六個月前,當我們在開發一個內部生產力工具時,團隊作出了一個當時頗具爭議的決定:我們要在程式碼庫中完全不寫任何人手撰寫的程式碼。我們專案程式碼庫中的每一行,都必須由 Codex 生成。
為了實現這一點,我們從零開始重新設計工程工作流程。我們建立了適合智能代理使用的程式碼庫,大量投入於自動化測試及安全護欄,並將 Codex 視為完整的團隊成員。我們已在之前 關於框架工程的網誌文章中記錄了這段歷程。
而且這的確有效,但接著我們遇上了下一個瓶頸:上下文切換。
為了解決這個新問題,我們建立了一個名為 Symphony 的系統。Symphony(在新視窗中開啟) 是一個智能代理協調器,可將像 Linear 這樣的項目管理看板轉化為編碼智能代理的控制平面。每個開放中的任務都會分配到一個智能代理,智能代理會持續運行,而人類則負責審查結果。
本文說明我們如何建立 Symphony,令部分團隊成功合併的合併請求增加 500%,以及如何使用它將你的問題追蹤工具變成全天候運作的智能代理協調器。
互動式編碼智能代理的上限
即使越來越容易使用,編碼智能代理(無論是透過網頁應用程式還是 CLI 使用)本質上仍然是互動式工具。
隨着 OpenAI 內部的智能代理工作規模增加,我們發現了一種新的負擔。每位工程師都會開幾個 Codex 工作階段、分派任務、審查輸出、引導智能代理,然後重複。在實際情況下,大多數人同時舒適地管理三至五個工作階段就已經是極限,再多就會因上下文切換而感到吃力。超過這個數量後,生產力就會下降。我們會忘記哪個工作階段在做甚麼,要在不同終端機之間跳來跳去,提醒智能代理重新回到正軌,還要除錯那些進行到一半就卡住的長時間任務。
智能代理本身很快,但我們遇到的是系統瓶頸:人類注意力。我們其實等同建立了一支能力極強的初級工程師團隊,然後要求人類工程師去事無大小地管理他們。這種方式不可能擴展。
視角的轉變
我們意識到自己一直在優化錯的東西。我們一直圍繞編碼工作階段和已合併 PR 來設計系統,但 PR 和工作階段其實只是達成目的的手段。軟件工作流程大多圍繞交付項目組織,例如問題、任務、支援票證和里程碑。
於是我們開始思考:如果我們不再直接監督智能代理,而是讓它們從任務追蹤器自行接工作,會發生甚麼事?
這個想法後來變成了 Symphony,一份書面規格,作為監督者來協調智能代理工作。
將我們的問題追蹤工具變成智能代理協調器
Symphony 的起點是一個簡單概念:任何開放中的任務都應由智能代理接手並完成。我們不再於多個分頁中管理 Codex 工作階段,而是將問題追蹤工具變成控制平面。
在這個設定中,每個開放中的 Linear 問題都會對應到一個專用的智能代理工作區。Symphony 會持續監察任務看板,並確保每個進行中的任務都有一個智能代理在循環中運行,直到完成為止。如果智能代理崩潰或停滯,Symphony 會重新啟動它。如果有新工作出現,Symphony 就會接手並開始組織工作。
我們的工作流程是以支援票證狀態為基礎建立的,並把任務管理工具 Linear 當作狀態機使用。
在實際運作中,Symphony 會把工作與工作階段及 pull request 解耦。有些問題會在不同程式碼庫中產生多個 PR;另一些則純粹是調查或分析,完全不會碰到程式碼庫。
一旦以這種方式抽象化工作,支援票證就能代表大得多的工作單位。
我們經常使用 Symphony 來協調複雜功能與基礎設施遷移。例如,我們可能會建立一個任務,要求智能代理分析程式碼庫、Slack 或 Notion,並產出一份實作計劃。當我們對計劃感到滿意後,智能代理便會生成一個任務樹,把工作拆分成不同階段,並定義各任務之間的依賴關係。
智能代理只會開始處理未受阻的任務,因此在這個 DAG(由一連串執行步驟組成)中,工作會自然且以最佳方式並行推進。在以下例子中,我們將 React 升級標記為受遷移至 Vite 所阻礙。正如預期,智能代理只在完成遷移至 Vite 後,才開始升級 React。
智能代理亦可以自行建立工作。在實作或審查期間,它們往往會留意到目前任務範圍以外的改進空間,例如效能問題、重構機會或更好的架構。遇到這類情況時,它們只需建立新的問題,讓我們稍後評估並排期處理;當中不少後續任務亦會由智能代理接手。雖然整個流程由我們監督,但智能代理能保持工作井然有序,並持續推進進度。
這種工作方式大幅降低了啟動含糊工作的認知成本。即使智能代理做錯了,仍然能提供有用資訊,而且對我們來說成本接近零。我們可以很低成本地建立支援票證,讓智能代理製作原型和探索,然後捨棄任何我們不滿意的探索結果。
由於協調器在開發環境中運行且從不停止,我們可以隨時隨地新增任務,並確保會有智能代理接手。例如,我們團隊有位工程師在一個網絡不穩的木屋內,透過手機上的 Linear 應用程式完成了三項重要變更。
以這種方式工作帶來更高的探索度
觀察以 Symphony 工作所帶來的影響時,最明顯的變化是產出。OpenAI 部分團隊在首三週看到成功合併的 PR 數量增加 6 倍。在 OpenAI 以外,Linear 創辦人 Karri Saarinen 亦指出,隨著我們發佈 Symphony,建立的工作區數量急升(在新視窗中開啟)。不過,更深層的轉變在於團隊如何思考工作。
當我們的工程師不再需要花時間監督 Codex 工作階段,程式碼變更的經濟效益就會徹底改變。每項變更的感知成本都會下降,因為我們不再需要投入人手推動實作本身。
這改變了我們的工作方式。在 Symphony 中啟動探索性任務變得非常簡單:嘗試一個構想、探索一次重構、測試一個假設,然後只保留看起來有潛力的結果。
這亦擴大了可以發起工作的參與者範圍。現在,我們的產品經理和設計師可以直接在 Symphony 中提交功能請求。他們毋須取出程式碼庫,也毋須管理 Codex 工作階段。只需描述功能,便會收到一份審查資料包,當中包括在實際產品中展示該功能運作的影片導覽。
Symphony 在大型單一程式碼庫中亦特別出色,例如 OpenAI 所使用的程式碼庫。對這類程式碼庫而言,PR 合併前的最後一步往往緩慢且脆弱。系統會監察 CI,在需要時重新變基、解決衝突、重試不穩定的檢查,並整體引導變更通過流程。當支援票證到達合併階段時,我們已高度相信該變更能夠在無需人手反覆跟進的情況下合併至主分支。
進展也會帶來截然不同的新問題
以這個層級運作會有取捨。當我們由互動式引導智能代理,轉為在支援票證層級分派工作時,我們失去了在執行途中持續輕推它們、並在需要時修正方向的能力。有時智能代理產出的結果會完全偏離目標。但這其實亦有作用,因為這些失敗暴露了系統中的缺口,也幫助我們令系統變得更穩健。
我們沒有手動修補結果,而是加入安全護欄和相關技能,讓智能代理在下一次能成功完成任務。隨著時間推移,我們為框架加入了新的能力,例如執行端到端測試、透過 Chrome DevTools 操控應用程式,以及管理 QA 冒煙測試。我們亦大幅改善了文件,並清楚界定何謂良好標準。
並非每項任務都適合 Symphony 這種工作方式。有些問題仍然需要工程師直接使用互動式 Codex 工作階段來處理,尤其是含糊的問題,或需要強判斷力和專業知識的工作。實際上,這些通常亦是我們工程師最感興趣、做起來最享受的任務。
不同之處在於,Symphony 可以處理大量常規實作工作。這讓工程師能夠一次專注於一個困難問題,而不是不斷在較小任務之間切換上下文。
我們亦發現,把智能代理視為狀態機中的固定節點,效果並不理想。模型變得越來越聰明,能夠解決的問題也比我們嘗試套用的框架更大。例如,早期版本把所有 GitHub 整合都放在外部框架內處理。早期版本預期 Codex 只負責修改程式碼,其餘流程(例如提交變更、執行測試)則由程式碼指定。我們最初的智能代理工作方式,只是要求 Codex 實作任務。事實證明,這種做法過於受限。Codex 完全有能力建立多個 PR,也能讀取審查意見並作出修正。因此,我們給它工具,例如 gh CLI、讀取 CI 記錄的技能等。現在,我們可以要求 Codex 做更多事情,例如關閉舊 PR,或拉取已完成與已放棄工作的報告。這類任務遠遠超出了最初「功能實作」的框架。
所以我們最終轉向給智能代理設定目標,而不是嚴格的狀態轉換,這很像一位好經理會向直屬下屬指派目標。模型的威力來自其推理能力,所以給它們工具和上下文,然後讓它們盡情發揮。
使用 Symphony 來打造 Symphony
當你打開 Symphony 程式碼庫時,首先會注意到,Symphony 在技術上其實只是一個 SPEC.md 檔案,亦即一份對問題和預期解決方案的定義。我們沒有建立一個複雜的監督系統,而是定義問題與預期解法,從而為智能代理提供高層次引導。
Markdown
1# Symphony Service Specification2
3Status: Draft v1 (language-agnostic)4
5Purpose: Define a service that orchestrates coding agents to get project work done.6
7## 1. Problem Statement8
9Symphony is a long-running automation service that continuously reads work from an issue tracker10(Linear in this specification version), creates an isolated workspace for each issue, and runs a11coding agent session for that issue inside the workspace.12
13The service solves four operational problems:14
15- It turns issue execution into a repeatable daemon workflow instead of manual scripts.16- It isolates agent execution in per-issue workspaces so agent commands run only inside per-issue17 workspace directories.18- It keeps the workflow policy in-repo (`WORKFLOW.md`) so teams version the agent prompt and runtime19 settings with their code.20- It provides enough observability to operate and debug multiple concurrent agent runs.21
22Implementations are expected to document their trust and safety posture explicitly. This23specification does not require a single approval, sandbox, or operator-confirmation policy; some24implementations may target trusted environments with a high-trust configuration, while others may25require stricter approvals or sandboxing.26
27Important boundary:28
29- Symphony is a scheduler/runner and tracker reader.30- Ticket writes (state transitions, comments, PR links) are typically performed by the coding agent31 using tools available in the workflow/runtime environment.32- A successful run may end at a workflow-defined handoff state (for example `Human Review`), not33 necessarily `Done`.34
35## 2. Goals and Non-Goals36
37### 2.1 Goals38
39- Poll the issue tracker on a fixed cadence and dispatch work with bounded concurrency.40- Maintain a single authoritative orchestrator state for dispatch, retries, and reconciliation.41- Create deterministic per-issue workspaces and preserve them across runs.42- Stop active runs when issue state changes make them ineligible.43- Recover from transient failures with exponential backoff.44- Load runtime behavior from a repository-owned `WORKFLOW.md` contract.45- Expose operator-visible observability (at minimum structured logs).46- Support restart recovery without requiring a persistent database.47
48### 2.2 Non-Goals49
50- Rich web UI or multi-tenant control plane.51- Prescribing a specific dashboard or terminal UI implementation.52- General-purpose workflow engine or distributed job scheduler.53- Built-in business logic for how to edit tickets, PRs, or comments. (That logic lives in the54 workflow prompt and agent tooling.)55- Mandating strong sandbox controls beyond what the coding agent and host OS provide.56- Mandating a single default approval, sandbox, or operator-confirmation posture for all57 implementations.58
59## 3. System Overview60
61### 3.1 Main Components62
631. `Workflow Loader`64 - Reads `WORKFLOW.md`.65 - Parses YAML front matter and prompt body.66 - Returns `{config, prompt_template}`.67
682. `Config Layer`69 - Exposes typed getters for workflow config values.70 - Applies defaults and environment variable indirection.71 - Performs validation used by the orchestrator before dispatch.72
733. `Issue Tracker Client`74 - Fetches candidate issues in active states.75 - Fetches current states for specific issue IDs (reconciliation).76 - Fetches terminal-state issues during startup cleanup.77 - Normalizes tracker payloads into a stable issue model.78
