/deer-flow/pull/4898
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[#4903]: https://github.com/bytedance/deer-flow/pull/4903
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|
[#4911]: https://github.com/bytedance/deer-flow/pull/4911
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[#4918]: https://github.com/bytedance/deer-flow/pull/4918
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|
[#4928]: https://github.com/bytedance/deer-flow/pull/4928
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[#4933]: https://github.com/bytedance/deer-flow/pull/4933
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|
[#4936]: https://github.com/bytedance/deer-flow/pull/4936
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|
[#4938]: https://github.com/bytedance/deer-flow/pull/4938
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|
[#4951]: https://github.com/bytedance/deer-flow/pull/4951
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|
[#4953]: https://github.com/bytedance/deer-flow/pull/4953
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|
[#4956]: https://github.com/bytedance/deer-flow/pull/4956
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|
[#4959]: https://github.com/bytedance/deer-flow/pull/4959
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|
[#4960]: https://github.com/bytedance/deer-flow/pull/4960
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|
[#4963]: https://github.com/bytedance/deer-flow/pull/4963
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|
[#4965]: https://github.com/bytedance/deer-flow/pull/4965
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|
[#4970]: https://github.com/bytedance/deer-flow/pull/4970
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|
[#4983]: https://github.com/bytedance/deer-flow/pull/4983
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|
[#4987]: https://github.com/bytedance/deer-flow/pull/4987
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[#4998]: https://github.com/bytedance/deer-flow/pull/4998
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