deer-flow/backend/app/gateway/AGENTS.md

Gateway API (app/gateway/)

FastAPI listens on port 8001; health: GET /health. Set GATEWAY_ENABLE_DOCS=false to disable the default /docs, /redoc, and /openapi.json endpoints.

Durable MCP notifications use internal Agent runs. Keep their trusted delivery instruction outside the user-input boundary, and frame serialized remote events as untrusted before model invocation. Strict thread existence/ownership admission dead-letters events whose task outlives its deleted chat instead of recreating the thread.

CORS is same-origin by default when requests enter through nginx on port 2026. Split-origin or port-forwarded browser clients must opt in with GATEWAY_CORS_ORIGINS (exact origins); Gateway CORSMiddleware and CSRFMiddleware both read that variable so browser CORS and auth-origin checks stay aligned. Those clients also need CORS_EXPOSED_HEADERS (csrf_middleware.py): run-creating routes return the run's id in Content-Location, which is not CORS-safelisted, so JS cannot read it unless it is exposed — and the LangGraph SDK resolves run metadata from that header alone, so withholding it breaks useStream's onCreated and thread-gated actions.

Browser auth sessions are owned by app.gateway.auth.session_cookie. Login accepts a remember_me form flag, but the Gateway never stores passwords. SessionCookiePolicy persists the HttpOnly access_token cookie only for HTTPS/trusted-forwarded HTTPS, direct-host localhost HTTP, or explicit operator opt-in for insecure persistence; public HTTP sandbox URLs degrade to session cookies. Session-creating handlers stamp the final max_age on request.state; CSRF cookie creation mirrors it so the double-submit pair expires together, including re-issue after password changes and OIDC callbacks. A small HttpOnly preference cookie preserves the remember choice across re-issues. Logout clears all auth cookies and suppresses CSRF re-issue on the logout response.

Personal Access Tokens (app.gateway.auth.pat, Authorization: Bearer dfp_...) run as their owning user: an invalid Bearer is a hard 401 with no cookie fallback, which keeps CSRFMiddleware's Bearer skip safe (origin checks still run). Scopes narrow within the allowlisted threads/runs routes; every other authenticated route 403s PAT callers (admin included). PAT management and /change-password require session auth; only SHA-256 digests are stored (0017).

Localhost persistence deliberately reads the direct request Host and ignores Forwarded / X-Forwarded-Host. Scheme and auth-origin reconstruction still consume forwarding headers. The bundled nginx sets X-Forwarded-Proto, but preserves an upstream HTTPS value and does not overwrite every forwarded header, so the outer trusted proxy must replace or strip client-supplied forwarding headers before traffic reaches DeerFlow.

Standalone local LangGraph Studio is recognized only through the upstream Auth.types.StudioUser principal type, never by its reusable identity string. The type is resolved once at import; an older SDK without it degrades to normal owner scoping. For that principal's assistant reads/searches, langgraph_auth.add_owner_filter selects genuine server-registered assistants plus assistants owned by Studio; all other resources remain owner-scoped. Assistant create/update handlers make both user_id and created_by=user server-owned, because LangGraph gives created_by=system privileged ownership semantics during run creation. The custom application module in langgraph_studio.py is imported before the locked in-memory runtime lifespan. At that pre-runtime boundary it derives genuine system assistant IDs from the CLI-provided graph registry, removes their persisted active/version rows so graph registration recreates them, and demotes every other legacy created_by=system marker in both active assistants and version history. This must happen before runtime 0.30.0 loads and purges system-marked rows; a user application lifespan is too late. LangGraph executes this file-backed custom app without first registering its module in sys.modules; keep its annotations eager so dataclass processing remains compatible with that loader, and preserve the direct file-loader regression test. An empty graph registry or absent persistence file is a no-op, while persistence parse/write errors fail startup closed. The harness requires in-memory runtime 0.30.0 or newer, and a persisted store containing no expected registered assistant row emits a drift warning so changes to LangGraph's internal persistence contract are observable. With current create/update writes and all legacy versions sanitized, ordinary owner-scoped assistant version selection remains enabled.