794. `Orchestrator`80 - Owns the poll tick.81 - Owns the in-memory runtime state.82 - Decides which issues to dispatch, retry, stop, or release.83 - Tracks session metrics and retry queue state.84
855. `Workspace Manager`86 - Maps issue identifiers to workspace paths.87 - Ensures per-issue workspace directories exist.88 - Runs workspace lifecycle hooks.89 - Cleans workspaces for terminal issues.90
916. `Agent Runner`92 - Creates workspace.93 - Builds prompt from issue + workflow template.94 - Launches the coding agent app-server client.95 - Streams agent updates back to the orchestrator.96
977. `Status Surface` (optional)98 - Presents human-readable runtime status (for example terminal output, dashboard, or other99 operator-facing view).1001018. `Logging`102 - Emits structured runtime logs to one or more configured sinks.103
104### 3.2 Abstraction Levels105
106Symphony is easiest to port when kept in these layers:107
1081. `Policy Layer` (repo-defined)109 - `WORKFLOW.md` prompt body.110 - Team-specific rules for ticket handling, validation, and handoff.111
1122. `Configuration Layer` (typed getters)113 - Parses front matter into typed runtime settings.114 - Handles defaults, environment tokens, and path normalization.115
1163. `Coordination Layer` (orchestrator)117 - Polling loop, issue eligibility, concurrency, retries, reconciliation.118
1194. `Execution Layer` (workspace + agent subprocess)120 - Filesystem lifecycle, workspace preparation, coding-agent protocol.121
1225. `Integration Layer` (Linear adapter)123 - API calls and normalization for tracker data.124
1256. `Observability Layer` (logs + optional status surface)126 - Operator visibility into orchestrator and agent behavior.127
128### 3.3 External Dependencies129
130- Issue tracker API (Linear for `tracker.kind: linear` in this specification version).131- Local filesystem for workspaces and logs.132- Optional workspace population tooling (for example Git CLI, if used).133- Coding-agent executable that supports JSON-RPC-like app-server mode over stdio.134- Host environment authentication for the issue tracker and coding agent.135
136## 4. Core Domain Model137
138### 4.1 Entities139
140#### 4.1.1 Issue141
142Normalized issue record used by orchestration, prompt rendering, and observability output.143
144Fields:145
146- `id` (string)147 - Stable tracker-internal ID.148- `identifier` (string)149 - Human-readable ticket key (example: `ABC-123`).150- `title` (string)151- `description` (string or null)152- `priority` (integer or null)153 - Lower numbers are higher priority in dispatch sorting.154- `state` (string)155 - Current tracker state name.156- `branch_name` (string or null)157 - Tracker-provided branch metadata if available.158- `url` (string or null)159- `labels` (list of strings)160 - Normalized to lowercase.161- `blocked_by` (list of blocker refs)162 - Each blocker ref contains:163 - `id` (string or null)164 - `identifier` (string or null)165 - `state` (string or null)166- `created_at` (timestamp or null)167- `updated_at` (timestamp or null)168
169#### 4.1.2 Workflow Definition170
171Parsed `WORKFLOW.md` payload:172
173- `config` (map)174 - YAML front matter root object.175- `prompt_template` (string)176 - Markdown body after front matter, trimmed.177
178#### 4.1.3 Service Config (Typed View)179
180Typed runtime values derived from `WorkflowDefinition.config` plus environment resolution.181
182Examples:183
184- poll interval185- workspace root186- active and terminal issue states187- concurrency limits188- coding-agent executable/args/timeouts189- workspace hooks190
191#### 4.1.4 Workspace192
193Filesystem workspace assigned to one issue identifier.194
195Fields (logical):196
197- `path` (workspace path; current runtime typically uses absolute paths, but relative roots are198 possible if configured without path separators)199- `workspace_key` (sanitized issue identifier)200- `created_now` (boolean, used to gate `after_create` hook)201
202#### 4.1.5 Run Attempt203
204One execution attempt for one issue.205
206Fields (logical):207
208- `issue_id`209- `issue_identifier`210- `attempt` (integer or null, `null` for first run, `>=1` for retries/continuation)211- `workspace_path`212- `started_at`213- `status`214- `error` (optional)215
216#### 4.1.6 Live Session (Agent Session Metadata)217
218State tracked while a coding-agent subprocess is running.219
220Fields:221
222- `session_id` (string, `<thread_id>-<turn_id>`)223- `thread_id` (string)224- `turn_id` (string)225- `codex_app_server_pid` (string or null)226- `last_codex_event` (string/enum or null)227- `last_codex_timestamp` (timestamp or null)228- `last_codex_message` (summarized payload)229- `codex_input_tokens` (integer)230- `codex_output_tokens` (integer)231- `codex_total_tokens` (integer)232- `last_reported_input_tokens` (integer)233- `last_reported_output_tokens` (integer)234- `last_reported_total_tokens` (integer)235- `turn_count` (integer)236 - Number of coding-agent turns started within the current worker lifetime.237
238#### 4.1.7 Retry Entry239
240Scheduled retry state for an issue.241
242Fields:243
244- `issue_id`245- `identifier` (best-effort human ID for status surfaces/logs)246- `attempt` (integer, 1-based for retry queue)247- `due_at_ms` (monotonic clock timestamp)248- `timer_handle` (runtime-specific timer reference)249- `error` (string or null)250
251#### 4.1.8 Orchestrator Runtime State252
253Single authoritative in-memory state owned by the orchestrator.254
255Fields:256
257- `poll_interval_ms` (current effective poll interval)258- `max_concurrent_agents` (current effective global concurrency limit)259- `running` (map `issue_id -> running entry`)260- `claimed` (set of issue IDs reserved/running/retrying)261- `retry_attempts` (map `issue_id -> RetryEntry`)262- `completed` (set of issue IDs; bookkeeping only, not dispatch gating)263- `codex_totals` (aggregate tokens + runtime seconds)264- `codex_rate_limits` (latest rate-limit snapshot from agent events)265
266### 4.2 Stable Identifiers and Normalization Rules267
268- `Issue ID`269 - Use for tracker lookups and internal map keys.270- `Issue Identifier`271 - Use for human-readable logs and workspace naming.272- `Workspace Key`273 - Derive from `issue.identifier` by replacing any character not in `[A-Za-z0-9._-]` with `_`.274 - Use the sanitized value for the workspace directory name.275- `Normalized Issue State`276 - Compare states after `lowercase`.277- `Session ID`278 - Compose from coding-agent `thread_id` and `turn_id` as `<thread_id>-<turn_id>`.279
280## 5. Workflow Specification (Repository Contract)281
282### 5.1 File Discovery and Path Resolution283
284Workflow file path precedence:285
2861. Explicit application/runtime setting (set by CLI startup path).2872. Default: `WORKFLOW.md` in the current process working directory.288
289Loader behavior:290
291- If the file cannot be read, return `missing_workflow_file` error.292- The workflow file is expected to be repository-owned and version-controlled.293
294### 5.2 File Format295
296`WORKFLOW.md` is a Markdown file with optional YAML front matter.297
298Design note:299
300- `WORKFLOW.md` should be self-contained enough to describe and run different workflows (prompt,301 runtime settings, hooks, and tracker selection/config) without requiring out-of-band302 service-specific configuration.303
