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deepseek-harness/docs/architecture.md
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# DeepSeek Harness Architecture
English | [中文](architecture.zh.md)
## Overview
[Cordis](cordis-primer.md) is the meta framework behind dsh; plugins contribute services, typed events, and reversible effects. For example, the agent-loop itself is a plugin orchestrated by cordis.
`dsh` is fully config-driven and every component is replaceable. You can get a glimpse of the config tree by running `dsh --profile web --dump-config`.
It's recommended to read [Cordis Primer](cordis-primer.md) and [Cordis Tutorial](cordis-tutorial/index.md) before proceeding.
## Event
Events are the extension points for services ([event producer/consumer map](event-producer-consumer.md)).
### Event Domains
- **Session events** are durable log facts emitted through `session/event`.
- **Agent events** carry live `Agent` for inbox, step, status, request, validation, and continuation.
- **Capability events** attach policy and adapters without a loop import.
## Agent Loop Lifecycle
A **step** is one model request plus tools. Quotes in the [sequence](agent-lifecycle.md) mark durable events.
### Turn Flow
```text
choose declarative identity and acquire fresh/restored SessionPreparation
-> prepare private agent.ctx around exact Session -> await unpublished setup -> invoke optional synchronous setup commit
-> enter session + agent -> session/created -> agent/created
-> enable driving -> agent/session-start(source) -> start driver
forever:
waking inbox insertion starts the driver before send returns
-> emit agent/status(running) if starting an interval
-> 'turn/start'
claim next-step input plus one next-turn message
-> emit agent/inbox/claimed({ message, turn }) for each claimed message
-> assemble system prompt
-> agent/pre-step({ agent, messages, turn, step, signal })
reject, empty input, cancellation, or listener failure
-> the claimed batch stays removed; close the no-step turn; stop the driver
enter -> step loop:
'step/start'
append the returned batch as separate 'user/message' events
render the assembled prompt and tool schemas -> snapshot derived messages
agent/request (config only) -> prepare adapter defaults/provenance + context capacity under turn signal -> log request/header (+ request/context on route change) -> llm/stream (frozen, registration-bound)
'assistant/chunk'
'assistant/message'
schedule tool calls by ctx.tools.executionMode:
exclusive -> barrier
parallel -> rolling pool, <= maxParallelToolCalls; reclassify at start
start -> 'tool/call' -> tools/pre-execute -> concurrent tools/execute
model-order result -> ordered tools/post-execute -> 'tool/result'
'step/end'
tools owe another request or next-step inbox is nonempty
-> claim -> agent/pre-step -> append entered batch -> continue
otherwise agent/turn-stopping -> re-check the next-step inbox
'turn/end'
start the next waking queued message, or emit agent/status(idle)
idle inject:
queue non-waking next-step context
leave it pending until followup or steer wakes the driver
```
Each step assembles ordered prompt sections, tool schemas, and variables; unknown references fail the turn. `dsh-system-prompt` owns identity and persona; the loop supplies `provider`, `model`, and `cwd` ([prompt ownership](../.agents/notes/implemented/architecture/2026-07-05-prompt-variables-and-tool-guidance-ownership.md)).
`inject()` queues non-waking `next-step` context; an idle driver leaves it pending until `followup()` or `steer()` wakes the driver. Post-tool `additionalContexts` use the same inbox. `agent/pre-step` receives the exclusive claimed batch and upcoming turn, step, and signal. Reject opens no step; enter supplies the complete batch appended after `step/start`. Empty tool continuations still traverse the waterfall, whose final value settles all rewrites.
### Failure Boundaries
Adapter selection, dispatch, and iteration failures become terminal error or aborted `finish` chunks. `agent/request-error` receives request coordinates, normalized `LlmFailure`, available retry policy, and signal; middleware and consumer errors remain outside recovery. Failed chunks commit neither messages nor tool calls.
Other failures use `agent/error`; cancellation and disposal beat recovery. Before request-header commit, the turn signal cancels capability preparation; undispatched tools get synthetic `tool/call`/`ABORTED_BEFORE_DISPATCH` pairs. Effective `cancel(cause)` reports its cause before clearing and aborting; idle calls emit nothing. The driver processes waking input received after abort starts but before convergence; a `disposed` cancel leaves it parked ([cancel-convergence wake latch](../.agents/notes/implemented/bug-fix/2026-08-07-cancel-convergence-wake-latch.md)). Durability distinguishes `aborted` cancellation from `disposed` teardown, which awaits quiescence ([decision](../.agents/notes/implemented/architecture/2026-07-16-explicit-turn-cancellation.md)).
