mirror of
https://github.com/azaion/detections.git
synced 2026-04-26 02:36:31 +00:00
Made-with: Cursor
This commit is contained in:
@@ -1,32 +1,31 @@
|
||||
---
|
||||
name: implement
|
||||
description: |
|
||||
Orchestrate task implementation with dependency-aware batching, parallel subagents, and integrated code review.
|
||||
Implement tasks sequentially with dependency-aware batching and integrated code review.
|
||||
Reads flat task files and _dependencies_table.md from TASKS_DIR, computes execution batches via topological sort,
|
||||
launches up to 4 implementer subagents in parallel, runs code-review skill after each batch, and loops until done.
|
||||
implements tasks one at a time in dependency order, runs code-review skill after each batch, and loops until done.
|
||||
Use after /decompose has produced task files.
|
||||
Trigger phrases:
|
||||
- "implement", "start implementation", "implement tasks"
|
||||
- "run implementers", "execute tasks"
|
||||
- "execute tasks"
|
||||
category: build
|
||||
tags: [implementation, orchestration, batching, parallel, code-review]
|
||||
tags: [implementation, batching, code-review]
|
||||
disable-model-invocation: true
|
||||
---
|
||||
|
||||
# Implementation Orchestrator
|
||||
# Implementation Runner
|
||||
|
||||
Orchestrate the implementation of all tasks produced by the `/decompose` skill. This skill is a **pure orchestrator** — it does NOT write implementation code itself. It reads task specs, computes execution order, delegates to `implementer` subagents, validates results via the `/code-review` skill, and escalates issues.
|
||||
Implement all tasks produced by the `/decompose` skill. This skill reads task specs, computes execution order, writes the code and tests for each task **sequentially** (no subagents, no parallel execution), validates results via the `/code-review` skill, and escalates issues.
|
||||
|
||||
The `implementer` agent is the specialist that writes all the code — it receives a task spec, analyzes the codebase, implements the feature, writes tests, and verifies acceptance criteria.
|
||||
For each task the main agent receives a task spec, analyzes the codebase, implements the feature, writes tests, and verifies acceptance criteria — then moves on to the next task.
|
||||
|
||||
## Core Principles
|
||||
|
||||
- **Orchestrate, don't implement**: this skill delegates all coding to `implementer` subagents
|
||||
- **Dependency-aware batching**: tasks run only when all their dependencies are satisfied
|
||||
- **Max 4 parallel agents**: never launch more than 4 implementer subagents simultaneously
|
||||
- **File isolation**: no two parallel agents may write to the same file
|
||||
- **Sequential execution**: implement one task at a time. Do NOT spawn subagents and do NOT run tasks in parallel. (See `.cursor/rules/no-subagents.mdc`.)
|
||||
- **Dependency-aware ordering**: tasks run only when all their dependencies are satisfied
|
||||
- **Batching for review, not parallelism**: tasks are grouped into batches so `/code-review` and commits operate on a coherent unit of work — all tasks inside a batch are still implemented one after the other
|
||||
- **Integrated review**: `/code-review` skill runs automatically after each batch
|
||||
- **Auto-start**: batches launch immediately — no user confirmation before a batch
|
||||
- **Auto-start**: batches start immediately — no user confirmation before a batch
|
||||
- **Gate on failure**: user confirmation is required only when code review returns FAIL
|
||||
- **Commit per batch**: after each batch is confirmed, commit. Ask the user whether to push to remote unless the user previously opted into auto-push for this session.
|
||||
|
||||
@@ -56,7 +55,7 @@ TASKS_DIR/
|
||||
- A) Commit or stash stray changes manually, then re-invoke `/implement`
|
||||
- B) Agent commits stray changes as a single `chore: WIP pre-implement` commit and proceeds
|
||||
- C) Abort
|
||||
- Rationale: implementer subagents edit files in parallel and commit per batch. Unrelated uncommitted changes get silently folded into batch commits otherwise.