Routers:

Router	Endpoints
Models (/api/models)	GET / - list models; GET /{name} - model details
Features (/api/features)	GET / - UI capabilities: hot-reloaded agents, guarded browser, startup MCP tasks, and separate batch repository/worker states so history stays readable without a worker
Console (/api/console)	Read-only cross-thread observability for the current user (the data layer for an operations dashboard or external monitoring): GET /stats - headline counters (runs/threads/agents/tokens/cost); GET /runs - paginated run history joined with thread titles (per-run cost); GET /usage - zero-filled daily token series + per-model breakdown with spend. Queries runs/threads_meta directly as a reporting layer (no new RunStore methods); requires a SQL database backend — returns 503 on database.backend: memory. Real-cost estimation reads optional models[*].pricing (currency, input_per_million, output_per_million, input_cache_hit_per_million; ModelConfig is extra="allow", so no schema change) and prices each run from its token_usage_by_model input/output split. Pricing is cache-aware: RunJournal accumulates prompt-cache hits from usage_metadata.input_token_details.cache_read into a sparse cache_read_tokens bucket key (also threaded through SubagentTokenCollector → record_external_llm_usage_records), and cache-hit input tokens are billed at input_cache_hit_per_million (omitted → billed at the miss price, a conservative upper bound). All priced models must use one currency; mixed currencies disable cost reporting and leave cost/currency fields null instead of producing invalid aggregates. Legacy rows fall back to run-level totals at model_name; unpriced models yield cost: null and cost fields are null when no pricing is configured
MCP (/api/mcp)	GET /config - get config; PUT /config - replace the full config with whole-payload stdio validation; PATCH /config - toggle one server while preserving the raw extensions config and validating only an enabled target; both writes reload config and reset the process-local MCP cache
MCP Tasks (/api/threads/{id}/mcp-tasks)	GET / - current user's durable tasks for one owned thread; GET /{task_id} - bounded result/input/status-error/cancellation-error detail, including cancellation attempt count, without remote task IDs or driver configuration
Skills (/api/skills)	GET / - list; GET /{name} - inspect; PUT /{name} - toggle; POST /install - install a thread-local .skill archive; POST /install/upload - admin-only multipart, authorized before parsing and capped at a 100 MiB file plus 1 MiB framing; POST /reload - invalidate process-local cache after trusted filesystem changes
Subagents (/api/subagents)	Admin managed-worker CRUD and listing.
Integrations (/api/integrations)	GET /lark/status - inspect managed Lark/Feishu CLI integration state, including sandbox_runtime_mode / sandbox_runtime_ready (whether lark-cli will actually be present in the sandbox at chat time); POST /lark/install - admin-only install of the official lark-* managed skill pack; POST /lark/config/start and /lark/config/complete - internal first-time Lark connection setup; POST /lark/config/credentials - atomically switch the caller's per-user Lark app after validating the new app_id/app_secret through the official CLI's live tenant-token probe, revoke/remove the previous OAuth tokens, and restore the prior credential tree if the switch fails; POST /lark/auth/start and /lark/auth/complete - browser device-flow user authorization without terminal access, with optional domains / exact scope for incremental permission grants. Config and auth flows carry a server-issued, per-user generation persisted under the credential lock; a rejected direct switch leaves the current generation unchanged, stale completions return 409, and browser re-registration uses the same token-clearing/revocation transaction as direct credential switches.
Memory (/api/memory)	GET / - memory data; POST /reload - force reload; GET /config - config; GET /status - config + data
Uploads (/api/threads/{id}/uploads)	POST / - upload files (auto-converts PDF/PPT/Excel/Word); GET /list - list; DELETE /{filename} - delete
Threads (/api/threads/{id})	DELETE / - remove DeerFlow-managed local thread data after LangGraph thread deletion; POST /branches - branch a completed assistant turn with a replay checkpoint; inherited titles take next-free displayed sibling suffixes, including explicit/renamed ones, while explicit titles stay unchanged. Durable branch admission rejects races. Workspace files are not checkpointed, so the branch only best-effort copies the current workspace when branching from the latest turn (workspace_clone_mode="current_thread_best_effort"); branching from an older/historical turn skips the copy (workspace_clone_mode="skipped_historical_turn") so the branch never inherits files that only exist in a later timeline. Thread-scoped runtime channels (sandbox, thread_data) are not copied onto the branch: the parent's sandbox_id binds path mappings and the release lifecycle to the parent's workspace, so the branch lazily acquires its own sandbox instead. Branch creation also seeds the new thread's run-event feed from the branch checkpoint's visible messages (history_seed_mode in the response): the thread feed reads run_events, not checkpoints, so without the seed the inherited history disappears from the UI after the branch's first run (#4380). Seeded rows are grouped into one synthetic run per inherited turn (branch-seed-{thread_id}-{n}, a new turn opening at every persisted human message, including an allowlisted hidden ask_clarification reply) because run_id is a turn identity to the feed's consumers, not a provenance tag: regenerating an inherited answer supersedes that row's whole run_id in GET /messages/page, so one shared id for the entire seed deleted the complete inherited history on a branch's first regenerate (#4458); GET /goal, PUT /goal, DELETE /goal - read, set, and clear the active thread goal; POST /compact - manually summarize older active context into summary_text and retain the recent message window, blocked while a run is in flight; unexpected failures are logged server-side and return a generic 500 detail