304Parsing rules:305
306- If file starts with `---`, parse lines until the next `---` as YAML front matter.307- Remaining lines become the prompt body.308- If front matter is absent, treat the entire file as prompt body and use an empty config map.309- YAML front matter must decode to a map/object; non-map YAML is an error.310- Prompt body is trimmed before use.311
312Returned workflow object:313
314- `config`: front matter root object (not nested under a `config` key).315- `prompt_template`: trimmed Markdown body.316
317### 5.3 Front Matter Schema318
319Top-level keys:320
321- `tracker`322- `polling`323- `workspace`324- `hooks`325- `agent`326- `codex`327
328Unknown keys should be ignored for forward compatibility.329
330Note:331
332- The workflow front matter is extensible. Optional extensions may define additional top-level keys333 (for example `server`) without changing the core schema above.334- Extensions should document their field schema, defaults, validation rules, and whether changes335 apply dynamically or require restart.336- Common extension: `server.port` (integer) enables the optional HTTP server described in Section337 13.7.338
339#### 5.3.1 `tracker` (object)340
341Fields:342
343- `kind` (string)344 - Required for dispatch.345 - Current supported value: `linear`346- `endpoint` (string)347 - Default for `tracker.kind == "linear"`: `https://api.linear.app/graphql`348- `api_key` (string)349 - May be a literal token or `$VAR_NAME`.350 - Canonical environment variable for `tracker.kind == "linear"`: `LINEAR_API_KEY`.351 - If `$VAR_NAME` resolves to an empty string, treat the key as missing.352- `project_slug` (string)353 - Required for dispatch when `tracker.kind == "linear"`.354- `active_states` (list of strings)355 - Default: `Todo`, `In Progress`356- `terminal_states` (list of strings)357 - Default: `Closed`, `Cancelled`, `Canceled`, `Duplicate`, `Done`358
359#### 5.3.2 `polling` (object)360
361Fields:362
363- `interval_ms` (integer or string integer)364 - Default: `30000`365 - Changes should be re-applied at runtime and affect future tick scheduling without restart.366
367#### 5.3.3 `workspace` (object)368
369Fields:370
371- `root` (path string or `$VAR`)372 - Default: `<system-temp>/symphony_workspaces`373 - `~` and strings containing path separators are expanded.374 - Bare strings without path separators are preserved as-is (relative roots are allowed but375 discouraged).376377#### 5.3.4 `hooks` (object)378
379Fields:380
381- `after_create` (multiline shell script string, optional)382 - Runs only when a workspace directory is newly created.383 - Failure aborts workspace creation.384- `before_run` (multiline shell script string, optional)385 - Runs before each agent attempt after workspace preparation and before launching the coding386 agent.387 - Failure aborts the current attempt.388- `after_run` (multiline shell script string, optional)389 - Runs after each agent attempt (success, failure, timeout, or cancellation) once the workspace390 exists.391 - Failure is logged but ignored.392- `before_remove` (multiline shell script string, optional)393 - Runs before workspace deletion if the directory exists.394 - Failure is logged but ignored; cleanup still proceeds.395- `timeout_ms` (integer, optional)396 - Default: `60000`397 - Applies to all workspace hooks.398 - Non-positive values should be treated as invalid and fall back to the default.399 - Changes should be re-applied at runtime for future hook executions.400401#### 5.3.5 `agent` (object)402
403Fields:404
405- `max_concurrent_agents` (integer or string integer)406 - Default: `10`407 - Changes should be re-applied at runtime and affect subsequent dispatch decisions.408- `max_retry_backoff_ms` (integer or string integer)409 - Default: `300000` (5 minutes)410 - Changes should be re-applied at runtime and affect future retry scheduling.411- `max_concurrent_agents_by_state` (map `state_name -> positive integer`)412 - Default: empty map.413 - State keys are normalized (`lowercase`) for lookup.414 - Invalid entries (non-positive or non-numeric) are ignored.415
416#### 5.3.6 `codex` (object)417
418Fields:419
420For Codex-owned config values such as `approval_policy`, `thread_sandbox`, and421`turn_sandbox_policy`, supported values are defined by the targeted Codex app-server version.422Implementors should treat them as pass-through Codex config values rather than relying on a423hand-maintained enum in this spec. To inspect the installed Codex schema, run424`codex app-server generate-json-schema --out <dir>` and inspect the relevant definitions referenced425by `v2/ThreadStartParams.json` and `v2/TurnStartParams.json`. Implementations may validate these426fields locally if they want stricter startup checks.427
428- `command` (string shell command)429 - Default: `codex app-server`430 - The runtime launches this command via `bash -lc` in the workspace directory.431 - The launched process must speak a compatible app-server protocol over stdio.432- `approval_policy` (Codex `AskForApproval` value)433 - Default: implementation-defined.434- `thread_sandbox` (Codex `SandboxMode` value)435 - Default: implementation-defined.436- `turn_sandbox_policy` (Codex `SandboxPolicy` value)437 - Default: implementation-defined.438- `turn_timeout_ms` (integer)439 - Default: `3600000` (1 hour)440- `read_timeout_ms` (integer)441 - Default: `5000`442- `stall_timeout_ms` (integer)443 - Default: `300000` (5 minutes)444 - If `<= 0`, stall detection is disabled.445
446### 5.4 Prompt Template Contract447
448The Markdown body of `WORKFLOW.md` is the per-issue prompt template.449
450Rendering requirements:451
452- Use a strict template engine (Liquid-compatible semantics are sufficient).453- Unknown variables must fail rendering.454- Unknown filters must fail rendering.455
456Template input variables:457
458- `issue` (object)459 - Includes all normalized issue fields, including labels and blockers.460- `attempt` (integer or null)461 - `null`/absent on first attempt.462 - Integer on retry or continuation run.463
464Fallback prompt behavior:465
466- If the workflow prompt body is empty, the runtime may use a minimal default prompt467 (`You are working on an issue from Linear.`).468- Workflow file read/parse failures are configuration/validation errors and should not silently fall469 back to a prompt.470
471### 5.5 Workflow Validation and Error Surface472
473Error classes:474
475- `missing_workflow_file`476- `workflow_parse_error`477- `workflow_front_matter_not_a_map`478- `template_parse_error` (during prompt rendering)479- `template_render_error` (unknown variable/filter, invalid interpolation)480
481Dispatch gating behavior:482
483- Workflow file read/YAML errors block new dispatches until fixed.484- Template errors fail only the affected run attempt.485
486## 6. Configuration Specification487
488### 6.1 Source Precedence and Resolution Semantics489
490Configuration precedence:491
4921. Workflow file path selection (runtime setting -> cwd default).4932. YAML front matter values.4943. Environment indirection via `$VAR_NAME` inside selected YAML values.4954. Built-in defaults.496
497Value coercion semantics:498