|
||||
- Rationale: each batch ends with a commit. Unrelated uncommitted changes would get silently folded into batch commits otherwise.
|
||||
- This check is repeated at the start of each batch iteration (see step 6 / step 14 Loop).
|
||||
|
||||
## Algorithm
|
||||
@@ -78,8 +77,8 @@ TASKS_DIR/
|
||||
|
||||
- Topological sort remaining tasks
|
||||
- Select tasks whose dependencies are ALL satisfied (completed)
|
||||
- If a ready task depends on any task currently being worked on in this batch, it must wait for the next batch
|
||||
- Cap the batch at 4 parallel agents
|
||||
- A batch is simply a coherent group of tasks for review + commit. Within the batch, tasks are implemented sequentially in topological order.
|
||||
- Cap the batch size at a reasonable review scope (default: 4 tasks)
|
||||
- If the batch would exceed 20 total complexity points, suggest splitting and let the user decide
|
||||
|
||||
### 4. Assign File Ownership
|
||||
@@ -89,11 +88,12 @@ The authoritative file-ownership map is `_docs/02_document/module-layout.md` (pr
|
||||
For each task in the batch:
|
||||
- Read the task spec's **Component** field.
|
||||
- Look up the component in `_docs/02_document/module-layout.md` → Per-Component Mapping.
|
||||
- Set **OWNED** = the component's `Owns` glob (exclusive write for the duration of the batch).
|
||||
- Set **OWNED** = the component's `Owns` glob (the files this task is allowed to write).
|
||||
- Set **READ-ONLY** = Public API files of every component in the component's `Imports from` list, plus all `shared/*` Public API files.
|
||||
- Set **FORBIDDEN** = every other component's `Owns` glob, and every other component's internal (non-Public API) files.
|
||||
- If the task is a shared / cross-cutting task (lives under `shared/*`), OWNED = that shared directory; READ-ONLY = nothing; FORBIDDEN = every component directory.
|
||||
- If two tasks in the same batch map to the same component or overlapping `Owns` globs, schedule them sequentially instead of in parallel.
|
||||
|
||||
Since execution is sequential, there is no parallel-write conflict to resolve; ownership here is a **scope discipline** check — it stops a task from drifting into unrelated components even when alone.
|
||||
|
||||
If `_docs/02_document/module-layout.md` is missing or the component is not found:
|
||||
- STOP the batch.
|
||||
@@ -102,31 +102,30 @@ If `_docs/02_document/module-layout.md` is missing or the component is not found
|
||||
|
||||
### 5. Update Tracker Status → In Progress
|
||||
|
||||
For each task in the batch, transition its ticket status to **In Progress** via the configured work item tracker (see `protocols.md` for tracker detection) before launching the implementer. If `tracker: local`, skip this step.
|
||||
For each task in the batch, transition its ticket status to **In Progress** via the configured work item tracker (see `protocols.md` for tracker detection) before starting work. If `tracker: local`, skip this step.
|
||||
|
||||
### 6. Launch Implementer Subagents
|
||||
### 6. Implement Tasks Sequentially
|
||||
|
||||
**Per-batch dirty-tree re-check**: before launching subagents, run `git status --porcelain`. On the first batch this is guaranteed clean by the prerequisite check. On subsequent batches, the previous batch ended with a commit so the tree should still be clean. If the tree is dirty at this point, STOP and surface the dirty files to the user using the same A/B/C choice as the prerequisite check. The most likely causes are a failed commit in the previous batch, a user who edited files mid-loop, or a pre-commit hook that re-wrote files and was not captured.
|
||||
**Per-batch dirty-tree re-check**: before starting the batch, run `git status --porcelain`. On the first batch this is guaranteed clean by the prerequisite check. On subsequent batches, the previous batch ended with a commit so the tree should still be clean. If the tree is dirty at this point, STOP and surface the dirty files to the user using the same A/B/C choice as the prerequisite check. The most likely causes are a failed commit in the previous batch, a user who edited files mid-loop, or a pre-commit hook that re-wrote files and was not captured.