Artifacts (/api/threads/{id}/artifacts)	GET /{path} - stream regular text and binary artifacts with FileResponse, including byte-Range 206/416 behavior used by bounded text previews and media seeking; active content types (text/html, application/xhtml+xml, image/svg+xml) are always forced as download attachments to reduce XSS risk; ?download=true still forces download for other file types. PUT /{path} atomically replaces an existing UTF-8 text file under /mnt/user-data/outputs when its expected SHA-256 still matches; active runs conflict, and non-mounted sandbox providers receive the same update explicitly. Atomic replacement applies the existing POSIX permission handling when descriptor-based APIs are available and otherwise keeps the platform-native temporary-file permissions (Windows).
Suggestions (/api/suggestions)	GET /config - returns global suggestions config boolean; POST /threads/{id}/suggestions - generate follow-up questions; rich list/block model content is normalized and inline reasoning (<think>...</think>, including unclosed/truncated blocks from reasoning models like MiniMax-M3) is stripped before JSON parsing
Input Polish (/api/input-polish)	POST / - rewrite a composer draft before it is sent. This is a short authenticated runs:create LLM request using input_polish config; it does not create a LangGraph run, persist a message, or modify thread state. Shares the non-graph one-shot LLM path (deerflow.utils.oneshot_llm.run_oneshot_llm) with the suggestions route so model build + Langfuse metadata + invoke stay in one place; validates the same stripped view of the draft it sends to the model, and preserves literal <think> substrings in the rewrite (strip_think_blocks(truncate_unclosed=False))
Thread Runs (/api/threads/{id}/runs)	POST / - create background run; POST /stream - create + SSE stream; POST /wait - create + block. Before the first journaled run, seed an empty feed from a checkpoint so legacy checkpoint-only history keeps its order and visibility; skip absent checkpoints or populated feeds. POST /regenerate/prepare - prepare clean input + checkpoint metadata for regenerating the latest completed or interrupted assistant answer, carrying the latest non-empty thread title in graph input so resuming an older checkpoint cannot roll back a later manual rename (#4457); POST /edit-regenerate/prepare - prepare a checkpoint replay from the latest editable human turn with a replacement user message and edit replay metadata; it carries the current thread title the same way, but only when the replay base already has one — an untitled base belongs to a thread the title middleware has not named yet, so pinning the current title there would keep a name generated from the prompt the edit just replaced; GET / - list runs; GET /{rid} - run details; POST /{rid}/cancel - cancel; GET /{rid}/join - join SSE; GET /{rid}/stream hides action/wait; GET action 405 pre-owner; POST needs runs:cancel; GET /{rid}/messages - paginated per-run messages {data, has_more}; GET /{rid}/events - full event stream; GET /{rid}/workspace-changes - workspace/output file change summary and optional diffs; GET/POST /{rid}/artifacts/archive - receipt manifest / bounded ZIP; GET /../messages - legacy thread message array; GET /../messages/page - backward thread-global seq history page with middleware/subagent-AI/successful-regenerate/edit-replay filtering and page-run-scoped feedback enrichment; subagent AI callbacks remain available through run events while parent task ToolMessages stay visible for card restoration; GET /../token-usage - aggregate tokens plus an optional context_usage percentage. Context usage approximately counts messages from the latest materialized thread state through build_thread_checkpoint_state_accessor, so full and delta checkpoint modes expose the same input. The percentage uses the latest run's model and its context_window.
Feedback (/api/threads/{id}/runs/{rid}/feedback)	PUT / - upsert feedback; DELETE / - delete user feedback; POST / - create feedback; GET / - list feedback; GET /stats - aggregate stats; DELETE /{fid} - delete specific
Runs (/api/runs)	POST /stream, /wait - stateless runs requiring runs:create; optional body thread_id is owner-checked. Scheduled-task create/update/resume/trigger also require threads:write plus runs:create. GET /{rid}/messages, /feedback - run messages/feedback
GitHub Webhooks (/api/webhooks/github)	POST / - receive GitHub App / repo webhook deliveries. Verifies X-Hub-Signature-256 against GITHUB_WEBHOOK_SECRET; exempt from auth + CSRF because authenticity is enforced by HMAC. The route is fail-closed: mounted only when GITHUB_WEBHOOK_SECRET is set, or when explicit dev opt-in DEER_FLOW_ALLOW_UNVERIFIED_GITHUB_WEBHOOKS=1 is set. Recognized events include ping, issues, issue_comment, pull_request, pull_request_review, and pull_request_review_comment; unknown events return 200 with handled=false. Fan-out runtime failures return 503, keeping the delivery recorded as failed for manual/API/scripted redelivery (GitHub does not automatically retry any failed delivery, 5xx included); permanent/non-retryable conditions such as channels.github.enabled: false, unknown events, malformed payloads, or unavailable channel service return 200 with a skipped/handled response.
GitHub Event-Driven Agents	Custom agents can declare a github: block in their config.yaml to bind to repos and event triggers. Webhook fan-out publishes one InboundMessage per matching binding to the channel bus; GitHubChannel routes those messages through ChannelManager. The response dispatch summarizes matched/fired/skipped agents.