499- Path/command fields support:500 - `~` home expansion501 - `$VAR` expansion for env-backed path values502 - Apply expansion only to values intended to be local filesystem paths; do not rewrite URIs or503 arbitrary shell command strings.504505### 6.2 Dynamic Reload Semantics506
507Dynamic reload is required:508
509- The software should watch `WORKFLOW.md` for changes.510- On change, it should re-read and re-apply workflow config and prompt template without restart.511- The software should attempt to adjust live behavior to the new config (for example polling512 cadence, concurrency limits, active/terminal states, codex settings, workspace paths/hooks, and513 prompt content for future runs).514- Reloaded config applies to future dispatch, retry scheduling, reconciliation decisions, hook515 execution, and agent launches.516- Implementations are not required to restart in-flight agent sessions automatically when config517 changes.518- Extensions that manage their own listeners/resources (for example an HTTP server port change) may519 require restart unless the implementation explicitly supports live rebind.520- Implementations should also re-validate/reload defensively during runtime operations (for example521 before dispatch) in case filesystem watch events are missed.522- Invalid reloads should not crash the service; keep operating with the last known good effective523 configuration and emit an operator-visible error.524
525### 6.3 Dispatch Preflight Validation526
527This validation is a scheduler preflight run before attempting to dispatch new work. It validates528the workflow/config needed to poll and launch workers, not a full audit of all possible workflow529behavior.530
531Startup validation:532
533- Validate configuration before starting the scheduling loop.534- If startup validation fails, fail startup and emit an operator-visible error.535
536Per-tick dispatch validation:537
538- Re-validate before each dispatch cycle.539- If validation fails, skip dispatch for that tick, keep reconciliation active, and emit an540 operator-visible error.541
542Validation checks:543
544- Workflow file can be loaded and parsed.545- `tracker.kind` is present and supported.546- `tracker.api_key` is present after `$` resolution.547- `tracker.project_slug` is present when required by the selected tracker kind.548- `codex.command` is present and non-empty.549
550### 6.4 Config Fields Summary (Cheat Sheet)551
552This section is intentionally redundant so a coding agent can implement the config layer quickly.553
554- `tracker.kind`: string, required, currently `linear`555- `tracker.endpoint`: string, default `https://api.linear.app/graphql` when `tracker.kind=linear`556- `tracker.api_key`: string or `$VAR`, canonical env `LINEAR_API_KEY` when `tracker.kind=linear`557- `tracker.project_slug`: string, required when `tracker.kind=linear`558- `tracker.active_states`: list of strings, default `["Todo", "In Progress"]`559- `tracker.terminal_states`: list of strings, default `["Closed", "Cancelled", "Canceled", "Duplicate", "Done"]`560- `polling.interval_ms`: integer, default `30000`561- `workspace.root`: path, default `<system-temp>/symphony_workspaces`562- `worker.ssh_hosts` (extension): list of SSH host strings, optional; when omitted, work runs563 locally564- `worker.max_concurrent_agents_per_host` (extension): positive integer, optional; shared per-host565 cap applied across configured SSH hosts566- `hooks.after_create`: shell script or null567- `hooks.before_run`: shell script or null568- `hooks.after_run`: shell script or null569- `hooks.before_remove`: shell script or null570- `hooks.timeout_ms`: integer, default `60000`571- `agent.max_concurrent_agents`: integer, default `10`572- `agent.max_turns`: integer, default `20`573- `agent.max_retry_backoff_ms`: integer, default `300000` (5m)574- `agent.max_concurrent_agents_by_state`: map of positive integers, default `{}`575- `codex.command`: shell command string, default `codex app-server`576- `codex.approval_policy`: Codex `AskForApproval` value, default implementation-defined577- `codex.thread_sandbox`: Codex `SandboxMode` value, default implementation-defined578- `codex.turn_sandbox_policy`: Codex `SandboxPolicy` value, default implementation-defined579- `codex.turn_timeout_ms`: integer, default `3600000`580- `codex.read_timeout_ms`: integer, default `5000`581- `codex.stall_timeout_ms`: integer, default `300000`582- `server.port` (extension): integer, optional; enables the optional HTTP server, `0` may be used583 for ephemeral local bind, and CLI `--port` overrides it584
585## 7. Orchestration State Machine586
587The orchestrator is the only component that mutates scheduling state. All worker outcomes are588reported back to it and converted into explicit state transitions.589
590### 7.1 Issue Orchestration States591
592This is not the same as tracker states (`Todo`, `In Progress`, etc.). This is the service's internal593claim state.594
5951. `Unclaimed`596 - Issue is not running and has no retry scheduled.597
5982. `Claimed`599 - Orchestrator has reserved the issue to prevent duplicate dispatch.600 - In practice, claimed issues are either `Running` or `RetryQueued`.601
6023. `Running`603 - Worker task exists and the issue is tracked in `running` map.604
6054. `RetryQueued`606 - Worker is not running, but a retry timer exists in `retry_attempts`.607
6085. `Released`609 - Claim removed because issue is terminal, non-active, missing, or retry path completed without610 re-dispatch.611612Important nuance:613
614- A successful worker exit does not mean the issue is done forever.615- The worker may continue through multiple back-to-back coding-agent turns before it exits.616- After each normal turn completion, the worker re-checks the tracker issue state.617- If the issue is still in an active state, the worker should start another turn on the same live618 coding-agent thread in the same workspace, up to `agent.max_turns`.619- The first turn should use the full rendered task prompt.620- Continuation turns should send only continuation guidance to the existing thread, not resend the621 original task prompt that is already present in thread history.622- Once the worker exits normally, the orchestrator still schedules a short continuation retry623 (about 1 second) so it can re-check whether the issue remains active and needs another worker624 session.625
626### 7.2 Run Attempt Lifecycle627
628A run attempt transitions through these phases:629
6301. `PreparingWorkspace`6312. `BuildingPrompt`6323. `LaunchingAgentProcess`6334. `InitializingSession`6345. `StreamingTurn`6356. `Finishing`6367. `Succeeded`6378. `Failed`6389. `TimedOut`63910. `Stalled`64011. `CanceledByReconciliation`641
642Distinct terminal reasons are important because retry logic and logs differ.643
644### 7.3 Transition Triggers645
646- `Poll Tick`647 - Reconcile active runs.648 - Validate config.649 - Fetch candidate issues.650 - Dispatch until slots are exhausted.651
652- `Worker Exit (normal)`653 - Remove running entry.654 - Update aggregate runtime totals.655 - Schedule continuation retry (attempt `1`) after the worker exhausts or finishes its in-process656 turn loop.657658- `Worker Exit (abnormal)`659 - Remove running entry.660 - Update aggregate runtime totals.661 - Schedule exponential-backoff retry.662