|
||||
|
||||
For each task in the batch, launch an `implementer` subagent with:
|
||||
- Path to the task spec file
|
||||
- List of files OWNED (exclusive write access)
|
||||
- List of files READ-ONLY
|
||||
- List of files FORBIDDEN
|
||||
- **Explicit instruction**: the implementer must write or update tests that validate each acceptance criterion in the task spec. If a test cannot run in the current environment (e.g., TensorRT requires GPU), the test must still be written and skip with a clear reason.
|
||||
For each task in the batch **in topological order, one at a time**:
|
||||
1. Read the task spec file.
|
||||
2. Respect the file-ownership envelope computed in Step 4 (OWNED / READ-ONLY / FORBIDDEN).
|
||||
3. Implement the feature and write/update tests for every acceptance criterion in the spec. If a test cannot run in the current environment (e.g., TensorRT requires GPU), the test must still be written and skip with a clear reason.
|
||||
4. Run the relevant tests locally before moving on to the next task in the batch. If tests fail, fix in-place — do not defer.
|
||||
5. Capture a short per-task status line (files changed, tests pass/fail, any blockers) for the batch report.
|
||||
|
||||
Launch all subagents immediately — no user confirmation.
|
||||
Do NOT spawn subagents and do NOT attempt to implement two tasks simultaneously, even if they touch disjoint files. See `.cursor/rules/no-subagents.mdc`.
|
||||
|
||||
### 7. Monitor
|
||||
### 7. Collect Status
|
||||
|
||||
- Wait for all subagents to complete
|
||||
- Collect structured status reports from each implementer
|
||||
- If any implementer reports "Blocked", log the blocker and continue with others
|
||||
- After all tasks in the batch are finished, aggregate the per-task status lines into a structured batch status.
|
||||
- If any task reported "Blocked", log the blocker with the failing task's ID and continue — the batch report will surface it.
|
||||
|
||||
**Stuck detection** — while monitoring, watch for these signals per subagent:
|
||||
- Same file modified 3+ times without test pass rate improving → flag as stuck, stop the subagent, report as Blocked
|
||||
- Subagent has not produced new output for an extended period → flag as potentially hung
|
||||
- If a subagent is flagged as stuck, do NOT let it continue looping — stop it and record the blocker in the batch report
|
||||
**Stuck detection** — while implementing a task, watch for these signals in your own progress:
|
||||
- The same file has been rewritten 3+ times without tests going green → stop, mark the task Blocked, and move to the next task in the batch (the user will be asked at the end of the batch).
|
||||
- You have tried 3+ distinct approaches without evidence-driven progress → stop, mark Blocked, move on.
|
||||
- Do NOT loop indefinitely on a single task. Record the blocker and proceed.