Thread identifiers use the shared deerflow.utils.thread_id contract ^[A-Za-z0-9_-]{1,64}$. Caller-provided opaque IDs remain supported; UUIDs are generated only for None, while explicit empty strings fail validation. Gateway creation and state-producing request boundaries, embedded-client entry points, filesystem/upload/event-store consumers, scheduled launches, and the standalone Provisioner enforce the same contract before persistence or workspace initialization. Route-addressable legacy IDs remain accepted by pure reads and cleanup/control endpoints; deleting one best-effort removes metadata and checkpoints but skips local filesystem cleanup, so the raw value is never interpolated into a host path. New runs, workspace/sandbox operations, and other state-producing mutations remain blocked.

Message feed seq (#4666): streaming values frames, GET /threads/{id}/state, and POST /threads/{id}/history stamp serialized messages with additional_kwargs.deerflow_seq so clients can place checkpoint-kept messages against the paged feed; the REST reads resolve the store via threads.py::_optional_run_event_store (a feed-less deployment still reads threads), and services.py::normalize_input strips the server-owned key from client input (#4380). Mechanism and identity rule: packages/harness/deerflow/runtime/AGENTS.md.

Workspace change review: packages/harness/deerflow/workspace_changes/ captures a pre-run and post-run snapshot of the thread-owned workspace and outputs directories. runtime/runs/worker.py performs the filesystem scan via asyncio.to_thread and writes a workspace_changes event with category workspace when changes exist. Uploads are intentionally excluded. Text diffs are size-limited; binary, large, and sensitive-looking paths are persisted as metadata only. Internal process-feedback directories never count as changes: the scanner's EXCLUDED_DIR_NAMES drops BROWSER_FRAMES_DIRNAME (transient browser screenshots) and TOOL_RESULTS_DIRNAME (the tool-output budget middleware's default externalization subdir, constants.py is the shared source of truth for both writers and the scanner), and the worker threads the configured tool_output.storage_subdir through the snapshot capture as an extra excluded dir name so custom storage locations stay excluded too.

Run delivery receipts: the worker derives delivery requirements from the run's workspace snapshots rather than a client request option (files created/modified under /mnt/user-data/outputs, minus internal process-feedback exclusions) and idempotently persists a run-scoped run.delivery receipt before the terminal run status; missing or unverifiable present_files coverage downgrades the run to error, while runs without changed outputs keep ordinary chat behavior. Journal mechanics (callback attribution, receipt idempotency and retries, orphan recovery): packages/harness/deerflow/runtime/AGENTS.md. Multi-worker deployments require run_events.backend: db for shared, ordered delivery events; the startup gate rejects process-local memory and JSONL event stores when GATEWAY_WORKERS > 1.

RunManager / RunStore contract:

• LangGraph-compatible run requests validate their supported subset before creating a run. runtime/stream_modes.py is the shared backend contract for public stream modes and the worker's graph.astream mapping; the public messages-tuple mode maps to LangGraph's internal messages mode, while public messages, events, and other unsupported modes are rejected instead of being dropped or replaced with values. app/gateway/run_models.py::RunCreateRequest is shared by HTTP and internal scheduled launch paths, retains only truthful compatibility defaults for unimplemented options (if_not_exists="create" plus None placeholders), returns 422 for unsupported values including on_completion="complete", on_completion="continue", and multitask_strategy="enqueue", and forbids undeclared SDK options so fields such as checkpoint_during and durability cannot be silently discarded. A placeholder must still accept the stock SDK's own default: langgraph_sdk drops only None from its run payload, so stream_resumable=False reaches every request and means "non-resumable", which is what DeerFlow serves — rejecting it 422'd every IM channel run (#4466). tests/test_run_request_validation.py::test_gateway_accepts_langgraph_sdk_default_payload pins the real SDK payload against this boundary; channel tests mock the SDK client and cannot catch this class of drift.
• RunManager.get() is async; direct callers must await it.
• The history batch helpers list_successful_regenerate_sources(), list_edit_regenerate_runs(), and get_many_by_thread() default to user_id=AUTO: they resolve the request user and fail closed when no user context exists. Migration/admin callers that intentionally need an unscoped read must pass user_id=None explicitly.
• Edit-and-rerun visibility is derived from edit replay runs (metadata.replay_kind="edit" plus regenerate_from_run_id) by RunManager.list_edit_replay_visibility(): the newest attempt for each source run is authoritative. Pending/running/success attempts hide the original source run; failed, timed-out, or interrupted attempts hide only the failed attempt so the original conversation reappears.
• When a persistent RunStore is configured, get() and list_by_thread() hydrate historical runs from the store. In-memory records win for the same run_id so task, abort, and stream-control state stays attached to active local runs.
• Thread metadata status switches to running only after RunManager.try_start() succeeds. Pending-cancelled runs therefore skip the old running projection, while clients may observe the prior thread status during the short worker-startup window.
• cancel() returns a :class:~deerflow.runtime.CancelOutcome enum: cancelled (local cancel), requested (the non-owning worker durably recorded the first cancellation action for the live owner), taken_over (non-owning worker claimed the run because the owner's lease expired — marks it as error), lease_valid_elsewhere (legacy/custom store lacks the durable request primitive — caller retains the safe 409 + Retry-After fallback), not_active_locally (heartbeat disabled, preserving the old 409 path), not_cancellable (terminal state), or unknown (not found in memory or store). create_or_reject(..., multitask_strategy="interrupt"|"rollback") persists interrupted status through RunStore.update_status(), matching normal set_status() transitions.
• Interrupt/rollback admission registers the replacement before its best-effort persistence of locally interrupted predecessors. If the admitting caller is cancelled during that post-registration await, RunManager drains a shielded replacement cleanup before propagating CancelledError, including across repeated cancellation. The cleanup normally persists interrupted; if that best-effort transition fails, it retries the active-to-interrupted store transition strictly and verifies the result with the replacement's captured owner identity. A concurrent peer terminal transition wins and is synchronized back into the local record rather than being overwritten or deleted.
• Store-only hydrated runs are readable history. In multi-worker mode with heartbeat enabled, cancel on a store-only run records runs.cancel_action / cancel_requested_at while the owner's lease is live; the first action wins even if a retry later lands on the owner. RunStore.request_cancel() and owner completion through finalize_if_not_cancelled() are competing active-row CAS operations, so an accepted cancel cannot be overwritten by a later success. RunStore.renew_lease() renews and observes the request atomically in the SQL implementation. The owner then executes the normal process-local interrupt/rollback and terminal stream path without transferring the lease. An expired owner is still taken over and marked error. wait=true and cancel-then-stream use the shared bridge to observe owner finalization; a non-standard process-local bridge returns accepted 202 instead of subscribing to an unreachable stream. In single-worker mode (heartbeat off), store-only runs still return 409.
