Claude Skill

investigate

Systematic diagnosis for unknown failures — local environment, tool setup, CI vs local divergence, hook misbehavior, and runtime anomalies. Gathers signals broadly, ranks hypotheses, uses adversarial review (Codex or foundry:challenger) for ambiguous cases, probes each, and repor

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Download Borda-AI-Rig-plugins_cc_foundry_skills_investigate-39e3a48.zip · 7 KB
borda/ai-rig 27 4 forks Apache-2.0 Updated 4d ago
Part of borda/ai-rig — 82 skills

Install

skills CLI npx skills add https://github.com/Borda/AI-Rig/tree/main/plugins/cc_foundry/skills/investigate
Claude Code claude plugin marketplace add https://llmmart.ai/marketplace.json && claude plugin install borda-ai-rig@llmmart
Git git clone https://github.com/Borda/AI-Rig.git

The skills CLI installs just this skill, for any of its supported agents. Claude Code installs the whole borda/ai-rig collection as a plugin from our marketplace. Git is the plain clone.

Skill manifest

Files (ai-rig)
  • SKILL.md 20.6 KB
    ---
    name: investigate
    description: "Systematic diagnosis for unknown failures — local environment, tool setup, CI vs local divergence, hook misbehavior, and runtime anomalies. Gathers signals broadly, ranks hypotheses, uses adversarial review (Codex or foundry:challenger) for ambiguous cases, probes each, and reports root cause with a recommended next action. NOT for known code bugs (/develop:debug (requires `develop` plugin)) or config quality (/foundry:audit). TRIGGER when: unknown failure with no Python traceback — hook not firing, CI passes locally but fails remotely, background agent stalled, behavior inconsistent with config; phrases: \"not working but config looks right\", \"hook not triggering\", \"why isn't X running\". SKIP: Python traceback present (use develop:debug (requires `develop` plugin)); known code bug with repro (use develop:fix (requires `develop` plugin)); pure config quality check (use foundry:audit)."
    argument-hint: <symptom, question, or failing command> [--fast] [--keep "<items>"]
    allowed-tools: Read, Write, Bash, Grep, Glob, Agent, Skill, TaskList, TaskCreate, TaskUpdate, AskUserQuestion
    model: opus
    effort: high
    ---
    
    <objective>
    
    Diagnose unknown failures: broken local setup, environment mismatch, tool misbehavior, hook problems, CI vs local divergence, permission errors, runtime anomalies. Gather signals broadly, eliminate hypotheses systematically, report confirmed root cause + recommended next skill. No fixes — diagnosis only. NOT for: known Python test failures with traceback (use `/develop:debug` (requires `develop` plugin)); `.claude/` config quality sweep (use `/foundry:audit`).
    
    </objective>
    
    <inputs>
    
    - **$ARGUMENTS**: required — symptom, question, or failing command, e.g.:
    
      - `"hooks not firing on Save"`
      - `"bridge review is unavailable on this machine"`
      - `"/calibrate times out every run"`
      - `"CI fails but passes locally"`
      - `"uv run pytest can't find conftest.py"`
    
    - **`--fast`**: optional flag — skip Step 4 adversarial Codex review; use when speed matters more than thoroughness, or Codex unavailable.
    
    $ARGUMENTS empty or too vague: use AskUserQuestion: "What exactly is failing or behaving unexpectedly? Include the command and any error output you can share."
    
    </inputs>
    
    <compaction>
    - Key boundary 1: end of Step 2 (signals.md written to run-dir), before Step 3 rank hypotheses.
    - Key boundary 2: end of Step 3 (hypotheses.md written), refreshed again after each Step 5 probe verdict — so a mid-loop compaction does NOT re-rank or re-probe.
    - Preserve: INVESTIGATE_RUN, symptom.txt, signals.md, hypotheses.md paths; adversarial-review path (codex/challenger) if Step 4 ran; probe ledger (hypothesis → Confirmed/Ruled-out/Inconclusive).
    - Terminal path: end of Step 6 (report + follow-up gate complete).
    </compaction>
    
    <workflow>
    
    **Task hygiene**: load and follow the protocol below.
    
    ```bash
    # loads: compaction-contract.md
    # audit-skip: resilience-replication
    python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_foundry}/bin/load_shared_doc.py" foundry skills/_shared task-hygiene.md  # timeout: 5000
    ```
    