663- `Codex Update Event`664 - Update live session fields, token counters, and rate limits.665
666- `Retry Timer Fired`667 - Re-fetch active candidates and attempt re-dispatch, or release claim if no longer eligible.668
669- `Reconciliation State Refresh`670 - Stop runs whose issue states are terminal or no longer active.671
672- `Stall Timeout`673 - Kill worker and schedule retry.674
675### 7.4 Idempotency and Recovery Rules676
677- The orchestrator serializes state mutations through one authority to avoid duplicate dispatch.678- `claimed` and `running` checks are required before launching any worker.679- Reconciliation runs before dispatch on every tick.680- Restart recovery is tracker-driven and filesystem-driven (no durable orchestrator DB required).681- Startup terminal cleanup removes stale workspaces for issues already in terminal states.682
683## 8. Polling, Scheduling, and Reconciliation684
685### 8.1 Poll Loop686
687At startup, the service validates config, performs startup cleanup, schedules an immediate tick, and688then repeats every `polling.interval_ms`.689
690The effective poll interval should be updated when workflow config changes are re-applied.691
692Tick sequence:693
6941. Reconcile running issues.6952. Run dispatch preflight validation.6963. Fetch candidate issues from tracker using active states.6974. Sort issues by dispatch priority.6985. Dispatch eligible issues while slots remain.6996. Notify observability/status consumers of state changes.700
701If per-tick validation fails, dispatch is skipped for that tick, but reconciliation still happens702first.703
704### 8.2 Candidate Selection Rules705
706An issue is dispatch-eligible only if all are true:707
708- It has `id`, `identifier`, `title`, and `state`.709- Its state is in `active_states` and not in `terminal_states`.710- It is not already in `running`.711- It is not already in `claimed`.712- Global concurrency slots are available.713- Per-state concurrency slots are available.714- Blocker rule for `Todo` state passes:715 - If the issue state is `Todo`, do not dispatch when any blocker is non-terminal.716
717Sorting order (stable intent):718
7191. `priority` ascending (1..4 are preferred; null/unknown sorts last)7202. `created_at` oldest first7213. `identifier` lexicographic tie-breaker722
723### 8.3 Concurrency Control724
725Global limit:726
727- `available_slots = max(max_concurrent_agents - running_count, 0)`728
729Per-state limit:730
731- `max_concurrent_agents_by_state[state]` if present (state key normalized)732- otherwise fallback to global limit733
734The runtime counts issues by their current tracked state in the `running` map.735
736Optional SSH host limit:737
738- When `worker.max_concurrent_agents_per_host` is set, each configured SSH host may run at most739 that many concurrent agents at once.740- Hosts at that cap are skipped for new dispatch until capacity frees up.741
742### 8.4 Retry and Backoff743
744Retry entry creation:745
746- Cancel any existing retry timer for the same issue.747- Store `attempt`, `identifier`, `error`, `due_at_ms`, and new timer handle.748
749Backoff formula:750
751- Normal continuation retries after a clean worker exit use a short fixed delay of `1000` ms.752- Failure-driven retries use `delay = min(10000 * 2^(attempt - 1), agent.max_retry_backoff_ms)`.753- Power is capped by the configured max retry backoff (default `300000` / 5m).754
755Retry handling behavior:756
7571. Fetch active candidate issues (not all issues).7582. Find the specific issue by `issue_id`.7593. If not found, release claim.7604. If found and still candidate-eligible:761 - Dispatch if slots are available.762 - Otherwise requeue with error `no available orchestrator slots`.7635. If found but no longer active, release claim.764
765Note:766
767- Terminal-state workspace cleanup is handled by startup cleanup and active-run reconciliation768 (including terminal transitions for currently running issues).769- Retry handling mainly operates on active candidates and releases claims when the issue is absent,770 rather than performing terminal cleanup itself.771
772### 8.5 Active Run Reconciliation773
774Reconciliation runs every tick and has two parts.775
776Part A: Stall detection777
778- For each running issue, compute `elapsed_ms` since:779 - `last_codex_timestamp` if any event has been seen, else780 - `started_at`781- If `elapsed_ms > codex.stall_timeout_ms`, terminate the worker and queue a retry.782- If `stall_timeout_ms <= 0`, skip stall detection entirely.783
784Part B: Tracker state refresh785
786- Fetch current issue states for all running issue IDs.787- For each running issue:788 - If tracker state is terminal: terminate worker and clean workspace.789 - If tracker state is still active: update the in-memory issue snapshot.790 - If tracker state is neither active nor terminal: terminate worker without workspace cleanup.791- If state refresh fails, keep workers running and try again on the next tick.792
793### 8.6 Startup Terminal Workspace Cleanup794
795When the service starts:796
7971. Query tracker for issues in terminal states.7982. For each returned issue identifier, remove the corresponding workspace directory.7993. If the terminal-issues fetch fails, log a warning and continue startup.800
801This prevents stale terminal workspaces from accumulating after restarts.802
803## 9. Workspace Management and Safety804
805### 9.1 Workspace Layout806
807Workspace root:808
809- `workspace.root` (normalized path; the current config layer expands path-like values and preserves810 bare relative names)811
812Per-issue workspace path:813
814- `<workspace.root>/<sanitized_issue_identifier>`815
816Workspace persistence:817
818- Workspaces are reused across runs for the same issue.819- Successful runs do not auto-delete workspaces.820
821### 9.2 Workspace Creation and Reuse822
823Input: `issue.identifier`824
825Algorithm summary:826
8271. Sanitize identifier to `workspace_key`.8282. Compute workspace path under workspace root.8293. Ensure the workspace path exists as a directory.8304. Mark `created_now=true` only if the directory was created during this call; otherwise831 `created_now=false`.8325. If `created_now=true`, run `after_create` hook if configured.833
834Notes:835
836- This section does not assume any specific repository/VCS workflow.837- Workspace preparation beyond directory creation (for example dependency bootstrap, checkout/sync,838 code generation) is implementation-defined and is typically handled via hooks.839
840### 9.3 Optional Workspace Population (Implementation-Defined)841
842The spec does not require any built-in VCS or repository bootstrap behavior.843
844Implementations may populate or synchronize the workspace using implementation-defined logic and/or845hooks (for example `after_create` and/or `before_run`).846
847Failure handling:848
849- Workspace population/synchronization failures return an error for the current attempt.850- If failure happens while creating a brand-new workspace, implementations may remove the partially851 prepared directory.852- Reused workspaces should not be destructively reset on population failure unless that policy is853 explicitly chosen and documented.854