• A local worker's RunRecord.lease_expires_at is the last durably confirmed ownership deadline. _renew_leases() bounds each renewal attempt by that deadline: transient store exceptions remain retryable while it is valid, but an exception or blocked call that reaches expiry sets the process-local ownership_lost fence, raises abort_event, and cancels the run task. Successful renewals collect durable cancellation actions; after all local renewals have been attempted, heartbeat only signals the corresponding process-local tasks, leaving status writes and rollback cleanup to the worker finalization path. Fenced workers do not perform subsequent journal/delivery-receipt, progress/completion/status, checkpoint/thread-metadata, or on_run_completed writes; the peer recovery path owns the terminal receipt. RunStore.update_run_completion() also refuses to replace a different terminal status, closing the peer-takeover/late-finalization race. grace_seconds delays peer reclamation for clock skew but is not extra execution time for an owner that can no longer confirm its lease. Already-committed remote tool side effects remain outside this local cancellation boundary.
• Startup/orphan reconciliation must claim stale active rows with RunStore.claim_for_takeover(), not a plain update_status(). The final claim re-checks status and lease expiry atomically, so a heartbeat renewal between the candidate scan and the recovery write keeps the run active.
• Run admission and independent writes are first-class thread operations. runs.operation_kind distinguishes run from checkpoint_write, artifact_write, artifact_archive, branch, and delete; every active kind shares the durable active-thread uniqueness constraint. New operation kinds must go through RunStore.create_thread_operation_atomic() and RunManager.reserve_thread_operation() rather than adding another lock or metadata marker. Live and lease-less reservations are non-interruptible; an expired leased reservation can be reclaimed immediately by interrupt/rollback admission without waiting for orphan reconciliation. Lease-less rows stay fail-closed because the store cannot distinguish a stale row from a live writer in another heartbeat-disabled worker; a rare failed delete therefore requires startup reconciliation, and heartbeat-disabled multi-worker deployment remains unsupported. Reservation bodies are attached to their caller task so loss detected by lease renewal cancels the writer before it can continue after takeover; the context manager translates that lease-loss cancellation to ConflictError after cleanup so Gateway mutation routes return a retryable 409 instead of dropping the HTTP request. The cleanup scope begins immediately after durable admission, including the await that attaches the caller task, so cancellation cannot strand a locally renewed pending reservation. A failed renewal is revalidated under the manager lock before cancellation; if the reservation completed and unregistered while the store update was in flight, its request task must not be cancelled after the write. Reservations are excluded from run history/reporting and from run-only helpers such as list_by_thread() and has_inflight(), release uses the captured owner rather than ambient user context, and local cleanup still runs when the best-effort store delete fails. RunStore.create_run_atomic() remains a deprecated compatibility shim for external stores that only admit normal runs; new stores must implement create_thread_operation_atomic() to support internal operation kinds.
• Gateway checkpoint mutations outside run execution must use services.reserve_checkpoint_write(), which composes the process-local thread lock with the durable checkpoint_write reservation. Manual compaction, POST /threads/{id}/state, and both goal mutation routes (PUT / DELETE /threads/{id}/goal, including creation of a missing goal checkpoint) use this boundary, so an existing run blocks the write and the reservation blocks new reject/interrupt/rollback runs across workers.
• POST /wait (both thread-scoped and /api/runs/wait) drains the stream bridge via wait_for_run_completion() instead of bare await record.task, so it honours the run's on_disconnect setting and cancels the background run on real client disconnect rather than returning a stale checkpoint (issue #3265).
• Memory and Redis StreamBridge implementations retain only stream_bridge.queue_maxsize data events. A syntactically valid Last-Event-ID older than the retained watermark, or a live subscriber that falls behind it, yields StreamGap before any partial replay. sse_consumer maps that control item to an id-less SSE gap payload (stream_replay_gap) and intentionally leaves the run active; internal /wait consumers resume from its latest retained ID because they only need terminal completion. Redis checks bounds plus the non-blocking read in one transaction, using blocking XREAD only as a wake-up before repeating the atomic snapshot. For a no-cursor subscriber that established a wait on an empty stream, the first wake response remains provisional until that next snapshot verifies its tail is still retained; this closes the pre-first-delivery trimming window without changing malformed-cursor live tailing. The correctness tradeoff is one three-command snapshot pipeline per poll plus the blocking wake round trip while idle. Malformed cursor behavior remains backend-specific. Memory treats a syntactically numeric cursor below its watermark conservatively as a gap even when the evicted timestamp can no longer be verified; unknown ids at or above the watermark retain the legacy replay-from-earliest policy.
