Diagnostic pipeline for complex/intermittent bugs. Uses diagnostics roles for Investigation, Verification, and Solution before Lead Programmer handoff. Use ONLY for non-obvious failures (root cause unclear, reproduction unstable, fixes reverted). NOT for trivial bugs with known cause — fix them directly.
Scanned 5/27/2026
Install via CLI
openskills install tranhieutt/software_development_department---
name: diagnose
type: reference
description: "Diagnostic pipeline for complex/intermittent bugs. Uses diagnostics roles for Investigation, Verification, and Solution before Lead Programmer handoff. Use ONLY for non-obvious failures (root cause unclear, reproduction unstable, fixes reverted). NOT for trivial bugs with known cause — fix them directly."
paths: []
effort: 4
allowed-tools: Read, Glob, Grep, Write, Edit, Bash, Task
user-invocable: true
when_to_use: "When a bug is reproducible but cause is unknown, when a 'fix' has been reverted 2+ times, or when a symptom appears in unfamiliar code. Do NOT use for typos, obvious nulls, or one-line logic errors."
---
# Skill: /diagnose — Complex Bug Diagnostic Pipeline
## When to invoke (and when NOT to)
### Use `/diagnose` when:
- Bug reproduces but **root cause is unclear** after one read-pass of the failing code
- Previous fix attempts have been **reverted ≥ 2 times** (symptoms return)
- Failure is **intermittent** (flaky test, race condition, timing-dependent)
- Failure occurs in **unfamiliar code** (agent has no prior context)
- User has explicitly requested `/diagnose` or "deep investigation"
- Circuit Breaker (Rule 14) tripped on the specialist agent that normally handles this domain
### Do NOT use `/diagnose` when:
- Cause is obvious (null ref, typo, missing import, incorrect import path)
- Fix is < 10 LOC and has a clear success check
- Bug is in code you just wrote this session (read-pass + local reasoning is faster)
- User wants a quick patch and has accepted the tradeoff
## Pipeline overview
```
Feedback Loop -> Investigation -> Verification -> Solution -> Lead Programmer
(signal) (hypothesis) (devil's adv.) (tradeoffs) (assign + exec)
repro/check command investigation.json verification.json solution.json implementation
(fast deterministic (root_cause, (status: confirmed | (3 options: (delegates to
pass/fail signal) evidence[], refuted | inconclusive, Quick/Strategic/ backend-developer,
confidence) reproduction_steps) Future-Proof) qa-engineer, etc.)
```
Each stage produces a **required artifact** saved to `.investigations/<task_id>/` and a **handoff contract** (per Rule 16) to the next agent.
## Stage 0 — Feedback Loop
**Goal:** Build the fastest reliable pass/fail signal for the exact symptom
before explaining the cause.
The feedback loop is the highest-leverage part of diagnosis. Do not proceed to
root-cause analysis until there is a loop that can reproduce the user's symptom
or a documented reason why no loop is possible.
Try these in roughly this order:
1. Failing test at the seam that reaches the bug.
2. CLI or script invocation with fixture input and expected output.
3. Curl/HTTP request against a running service.
4. Headless browser script with DOM, console, or network assertions.
5. Replay of a captured payload, event, HAR, log, or trace.
6. Throwaway harness that calls the affected code path in isolation.
7. Property/fuzz loop for broad wrong-output symptoms.
8. Bisection or differential loop between known-good and known-bad states.
Improve the loop before investigating:
- Faster: remove unrelated setup and narrow the command.
- Sharper: assert the specific symptom, not merely "does not crash".
- More deterministic: pin time, seed randomness, isolate filesystem/network, or
raise intermittent reproduction frequency with stress runs.
Do not treat Stage 0 as warm-up. It is the main leverage point. A bad loop
produces fake certainty, weak hypotheses, and symptom-only fixes.
If no credible loop can be built, stop and report what was tried. Ask for access
to the reproducing environment, a captured artifact, or permission to add
temporary instrumentation. Do not proceed on a vibe.