Turn and step events are turn-enclosed; the loop appends `user/message` events only from entered batches inside a turn. A turn opens before the initial claim and pre-step, so rejection, empty input, cancellation, or failure closes a durable turn without any step events. Standalone `compact/* { turn: null }` events consume no turn, and their lock-time markers may interleave with inbox splices. Reload synthesizes interrupted turn ends; `session/end-seed` distinguishes stale compaction orphans from live locks. After close, only `agent/error` reports failures. Each turn has one [TurnEndReason](subsystems/session.md#why-a-turn-ended-turnendreasonmap).
### Agent Handles
`ctx.agents` owns agents and returns `AgentHandle { agent, dispose() }`. Plugins use `send()` or its `followup()`, `steer()`, and `inject()` presets. `cancel()` and `whenIdle()` control lifecycle, while awaited disposal owns teardown. A follow-up `MessageId` follows durable inbox insertion, claiming, and discard notifications, not prompt output or turn ending; only an owner of a whole activity interval may summarize it as a run result ([decision](../.agents/notes/implemented/architecture/2026-07-30-followup-enqueue-and-owned-runs.md)).
### Agent Scope
Each agent owns scoped `agent.ctx`; shared storage overlays its tool, prompt, and command entries on globals while preserving domain views ([decision](../.agents/notes/implemented/architecture/2026-07-12-scoped-layers-store.md)). Scoped listeners filter dispatch; contributions unwind with awaited cleanup. `CreateAgentOptions.setup(agentCtx)` composes before publication. Typed resolvers derive carrier checks from merged `Events` and `scopeTarget` ([semantic gates](../.agents/notes/implemented/process/2026-07-14-typescript-program-backed-semantic-gates.md)). Details: [agent scope](../.agents/notes/implemented/architecture/2026-07-08-agent-scope-contexts.md), [subagent composition](../.agents/notes/implemented/feature/2026-07-12-subagent-persona-tool-filter-and-depth.md). `AgentLoop` runs under `ctx.agents.withInitiator()`; private orchestration derives `agent.session`, but turn, step, signal, cwd, and authority stay explicit ([decision](../.agents/notes/implemented/architecture/2026-07-15-agent-initiator-scope.md)).
## State
### Session Log
The session log is authoritative. `deriveMessages()` projects model history; raw `assistant/chunk` events preserve replay and UI fidelity. Fork, resume, transcript rendering, telemetry, and persistence derive from this stream.
**Model-visible <=> logged**: messages entering at `step/start` plus the folded `request/header` reconstruct every request. The header marks adapter defaults so later proposals discard them and re-resolve the route without losing explicit settings. `request/context` separately records registration-bound provider, model, and capacity metadata when the route changes; it does not participate in request reconstruction or header equality. `dsh-agent-loop/invariant` asserts reconstructability through `ctx.invariants` ([reconstructability](../.agents/notes/implemented/architecture/2026-07-05-reconstructable-requests.md)).
Durability is a plugin concern. Backends copy synchronous `session/event` notifications into fixed-window durable batches; `session/flush` bypasses the wait before requests and top-level tool dispatch, and after `turn/end` before another turn or idle. `SessionPersistence` stores events and header metadata; JSONL defaults to checksummed Zstandard, and SQLite uses the same checkpoint and batching rules ([checkpoint decision](../.agents/notes/implemented/bug-fix/2026-07-21-semantic-session-checkpoints.md), [batching decision](../.agents/notes/implemented/architecture/2026-08-08-bounded-session-persistence-write-batching.md)).
Between turns, owners append log-only events through `Session`, flushing only for durability. `session/title` relies on bounded background persistence and lifecycle drains; manual compaction flushes its bracket before the operation completes. Title work never delays responses; the latest title event wins, and it records the source message seqs and whether the user, fallback, or provider supplied it. Title records are inherited fork boundaries ([decision](../.agents/notes/implemented/feature/2026-07-21-log-backed-session-titles.md)).
### Model Content
Messages use typed blocks from merge-extensible `ContentBlockMap`; the pattern also types `MessageSource`, `FinishReason`, `TurnTrigger`, and `TurnEndReason`. New blocks coordinate adapters, UI, compaction, token metering, and persistence; replay measurements live in [token-meter.md](subsystems/token-meter.md).
Streaming uses raw chunks and `BlockAssembler`. Each `LlmAdapter.stream()` is one provider attempt; adapters report normalized failure facts, and a handling `agent/request-error` plugin returns a retry action. The loop logs chunks, the successful provider/model route, and replay state. Remote adapters use per-read idle watchdogs. Replay crosses routes only through a shared adapter instance ([contract](subsystems/llm-streaming.md)).