• Redis StreamBridge keys use a rolling retained-buffer TTL (stream_bridge.stream_ttl_seconds, refreshed on publish() / publish_end()) as a leak safety net, not as a run timeout. Startup and lease-driven periodic orphan recovery share one Gateway stream-terminalization path: after RunManager durably marks a run error with stop_reason=orphan_recovered, Gateway publishes END_SENTINEL and schedules stream cleanup. The periodic store scan, per-row status writes, and Gateway callback run as one supervised single-flight task, so a slow pass is skipped at the next interval instead of piling up or pausing the sole lease-renewal loop. Store retries have bounded attempts/backoff; an individual operation still relies on the database driver/pool timeout. RunManager.shutdown() gives active user runs priority within its shared deadline, then drains or cancels orphan recovery. Gateway tracks delayed recovered-stream cleanups and converts unfinished delays to immediate deletes before closing the bridge; the Redis TTL remains the outage safety net. Only startup recovery, before the runtime yields to requests, projects the latest affected thread to error; periodic recovery deliberately avoids that non-atomic projection because ThreadMetaStore has no latest_run_id conditional-update contract. Store-only SSE and /wait consumers wait for the bridge's real END marker after an ordinary durable terminal status, because status persistence can precede tail events. The explicit orphan_recovered signal is the only heartbeat fallback: its publisher is known to be gone, so it supplies the liveness boundary if END publication fails or the retained key expires. Malformed Last-Event-ID reconnect values live-tail new Redis events rather than replaying the retained buffer. Keep cross-component recovery orchestration in Gateway through the generic RunManager.on_orphans_recovered callback; do not introduce a harness-to-app dependency. Callback failure warnings include every recovered run_id so operators can identify rows whose Gateway-side terminalization needs inspection.
• Thread-scoped run creation accepts checkpoint / checkpoint_id; Gateway validates the checkpoint belongs to the request thread before writing checkpoint_id / checkpoint_ns into config.configurable for LangGraph branching. In delta checkpoint mode the worker rewrites that fork into a linear head write before the graph starts (see "A delta-mode run cannot fork" under Checkpoint Channel Modes), because delta state for a fork replays the abandoned sibling's writes.
• Thread-scoped Gateway runs evaluate an active ThreadState.goal after the visible turn completes. runtime/goal.py asks a non-thinking evaluator model to judge only visible conversation evidence and return a typed blocker; the evaluator model is created once per run and reused across hidden continuation checks. The evaluator runs after the graph root's tracing scope has already closed, so create_goal_evaluator_model/evaluate_goal_completion attach their own model-level tracing callbacks (attach_tracing=True) and inject Langfuse trace metadata (thread_id/user_id/deerflow_trace_id) directly onto the ainvoke call — the same standalone-caller pattern as oneshot_llm.run_oneshot_llm and MemoryUpdater (see Tracing System below). Satisfied goals are cleared; every non-satisfied evaluation — continuable or stand-down — is persisted with last_evaluation (the blocker, reason, and evidence summary; outcomes that stop the loop additionally record a stand_down_reason for observability), but only goal_not_met_yet evaluations are streamed as hidden HumanMessage continuations, and only when a durable assistant end-of-turn checkpoint exists, the run has not been aborted, the thread did not change during evaluation, and the no-progress breaker has not fired. The continuation cap is 8 — a hard maximum in the 0–8 range; callers requesting more are clamped (set_goal/TUI) or rejected with 422 (PUT /goal). The no-progress breaker keys on the latest visible assistant evidence (not the evaluator's free-text reason, which an LLM rewords every turn), so two consecutive continuations that add no new visible assistant output stop the loop after 2 attempts. Model-response cleanup helpers such as think-block stripping and code-fence stripping live in deerflow.utils.llm_text so runtime/goal.py and Gateway suggestion parsing share the same JSON-prep behavior.
• Run event stream changes must keep producer code, deerflow/constants.py, runtime/events/catalog.py, contracts/run_event_stream_contract.json, backend/docs/RUN_EVENT_STREAM.md, and tests/test_run_event_stream_contract.py in sync. The dependency-free constants module owns the persisted envelope limits (event_type 32 characters, category 16) and cross-layer workspace event identity; the catalog owns validated runtime definitions and categories. Dynamic middleware tags are limited to 21 characters after the middleware: prefix. The JSON contract owns payload schemas, backend-specific storage semantics, legacy aliases, and compatibility rules; conformance tests require both views and all producer groups to agree. run.end.content remains opaque and may retain nested Python values in memory while JSONL/database stores stringify non-JSON nested values, so consumers must not assume backend-identical nested output representations.