## Stage 1 — Investigation
**Agent:** `diagnostics` (Investigation role)
**Goal:** Produce ranked falsifiable root-cause hypotheses backed by empirical evidence.
### Inputs
- Symptom description (from user or TODO.md bug ID)
- Reproduction steps (or "cannot reproduce" + environment)
- Relevant log lines, stack traces, error IDs
- Feedback loop command/check from Stage 0, or a documented reason no loop can
currently be built
### Required output — `investigation.json`
```json
{
"task_id": "BUG-417",
"symptom": "POST /api/orders returns 500 when cart has ≥10 items",
"reproduction": {
"steps": ["...", "..."],
"frequency": "100% | intermittent (~30%) | once",
"environment": "staging-eu-west-1"
},
"feedback_loop": {
"command": "npm test -- checkout.e2e.test.ts",
"signal": "Fails with timeout before hydration marker appears",
"reliable": true
},
"ranked_hypotheses": [
{
"rank": 1,
"cause": "Test clicks #submit before React hydration completes on slow CI runners",
"prediction": "Waiting for the hydration marker will make the failure disappear without adding a fixed sleep"
},
{
"rank": 2,
"cause": "Submit button selector matches a hidden stale node",
"prediction": "Asserting the visible button count will expose multiple matching nodes"
}
],
"hypothesis": {
"root_cause": "OrderService.calculateTotal() N+1 query exhausts pool when cart.items.length > 9",
"confidence": "high | medium | low",
"falsifiable_by": "Run with pool_size=50; if error disappears, cause confirmed"
},
"evidence": [
{"type": "log", "ref": ".investigations/BUG-417/pg-pool-exhausted.log", "summary": "..."},
{"type": "code", "ref": "src/services/order.service.ts:142", "summary": "Unbounded .map+await"}
],
"unknowns": ["Why only eu-west-1?", "When did this start?"],
"next_agent": "diagnostics",
"next_stage": "verification"
}
```
### Quality gate (Lead Programmer rejects if):
- `feedback_loop` is missing and no blocked-loop explanation exists
- `feedback_loop.signal` is vague, broad, or does not isolate the user's symptom
- `ranked_hypotheses` has fewer than 3 items unless the evidence makes a single
cause unavoidable
- Any hypothesis lacks a falsifiable prediction
- `hypothesis.falsifiable_by` is vague ("check if it works")
- `evidence` has fewer than 2 items (unverifiable)
- `unknowns` is empty but `confidence: low` (contradictory)
## Stage 2 — Verification
**Agent:** `diagnostics` (Verification role)
**Goal:** Attempt to **refute** the hypothesis. Only confirmed if refutation fails.
### Inputs
- `investigation.json` (from Stage 1)
- Access to staging/test environment
- The Stage 0 feedback loop, rerun before and after each meaningful probe
Verification is invalid if it does not go back through the Stage 0 loop. A
fix-looking local observation that bypasses the loop is not confirmation.
### Required output — `verification.json`
```json
{
"task_id": "BUG-417",
"status": "confirmed | refuted | inconclusive",
"triangulation": [
{"method": "reproduce_with_fix_applied", "result": "Error gone with pool_size=50"},
{"method": "reproduce_without_fix", "result": "Error returns at 10 items"},
{"method": "adjacent_test_case", "result": "9 items = OK, 10 items = fail → threshold confirmed"}
],
"counter_hypotheses_ruled_out": [
"DB slowness (ruled out: p99 < 50ms)",
"Network flaps (ruled out: no packet loss in window)"
],
"confidence": "high",
"recommendation": "Proceed to Solution stage — cause confirmed necessary AND sufficient"
}
```
### Decision flow
| `status` | Next action |
| -------------- | -------------------------------------------------------------------- |
| `confirmed` | Proceed to Solution stage (same `diagnostics` agent) |
| `refuted` | Return to Investigation stage with counter-evidence. Max 2 round-trips. |
| `inconclusive` | STOP. Surface to user with all evidence. Do NOT proceed to Solution stage. |
## Stage 3 — Solution
**Agent:** `diagnostics` (Solution role)
**Goal:** Generate 3 solution options with explicit tradeoffs; never pick silently.
### Required output — `solution.json`
```json
{
"task_id": "BUG-417",
"options": [
{
"name": "Quick",
"description": "Increase pool_size from 20 → 50 in db.ts",
"scope_loc": 1,
"risk_tier": "Low",
"tradeoff": "Masks root cause; higher RAM; future growth hits same wall"
},
{
"name": "Strategic",
"description": "Rewrite calculateTotal() to batch via IN-clause",
"scope_loc": 40,
"risk_tier": "Medium",
"tradeoff": "Fixes N+1 permanently; requires regression test on discount logic"
},
{
"name": "Future-Proof",
"description": "Introduce DataLoader pattern across service layer",
"scope_loc": 300,
"risk_tier": "High",
"tradeoff": "Eliminates entire class of N+1 bugs; 2-3 day refactor; needs ADR"
}
],
"recommendation": "Strategic — best risk/value ratio. Quick only if release is < 24h."
}
```
### Quality gate
- All 3 options must have distinct scope (not three flavors of the same fix)
- `tradeoff` must state what is **sacrificed**, not just "takes longer"
- `recommendation` must cite a criterion (time budget, risk tier, blast radius)