855### 9.4 Workspace Hooks856
857Supported hooks:858
859- `hooks.after_create`860- `hooks.before_run`861- `hooks.after_run`862- `hooks.before_remove`863
864Execution contract:865
866- Execute in a local shell context appropriate to the host OS, with the workspace directory as867 `cwd`.868- On POSIX systems, `sh -lc <script>` (or a stricter equivalent such as `bash -lc <script>`) is a869 conforming default.870- Hook timeout uses `hooks.timeout_ms`; default: `60000 ms`.871- Log hook start, failures, and timeouts.872
873Failure semantics:874
875- `after_create` failure or timeout is fatal to workspace creation.876- `before_run` failure or timeout is fatal to the current run attempt.877- `after_run` failure or timeout is logged and ignored.878- `before_remove` failure or timeout is logged and ignored.879
880### 9.5 Safety Invariants881
882This is the most important portability constraint.883
884Invariant 1: Run the coding agent only in the per-issue workspace path.885
886- Before launching the coding-agent subprocess, validate:887 - `cwd == workspace_path`888
889Invariant 2: Workspace path must stay inside workspace root.890
891- Normalize both paths to absolute.892- Require `workspace_path` to have `workspace_root` as a prefix directory.893- Reject any path outside the workspace root.894
895Invariant 3: Workspace key is sanitized.896
897- Only `[A-Za-z0-9._-]` allowed in workspace directory names.898- Replace all other characters with `_`.899
900## 10. Agent Runner Protocol (Coding Agent Integration)901
902This section defines the language-neutral contract for integrating a coding agent app-server.903
904Compatibility profile:905
906- The normative contract is message ordering, required behaviors, and the logical fields that must907 be extracted (for example session IDs, completion state, approval handling, and usage/rate-limit908 telemetry).909- Exact JSON field names may vary slightly across compatible app-server versions.910- Implementations should tolerate equivalent payload shapes when they carry the same logical911 meaning, especially for nested IDs, approval requests, user-input-required signals, and912 token/rate-limit metadata.913
914### 10.1 Launch Contract915
916Subprocess launch parameters:917
918- Command: `codex.command`919- Invocation: `bash -lc <codex.command>`920- Working directory: workspace path921- Stdout/stderr: separate streams922- Framing: line-delimited protocol messages on stdout (JSON-RPC-like JSON per line)923
924Notes:925
926- The default command is `codex app-server`.927- Approval policy, cwd, and prompt are expressed in the protocol messages in Section 10.2.928
929Recommended additional process settings:930
931- Max line size: 10 MB (for safe buffering)932
933### 10.2 Session Startup Handshake934
935Reference: https://developers.openai.com/codex/app-server/936
937The client must send these protocol messages in order:938
939Illustrative startup transcript (equivalent payload shapes are acceptable if they preserve the same940semantics):941
942```json943{"id":1,"method":"initialize","params":{"clientInfo":{"name":"symphony","version":"1.0"},"capabilities":{}}}944{"method":"initialized","params":{}}945{"id":2,"method":"thread/start","params":{"approvalPolicy":"<implementation-defined>","sandbox":"<implementation-defined>","cwd":"/abs/workspace"}}946{"id":3,"method":"turn/start","params":{"threadId":"<thread-id>","input":[{"type":"text","text":"<rendered prompt-or-continuation-guidance>"}],"cwd":"/abs/workspace","title":"ABC-123: Example","approvalPolicy":"<implementation-defined>","sandboxPolicy":{"type":"<implementation-defined>"}}}947```948
9491. `initialize` request950 - Params include:951 - `clientInfo` object (for example `{name, version}`)952 - `capabilities` object (may be empty)953 - If the targeted Codex app-server requires capability negotiation for dynamic tools, include the954 necessary capability flag(s) here.955 - Wait for response (`read_timeout_ms`)9562. `initialized` notification9573. `thread/start` request958 - Params include:959 - `approvalPolicy` = implementation-defined session approval policy value960 - `sandbox` = implementation-defined session sandbox value961 - `cwd` = absolute workspace path962 - If optional client-side tools are implemented, include their advertised tool specs using the963 protocol mechanism supported by the targeted Codex app-server version.9644. `turn/start` request965 - Params include:966 - `threadId`967 - `input` = single text item containing rendered prompt for the first turn, or continuation968 guidance for later turns on the same thread969 - `cwd`970 - `title` = `<issue.identifier>: <issue.title>`971 - `approvalPolicy` = implementation-defined turn approval policy value972 - `sandboxPolicy` = implementation-defined object-form sandbox policy payload when required by973 the targeted app-server version974975Session identifiers:976
977- Read `thread_id` from `thread/start` result `result.thread.id`978- Read `turn_id` from each `turn/start` result `result.turn.id`979- Emit `session_id = "<thread_id>-<turn_id>"`980- Reuse the same `thread_id` for all continuation turns inside one worker run981
982### 10.3 Streaming Turn Processing983
984The client reads line-delimited messages until the turn terminates.985
986Completion conditions:987
988- `turn/completed` -> success989- `turn/failed` -> failure990- `turn/cancelled` -> failure991- turn timeout (`turn_timeout_ms`) -> failure992- subprocess exit -> failure993
994Continuation processing:995
996- If the worker decides to continue after a successful turn, it should issue another `turn/start`997 on the same live `threadId`.998- The app-server subprocess should remain alive across those continuation turns and be stopped only999 when the worker run is ending.1000
1001Line handling requirements:1002
1003- Read protocol messages from stdout only.1004- Buffer partial stdout lines until newline arrives.1005- Attempt JSON parse on complete stdout lines.1006- Stderr is not part of the protocol stream:1007 - ignore it or log it as diagnostics1008 - do not attempt protocol JSON parsing on stderr1009
1010### 10.4 Emitted Runtime Events (Upstream to Orchestrator)1011
1012The app-server client emits structured events to the orchestrator callback. Each event should1013include:1014
1015- `event` (enum/string)1016- `timestamp` (UTC timestamp)1017- `codex_app_server_pid` (if available)1018- optional `usage` map (token counts)1019- payload fields as needed1020
1021Important emitted events may include:1022
1023- `session_started`1024- `startup_failed`1025- `turn_completed`1026- `turn_failed`1027- `turn_cancelled`1028- `turn_ended_with_error`1029- `turn_input_required`1030- `approval_auto_approved`1031- `unsupported_tool_call`1032- `notification`1033- `other_message`1034- `malformed`1035
1036### 10.5 Approval, Tool Calls, and User Input Policy1037
1038Approval, sandbox, and user-input behavior is implementation-defined.1039
1040Policy requirements:1041