Proxied through nginx: /api/langgraph/* → Gateway LangGraph-compatible runtime, all other /api/* → Gateway REST APIs.

Branch/regenerate checkpoint invariant: app/gateway/checkpoint_lineage.py walks parent_config rather than globally ordered checkpoint history so replay anchors stay on the selected lineage after regenerations create sibling branches. New conversation branches persist the pre-user replay anchor before their visible head through the state mutation graph, which preserves materialized state in both full and delta checkpoint modes. Only an explicitly absent legacy parent link may use chronological compatibility lookup; cycles, dangling links, and depth-limit exhaustion fail closed. Existing single-checkpoint branches are never repaired by copying a raw checkpoint because delta state is not self-contained in one tuple. Both lookups additionally require the replay base to be a settled checkpoint (has_pending_tasks — no scheduled next tasks). A checkpoint with pending tasks is a mid-run snapshot: resuming from it replays the writes of the node that was about to run. Message ids alone cannot exclude those, because middleware may rewrite a message's id inside the run that produced it — DynamicContextMiddleware moves the first user turn to {id}__user and gives {id} to the injected reminder, so every checkpoint written before it holds the same prompt under an unmatched id. Selecting one of those re-added the original prompt after the edited one, and the model answered the question the edit was replacing (#4531). next is not derivable on the degraded raw-checkpoint read path, which reports no tasks; absence of evidence stays permissive there rather than failing closed. Edit replay resolves its base through the same lineage-first path as regenerate; it must pass head_checkpoint or it silently degrades to the chronological scan that cannot tell sibling branches apart.