- The selected option's acceptance criteria must include rerunning the original
feedback loop from Stage 0 and a regression test when a correct seam exists
## Stage 4 — Finalization
**Agent:** `lead-programmer`
**Goal:** Select option, assign specialist, track execution.
### Actions
1. Review `solution.json` with user (if `risk_tier: High` or `scope_loc > 100`)
2. Select option → write selection to `.investigations/<task_id>/decision.md`
3. Create A2A handoff contract (Rule 16) via `/handoff`:
- `lead-programmer → backend-developer` (or `frontend-developer`, `data-engineer`)
- Acceptance criteria derived from `investigation.hypothesis.falsifiable_by`
4. Append ledger entry (Rule 15) to `production/traces/decision_ledger.jsonl`:
```jsonl
{"ts":"2026-04-17T14:22:00Z","session":"main","agent_id":"lead-programmer","task_id":"BUG-417","request":"/diagnose BUG-417","reasoning":"Verified N+1 as necessary+sufficient; selected Strategic per Solution-stage recommendation","choice":"Strategic refactor of calculateTotal()","outcome":"pass","risk_tier":"Medium","duration_s":1840}
```
## Artifact storage
All intermediate reports MUST be saved to `.investigations/<task_id>/`:
```
.investigations/
└── BUG-417/
├── investigation.json # Stage 1 output
├── verification.json # Stage 2 output
├── solution.json # Stage 3 output
├── decision.md # Stage 4 — human-readable rationale
├── evidence/ # logs, screenshots, traces referenced in reports
└── handoffs/ # A2A contracts (copied from .tasks/handoffs/)
```
**Retention:** Keep until bug is closed + 30 days, then archive to `.investigations/archive/`.
## Escalation paths
| Trigger | Escalate to |
| ------------------------------------------------- | ---------------------------------------------- |
| `diagnostics` circuit OPEN in Investigation (Rule 14) | Surface raw symptom to user; skip pipeline, request manual triage |
| Verification stage returns `inconclusive` twice | Surface to user; request manual reproduction |
| Solution stage cannot produce 3 distinct options | Escalate to `technical-director` — scope unclear |
| User rejects all 3 options | Return to Investigation stage; hypothesis likely wrong |
| Bug reoccurs after fix merges | Restart `/diagnose` with new `task_id`; link prior investigation in `unknowns[]` |
## Integration with coordination rules
- **Rule 6 (Layered Recovery):** If any stage fails once, retry with fresh context before escalating
- **Rule 14 (Circuit Breaker):** Read `production/session-state/circuit-state.json` before invoking each agent
- **Rule 15 (Decision Ledger):** Every stage transition logs to `decision_ledger.jsonl`
- **Rule 16 (A2A Handoff):** Stage 1→2, 2→3, 3→4 each require a handoff contract in `.tasks/handoffs/`
## Concrete example — "Flaky checkout test"
**Symptom:** `checkout.e2e.test.ts` fails ~20% of CI runs; local always passes.
```
/diagnose flaky-checkout-e2e
↓
Stage 1 → Investigation (diagnostics)
hypothesis: "Test clicks #submit before React hydration completes on slow CI runners"
evidence: [CI traces showing hydration marker missing, local has DevTools overhead masking timing]
confidence: medium (cannot reproduce locally)
↓
Stage 2 → Verification (diagnostics)
triangulation:
- Inject 500ms delay before click → test passes 50/50 runs ✓
- Remove delay → fails 9/50 ✗
- Check for hydration marker instead of fixed delay → passes 50/50 ✓
status: confirmed
↓
Stage 3 → Solution (diagnostics)
Quick: add sleep(500ms) [masks issue]
Strategic: waitFor hydration marker [addresses root cause]
Future-Proof: custom test util that always waits for RSC boundary [reusable]
recommendation: Strategic
↓
Stage 4 → lead-programmer
selects Strategic; assigns to qa-engineer
handoff contract: "qa-engineer updates checkout.e2e.test.ts to use waitFor(hydrationMarker)"
acceptance_criteria: ["10 CI runs in a row pass", "no sleep() in test"]
ledger entry written
```
## Common pitfalls
| Pitfall | Fix |
| --------------------------------------------- | --------------------------------------------------------------------------- |
| Hypothesizing before building a loop | Return to Stage 0. A diagnosis without a signal is speculation. |
| Keeping a slow or blurry loop | Rework Stage 0 until the signal is fast, specific, and trustworthy. |
| Skipping Verification ("cause is obvious") | Verifier exists specifically to catch "obvious but wrong" hypotheses |
| Investigator produces only 1 hypothesis | Reject unless evidence makes alternatives impossible; require ranked hypotheses and predictions |
| Solver picks Quick fix without naming tradeoff| Reject — all 3 options required for explicit tradeoff comparison |
| No artifact written to `.investigations/` | Reject — verbal diagnosis is not auditable |
| Running `/diagnose` in parallel on same bug | Only one active investigation per `task_id`; concurrent runs create race |
## Output to user
After Stage 4 completes, summarize in ≤ 5 lines:
```
/diagnose BUG-417 complete.
Root cause: Unbounded .map+await in OrderService.calculateTotal() exhausts pg pool.
Selected: Strategic (batch via IN-clause, ~40 LOC, Medium risk).
Assigned: @backend-developer; acceptance = load test with 50 items passes.
Artifacts: .investigations/BUG-417/
```
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