1042- Each implementation should document its chosen approval, sandbox, and operator-confirmation1043 posture.1044- Approval requests and user-input-required events must not leave a run stalled indefinitely. An1045 implementation should either satisfy them, surface them to an operator, auto-resolve them, or1046 fail the run according to its documented policy.1047
1048Example high-trust behavior:1049
1050- Auto-approve command execution approvals for the session.1051- Auto-approve file-change approvals for the session.1052- Treat user-input-required turns as hard failure.1053
1054Unsupported dynamic tool calls:1055
1056- Supported dynamic tool calls that are explicitly implemented and advertised by the runtime should1057 be handled according to their extension contract.1058- If the agent requests a dynamic tool call (`item/tool/call`) that is not supported, return a tool1059 failure response and continue the session.1060- This prevents the session from stalling on unsupported tool execution paths.1061
1062Optional client-side tool extension:1063
1064- An implementation may expose a limited set of client-side tools to the app-server session.1065- Current optional standardized tool: `linear_graphql`.1066- If implemented, supported tools should be advertised to the app-server session during startup1067 using the protocol mechanism supported by the targeted Codex app-server version.1068- Unsupported tool names should still return a failure result and continue the session.1069
1070`linear_graphql` extension contract:1071
1072- Purpose: execute a raw GraphQL query or mutation against Linear using Symphony's configured1073 tracker auth for the current session.1074- Availability: only meaningful when `tracker.kind == "linear"` and valid Linear auth is configured.1075- Preferred input shape:1076
1077 ```json1078 {1079 "query": "single GraphQL query or mutation document",1080 "variables": {1081 "optional": "graphql variables object"1082 }1083 }1084 ```1085
1086- `query` must be a non-empty string.1087- `query` must contain exactly one GraphQL operation.1088- `variables` is optional and, when present, must be a JSON object.1089- Implementations may additionally accept a raw GraphQL query string as shorthand input.1090- Execute one GraphQL operation per tool call.1091- If the provided document contains multiple operations, reject the tool call as invalid input.1092- `operationName` selection is intentionally out of scope for this extension.1093- Reuse the configured Linear endpoint and auth from the active Symphony workflow/runtime config; do1094 not require the coding agent to read raw tokens from disk.1095- Tool result semantics:1096 - transport success + no top-level GraphQL `errors` -> `success=true`1097 - top-level GraphQL `errors` present -> `success=false`, but preserve the GraphQL response body1098 for debugging1099 - invalid input, missing auth, or transport failure -> `success=false` with an error payload1100- Return the GraphQL response or error payload as structured tool output that the model can inspect1101 in-session.11021103Illustrative responses (equivalent payload shapes are acceptable if they preserve the same outcome):1104
1105```json1106{"id":"<approval-id>","result":{"approved":true}}1107{"id":"<tool-call-id>","result":{"success":false,"error":"unsupported_tool_call"}}1108```1109
1110Hard failure on user input requirement:1111
1112- If the agent requests user input, fail the run attempt immediately.1113- The client detects this via:1114 - explicit method (`item/tool/requestUserInput`), or1115 - turn methods/flags indicating input is required.1116
1117### 10.6 Timeouts and Error Mapping1118
1119Timeouts:1120
1121- `codex.read_timeout_ms`: request/response timeout during startup and sync requests1122- `codex.turn_timeout_ms`: total turn stream timeout1123- `codex.stall_timeout_ms`: enforced by orchestrator based on event inactivity1124
1125Error mapping (recommended normalized categories):1126
1127- `codex_not_found`1128- `invalid_workspace_cwd`1129- `response_timeout`1130- `turn_timeout`1131- `port_exit`1132- `response_error`1133- `turn_failed`1134- `turn_cancelled`1135- `turn_input_required`1136
1137### 10.7 Agent Runner Contract1138
1139The `Agent Runner` wraps workspace + prompt + app-server client.1140
1141Behavior:1142
11431. Create/reuse workspace for issue.11442. Build prompt from workflow template.11453. Start app-server session.11464. Forward app-server events to orchestrator.11475. On any error, fail the worker attempt (the orchestrator will retry).1148
1149Note:1150
1151- Workspaces are intentionally preserved after successful runs.1152
1153## 11. Issue Tracker Integration Contract (Linear-Compatible)1154
1155### 11.1 Required Operations1156
1157An implementation must support these tracker adapter operations:1158
11591. `fetch_candidate_issues()`1160 - Return issues in configured active states for a configured project.1161
11622. `fetch_issues_by_states(state_names)`1163 - Used for startup terminal cleanup.1164
11653. `fetch_issue_states_by_ids(issue_ids)`1166 - Used for active-run reconciliation.1167
1168### 11.2 Query Semantics (Linear)1169
1170Linear-specific requirements for `tracker.kind == "linear"`:1171
1172- `tracker.kind == "linear"`1173- GraphQL endpoint (default `https://api.linear.app/graphql`)1174- Auth token sent in `Authorization` header1175- `tracker.project_slug` maps to Linear project `slugId`1176- Candidate issue query filters project using `project: { slugId: { eq: $projectSlug } }`1177- Issue-state refresh query uses GraphQL issue IDs with variable type `[ID!]`1178- Pagination required for candidate issues1179- Page size default: `50`1180- Network timeout: `30000 ms`1181
1182Important:1183
1184- Linear GraphQL schema details can drift. Keep query construction isolated and test the exact query1185 fields/types required by this specification.1186
1187A non-Linear implementation may change transport details, but the normalized outputs must match the1188domain model in Section 4.1189
1190### 11.3 Normalization Rules1191
1192Candidate issue normalization should produce fields listed in Section 4.1.1.1193
1194Additional normalization details:1195
1196- `labels` -> lowercase strings1197- `blocked_by` -> derived from inverse relations where relation type is `blocks`1198- `priority` -> integer only (non-integers become null)1199- `created_at` and `updated_at` -> parse ISO-8601 timestamps1200
1201### 11.4 Error Handling Contract1202
1203Recommended error categories:1204
1205- `unsupported_tracker_kind`1206- `missing_tracker_api_key`1207- `missing_tracker_project_slug`1208- `linear_api_request` (transport failures)1209- `linear_api_status` (non-200 HTTP)1210- `linear_graphql_errors`1211- `linear_unknown_payload`1212- `linear_missing_end_cursor` (pagination integrity error)1213
1214Orchestrator behavior on tracker errors:1215
1216- Candidate fetch failure: log and skip dispatch for this tick.1217- Running-state refresh failure: log and keep active workers running.1218- Startup terminal cleanup failure: log warning and continue startup.1219
1220### 11.5 Tracker Writes (Important Boundary)1221
1222Symphony does not require first-class tracker write APIs in the orchestrator.1223