|
||||
|
||||
### 8. AC Test Coverage Verification
|
||||
|
||||
@@ -139,8 +138,8 @@ Before code review, verify that every acceptance criterion in each task spec has
|
||||
- **Not covered**: no test exists for this AC
|
||||
|
||||
If any AC is **Not covered**:
|
||||
- This is a **BLOCKING** failure — the implementer must write the missing test before proceeding
|
||||
- Re-launch the implementer with the specific ACs that need tests
|
||||
- This is a **BLOCKING** failure — the missing test must be written before proceeding
|
||||
- Go back to the offending task, add tests for the specific ACs that lack coverage, then re-run this check
|
||||
- If the test cannot run in the current environment (GPU required, platform-specific, external service), the test must still exist and skip with `pytest.mark.skipif` or `pytest.skip()` explaining the prerequisite
|
||||
- A skipped test counts as **Covered** — the test exists and will run when the environment allows
|
||||
|
||||
@@ -264,9 +263,9 @@ After each batch, produce a structured report:
|
||||
|
||||
| Situation | Action |
|
||||
|-----------|--------|
|
||||
| Implementer fails same approach 3+ times | Stop it, escalate to user |
|
||||
| Same task rewritten 3+ times without green tests | Mark Blocked, continue batch, escalate at batch end |
|
||||
| Task blocked on external dependency (not in task list) | Report and skip |
|
||||
| File ownership conflict unresolvable | ASK user |
|
||||
| File ownership violated (task wrote outside OWNED) | ASK user |
|
||||
| Test failure after final test run | Delegate to test-run skill — blocking gate |
|
||||
| All tasks complete | Report final summary, suggest final commit |
|
||||
| `_dependencies_table.md` missing | STOP — run `/decompose` first |
|
||||
@@ -281,7 +280,7 @@ Each batch commit serves as a rollback checkpoint. If recovery is needed:
|
||||
|
||||
## Safety Rules
|
||||
|
||||
- Never launch tasks whose dependencies are not yet completed
|
||||
- Never allow two parallel agents to write to the same file
|
||||
- If a subagent fails or is flagged as stuck, stop it and report — do not let it loop indefinitely
|
||||
- Never start a task whose dependencies are not yet completed
|
||||
- Never run tasks in parallel and never spawn subagents — see `.cursor/rules/no-subagents.mdc`
|
||||
- If a task is flagged as stuck, stop working on it and report — do not let it loop indefinitely
|
||||
- Always run the full test suite after all batches complete (step 15)
|
||||
|
||||
@@ -3,29 +3,31 @@
|
||||
## Topological Sort with Batch Grouping
|
||||
|
||||
The `/implement` skill uses a topological sort to determine execution order,
|
||||
then groups tasks into batches for parallel execution.
|
||||
then groups tasks into batches for code review and commit. Execution within a
|
||||
batch is **sequential** — see `.cursor/rules/no-subagents.mdc`.
|
||||
|
||||
## Algorithm
|
||||
|
||||
1. Build adjacency list from `_dependencies_table.md`
|
||||
2. Compute in-degree for each task node
|
||||
3. Initialize batch 0 with all nodes that have in-degree 0
|
||||
3. Initialize the ready set with all nodes that have in-degree 0
|
||||
4. For each batch:
|
||||
a. Select up to 4 tasks from the ready set
|
||||
b. Check file ownership — if two tasks would write the same file, defer one to the next batch
|
||||
c. Launch selected tasks as parallel implementer subagents
|
||||
d. When all complete, remove them from the graph and decrement in-degrees of dependents
|
||||
e. Add newly zero-in-degree nodes to the next batch's ready set
|
||||
a. Select up to 4 tasks from the ready set (default batch size cap)
|
||||
b. Implement the selected tasks one at a time in topological order
|
||||
c. When all tasks in the batch complete, remove them from the graph and
|
||||
decrement in-degrees of dependents
|
||||
d. Add newly zero-in-degree nodes to the ready set
|
||||
5. Repeat until the graph is empty
|
||||
|
||||
## File Ownership Conflict Resolution
|
||||
## Ordering Inside a Batch
|
||||
|
||||
When two tasks in the same batch map to overlapping files:
|
||||
- Prefer to run the lower-numbered task first (it's more foundational)
|
||||
- Defer the higher-numbered task to the next batch
|
||||
- If both have equal priority, ask the user
|
||||
Tasks inside a batch are executed in topological order — a task is only
|
||||
started after every task it depends on (inside the batch or in a previous
|
||||
batch) is done. When two tasks have the same topological rank, prefer the
|
||||
lower-numbered (more foundational) task first.
|
||||
|
||||
## Complexity Budget
|
||||
|
||||
Each batch should not exceed 20 total complexity points.
|
||||
If it does, split the batch and let the user choose which tasks to include.
|
||||
The budget exists to keep the per-batch code review scope reviewable.
|
||||
|
||||
Reference in New Issue
Block a user