## Extension And Composition
### Capability Pattern
A **seam** is a swappable capability with **Service Definition**, **Service provider**, and **Consumer** roles. Packages may combine roles; individual roles are not seams. Filesystem and subprocess providers share one execution world; Bash, PTY, and LSP need no provider forks ([capability graph](capability-seams.md)).
Exceptions combine LLM Service Definition/Consumer roles, filesystem policy, web registries, and skill/subagent providers. Subagents spawn fresh, fork a completed-turn prefix, use ACP children, or delegate a self-contained turn to Codex or another product provider ([subagent.md](subsystems/subagent.md)).
`dsh-workspace-context` composes its baseline on the first `agent/pre-step` and folds it into the final entering batch right after the claimed prompt, so it reaches the first request with the direct prompt; rejection keeps it in the next-step inbox. When compaction removes that baseline from the visible surface, the next entering pre-step composes the current baseline and carries it in the same request. Filesystem changes projected after tools are likewise folded into the next entering pre-step instead of creating a later context-only step ([decision](../.agents/notes/implemented/feature/2026-06-24-workspace-context.md)). `dsh-paths` owns shared paths.
### Bundles And Apps
`dsh-agent-spine-demo` bundles a spine and optional goals. App packages own CLI, ACP automation, and JSON-RPC entry points ([README](../packages/examples/agent-spine-demo/README.md), [acp/](../packages/acp/README.md), [interaction/](../packages/interaction/README.md)). `dsh-jsonrpc-agent` boots external `cordis.yml`; the Python SDK defaults when config is absent ([Python SDK](../python/README.md)). Thin deployments use swappable backends and optional tools ([examples/](../examples/AGENTS.md), [runnable wirings](cookbook/extension-cookbook.md#runnable-wirings), [graph atlas](graph-atlas.md)).
### Agent Presets
A deployment may compose each session's model-facing plugin set separately. An **agent preset** is a directory holding one `agent.cordis.yml`, mounted as an `include` subtree under that agent's scope during `setup(agentCtx)`, so its tool and prompt registrations file into that agent's layer and unwind with it — no new tier in the registries. The host composition keeps what must be shared: the registries themselves, cross-session facilities, the sandbox and approval stack, the model route. `ctx.agentPresets` owns discovery and the guarded mount, rejecting a row that never activates or that publishes into the root service realm. Details: [per-session agent presets](../.agents/notes/implemented/architecture/2026-08-03-per-session-agent-presets.md), [preset/](../packages/preset/README.md).
### Where New Behavior Goes
New behavior attaches to a documented extension point; a loop change updates this map.
| Goal | Mechanism |
|---|---|
| Add a model provider | register its adapter on `ctx.llm` |
| Add a model-facing capability | register on `ctx.tools`; schemas join prompt assembly |
| Give one session a different capability set | compose it in an agent preset; a service row there needs an `isolate` realm |
| Add shell execution | implement and register a `ctx.bash` backend; the local backend spawns through `ctx.subprocess` |
| Add persistent terminal execution | register a `ctx.pty` backend plus `dsh-tool-pty` |
| Add a human command | register on `ctx.commands`; adapters discover and dispatch without a model turn |
| Add background work | register on `ctx.tasks`; generic `task_*` tools collect or stop it |
| Add filesystem access or policy | implement a `ctx.fs` provider or listen to `fs/*` policy events |
| Confine spawned processes | use a `ctx.sandbox` backend; consumers wrap argv before spawning |
| Intercept a request, tool, or turn | use its `agent/*` or `tools/*` event; `agent/turn-stopping` is the event that stops a turn |
| Add model-facing context | call `agent.inject()` to queue sourced context for the next admitted request |
| Add UI or editor integration | drive `ctx.agents` and render from `session/event` |
| Web Client Chat node | register a `ConversationNodeDefinition` + keyed renderer |
| Add durable session state | extend `SessionEventMap`; render and replay from the log |
| Add asynchronous session-title generation | register the sole `ctx.sessionTitle` provider |
| Manage a same-session objective | use `ctx.goals`; continue through `Agent` and `agent/*` |
| Fork a live session | call `ctx.sessions.fork(source, boundary?, childSessionId?)` |
| Scope a registration to one agent | use its `agent.ctx` (see Agent Scope) |
[Extension cookbook](cookbook/extension-cookbook.md) maps features to capabilities; guides cover [packages](cookbook/adding-a-package.md), [tools](cookbook/adding-a-tool.md), [LLM adapters](cookbook/adding-an-llm-adapter.md), [Chat nodes](cookbook/adding-a-conversation-node.md), and [vendored packages](cookbook/adding-a-vendored-package.md).