1224- Ticket mutations (state transitions, comments, PR metadata) are typically handled by the coding1225 agent using tools defined by the workflow prompt.1226- The service remains a scheduler/runner and tracker reader.1227- Workflow-specific success often means "reached the next handoff state" (for example1228 `Human Review`) rather than tracker terminal state `Done`.1229- If the optional `linear_graphql` client-side tool extension is implemented, it is still part of1230 the agent toolchain rather than orchestrator business logic.1231
1232## 12. Prompt Construction and Context Assembly1233
1234### 12.1 Inputs1235
1236Inputs to prompt rendering:1237
1238- `workflow.prompt_template`1239- normalized `issue` object1240- optional `attempt` integer (retry/continuation metadata)1241
1242### 12.2 Rendering Rules1243
1244- Render with strict variable checking.1245- Render with strict filter checking.1246- Convert issue object keys to strings for template compatibility.1247- Preserve nested arrays/maps (labels, blockers) so templates can iterate.1248
1249### 12.3 Retry/Continuation Semantics1250
1251`attempt` should be passed to the template because the workflow prompt may provide different1252instructions for:1253
1254- first run (`attempt` null or absent)1255- continuation run after a successful prior session1256- retry after error/timeout/stall1257
1258### 12.4 Failure Semantics1259
1260If prompt rendering fails:1261
1262- Fail the run attempt immediately.1263- Let the orchestrator treat it like any other worker failure and decide retry behavior.1264
1265## 13. Logging, Status, and Observability1266
1267### 13.1 Logging Conventions1268
1269Required context fields for issue-related logs:1270
1271- `issue_id`1272- `issue_identifier`1273
1274Required context for coding-agent session lifecycle logs:1275
1276- `session_id`1277
1278Message formatting requirements:1279
1280- Use stable `key=value` phrasing.1281- Include action outcome (`completed`, `failed`, `retrying`, etc.).1282- Include concise failure reason when present.1283- Avoid logging large raw payloads unless necessary.1284
1285### 13.2 Logging Outputs and Sinks1286
1287The spec does not prescribe where logs must go (stderr, file, remote sink, etc.).1288
1289Requirements:1290
1291- Operators must be able to see startup/validation/dispatch failures without attaching a debugger.1292- Implementations may write to one or more sinks.1293- If a configured log sink fails, the service should continue running when possible and emit an1294 operator-visible warning through any remaining sink.1295
1296### 13.3 Runtime Snapshot / Monitoring Interface (Optional but Recommended)1297
1298If the implementation exposes a synchronous runtime snapshot (for dashboards or monitoring), it1299should return:1300
1301- `running` (list of running session rows)1302- each running row should include `turn_count`1303- `retrying` (list of retry queue rows)1304- `codex_totals`1305 - `input_tokens`1306 - `output_tokens`1307 - `total_tokens`1308 - `seconds_running` (aggregate runtime seconds as of snapshot time, including active sessions)1309- `rate_limits` (latest coding-agent rate limit payload, if available)1310
1311Recommended snapshot error modes:1312
1313- `timeout`1314- `unavailable`1315
1316### 13.4 Optional Human-Readable Status Surface1317
1318A human-readable status surface (terminal output, dashboard, etc.) is optional and1319implementation-defined.1320
1321If present, it should draw from orchestrator state/metrics only and must not be required for1322correctness.1323
1324### 13.5 Session Metrics and Token Accounting1325
1326Token accounting rules:1327
1328- Agent events may include token counts in multiple payload shapes.1329- Prefer absolute thread totals when available, such as:1330 - `thread/tokenUsage/updated` payloads1331 - `total_token_usage` within token-count wrapper events1332- Ignore delta-style payloads such as `last_token_usage` for dashboard/API totals.1333- Extract input/output/total token counts leniently from common field names within the selected1334 payload.1335- For absolute totals, track deltas relative to last reported totals to avoid double-counting.1336- Do not treat generic `usage` maps as cumulative totals unless the event type defines them that1337 way.1338- Accumulate aggregate totals in orchestrator state.1339
1340Runtime accounting:1341
1342- Runtime should be reported as a live aggregate at snapshot/render time.1343- Implementations may maintain a cumulative counter for ended sessions and add active-session1344 elapsed time derived from `running` entries (for example `started_at`) when producing a1345 snapshot/status view.1346- Add run duration seconds to the cumulative ended-session runtime when a session ends (normal exit1347 or cancellation/termination).1348- Continuous background ticking of runtime totals is not required.1349
1350Rate-limit tracking:1351
1352- Track the latest rate-limit payload seen in any agent update.1353- Any human-readable presentation of rate-limit data is implementation-defined.1354
1355### 13.6 Humanized Agent Event Summaries (Optional)1356
1357Humanized summaries of raw agent protocol events are optional.1358
1359If implemented:1360
1361- Treat them as observability-only output.1362- Do not make orchestrator logic depend on humanized strings.1363
參考實作以 Elixir 編寫,因為當程式碼幾乎免費時,你終於可以按語言本身的優勢作選擇,例如 Elixir 的並行處理能力。不過,核心概念可以用一份簡單的 Markdown 文件表達。我們鼓勵你讓你常用的編碼智能代理參考規格,並實作自己的版本。
Symphony 的第一個版本只是一個在 tmux 中運行的 Codex 工作階段,輪詢 Linear,並為新任務啟動子智能代理。它是可行的,但不算特別可靠。第二個版本則放在我們主要的項目程式碼庫中,而那個程式碼庫本來就是以智能代理為中心打造。我們早已建立智能代理框架,讓智能代理具備在這個程式碼庫中完成高質素工作的技能和上下文;因此,Symphony 只是把這一切連接起來。
當基本功能具備後,我們就用 Symphony 來打造 Symphony。
當我們在內部示範這個系統如何管理任務並附上其工作證明影片時,反應非常正面:我們的 Symphony 項目頻道人數增加了,而且整個組織內各團隊都開始自發使用它。在 OpenAI,內部產品市場契合是對外推出產品的先決條件。根據我們在 OpenAI 看到的使用情況,我們清楚知道應該把 Symphony 分享給公司以外的人使用。
於是我們把這個想法抽離成一份獨立的 SPEC.md,並請 Codex 去實作它。對於參考實作,我們選擇了 Elixir,這是一種相對小眾但具備優秀原語、很適合協調及監督並行程序的語言。Codex 一次過就完成了 Elixir 實作,而之後我們持續迭代規格與實作。為完善規格,我們甚至請 Codex 以其他幾種語言實作,包括 TypeScript、Go、Rust、Java 及 Python,並利用結果找出含糊之處,簡化系統。Codex 在每種語言都成功完成實作。
在打造 Codex 的過程中,我們移除了很多附帶的複雜性,例如對特定程式碼庫或 Linear MCP 的依賴。Symphony 不再依賴我們的內部程式碼庫或工作流程。核心方法變得很簡單:
對於每個開放中的任務,都確保有一個智能代理在其專屬工作區中運行。
除了協助處理進行中的工作,開發流程現在亦成為智能代理理解並遵循的一部分。這套開發流程包括處理問題、取出程式碼庫、將狀態設為進行中以便項目經理知道工作正在處理、加入 PR、將狀態移至審核、附上影片等,現已記錄在一個簡單的 WORKFLOW.md 檔案中。這些原本都是人類團隊一直遵循的流程,但從未正式記錄下來。現在我們不再依賴這套隱含步驟,而是將其文件化,並由 Symphony 確保智能代理跟隨執行。這讓我們能建立真正與我們並肩工作的智能代理。如果我們決定智能代理亦應在完成工作後附上自我反思,我們只需將這一步加入 WORKFLOW.md,Symphony 便會引導智能代理執行。
我們亦使用了 Codex 的 應用程式伺服器模式(在新視窗中開啟),這是 Codex 內建的無頭模式。此模式讓我們可以透過文件完善的 JSON-RPC API,以程式方式運行 Codex 並與其互動,例如啟動對話串或回應各輪互動。相比透過 CLI 或即時 tmux 工作階段與 Codex 互動,這種方式更方便,也更易於擴展。
Codex 應用程式伺服器非常適合我們的使用情境:我們既能善用 Codex 提供的框架,同時保留可接入的調整選項和掛鈎。例如,為避免向子智能代理公開 Linear 存取權杖,我們使用動態工具調用(在新視窗中開啟),公開原始 linear_graphql 函數,讓它可對 Linear 執行任意請求,而毋須依賴 MCP 或向容器公開存取權杖。
展望將來
Symphony 是一個刻意保持精簡的協調層。我們將其開源,是為了展示 Codex 應用程式伺服器配合 Linear 等不同工作流程工具時的能力。因此,我們不打算將 Symphony 作為獨立產品維護。你可以把它視為參考實作。就像許多開發人員會讓他們的編碼智能代理參考框架工程文章,為自己的程式碼庫建立基本框架一樣,我們希望你也可以讓你常用的編碼智能代理參考 Symphony 的規格(在新視窗中開啟)和程式碼庫(在新視窗中開啟),建立適合自己環境的版本。
真正的關鍵在於 Codex 及其應用程式伺服器。Symphony 的作用,是把我們本已在使用的 Codex 與 Linear 連接起來,從而解決工作管理問題。隨著編碼智能代理在推理及遵循指示方面不斷進步,我們預期其他公司的瓶頸亦會由撰寫程式碼,轉向管理智能代理工作。令人期待的是,現時試驗這類編碼智能代理系統的門檻已大幅降低,你只需使用 Codex 便可以開始建立。
社群致謝
我們很高興看到工程社群在發佈後數星期內採用 Symphony,截至 4 月 23 日,已獲得超過 1.5 萬個 GitHub 星星評分(在新視窗中開啟)。