    **Task tracking**: TaskCreate tasks for Gather, Hypothesise, Probe, Report; mark in_progress/completed as you go.
    
    ## Step 1: Parse symptom and scope
    
    ```bash
    export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
    python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_foundry}/bin/extract-keep-flag.py" investigate "$ARGUMENTS"  # timeout: 5000 — parses --keep, clears stale contract
    eval "$(python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_foundry}/bin/parse-skill-flags.py" --flags fast "$ARGUMENTS")"  # timeout: 5000
    ARGUMENTS="$CLEAN_ARGS"
    rm -f "${TMPDIR:-/tmp}/investigate-verdicts-${CSID}"  # stale probe ledger  # timeout: 3000
    ```
    
    From $ARGUMENTS extract:
    
    - **What**: specific failure or anomaly
    - **Where**: local / CI / both; which tool or command; which skill or hook if applicable
    - **When**: started recently (after change) or always broken; intermittent or consistent
    
    **Unsupported flag check** — after all supported flags extracted (`--fast`, `--keep`), scan `$ARGUMENTS` for remaining `--<token>` tokens. Found: print `` ! Unknown flag(s): `--<token>`. Supported: `--fast`, `--keep`. `` then invoke `AskUserQuestion` — (a) **Abort** (stop, re-invoke with correct flags) · (b) **Continue ignoring** (skip unknown flags, proceed). On Abort: stop.
    
    ## Step 2: Gather signals
    
    **Init run directory unconditionally at start of Step 2** — `$INVESTIGATE_RUN` must be set even when Step 4 skipped (`--fast` path), so Step 6's read of `$INVESTIGATE_RUN/*-review.md` doesn't expand to `/codex-review.md` or unset reference. Step 4 creates review files only when adversarial review runs; Step 6 must guard reads with `[ -f <path> ]`.
    
    ```bash
    export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
    # timeout: 5000
    INVESTIGATE_RUN=".temp/investigate/$(date -u +%Y-%m-%dT%H-%M-%SZ)"
    mkdir -p "$INVESTIGATE_RUN"
    echo "$INVESTIGATE_RUN" > "${TMPDIR:-/tmp}/investigate-run-path-${CSID}"  # persist; re-read in later steps
    echo "INVESTIGATE_RUN=$INVESTIGATE_RUN"  # bash vars don't persist; read from stdout
    ```
    
    Collect evidence in parallel — do NOT form hypotheses yet. **Tool versions and PATH**:
    
    ```bash
    which python && python --version                                                                   # timeout: 5000
    which uv 2>/dev/null && uv --version 2>/dev/null || echo "uv: not found"                             # timeout: 5000
    node --version 2>/dev/null || echo "node: not found"                                                 # timeout: 5000
    CODEX_STATUS=$(python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_foundry}/bin/check_bridge.py" --status 2>/dev/null || echo "absent"); echo "bridge@borda-ai-rig: $CODEX_STATUS"  # timeout: 5000
    ```
    
    ```bash
    env | grep -E 'PATH|VIRTUAL_ENV|UV_|CLAUDE|HOME|SHELL|NODE' | grep -v -E '(_TOKEN|_KEY|_SECRET|_PASSWORD|_PASS)=' | sort # timeout: 5000
    ```
    
    **Recent changes**:
    
    ```bash
    git log --oneline -10        # timeout: 3000
    git diff HEAD~3..HEAD --stat # timeout: 3000
    ```
    
    **Config state** (when symptom involves Claude Code, hooks, or skills):
    
    Use Read to check `.claude/settings.json` — look for hook registrations, allow entries relevant to failing command, and `enabledMcpjsonServers`. For `~/.claude/settings.json` (outside allowed Read paths), use Bash:
    
    ```bash
    jq . ~/.claude/settings.json  # timeout: 5000
    ```
    
    **Logs** (when symptom involves skill run, background agent, or hook):
    
    Use Grep with pattern `ERROR|WARN|failed|not found|exit` across `.notes/logs/`, `.claude/logs/` (legacy fallback), `/tmp/`, or relevant `.reports/<skill>/` run dirs. Read last 50 lines of any relevant log file.
    
    Capture all output before Step 3.
    
    After gathering evidence, capture top signals as working notes for Step 4 spawn prompts, persist to disk so values survive bash-state reset between Steps 2 → 3 → 4:
    
    - `SYMPTOM_DESCRIPTION` — verbatim from `$ARGUMENTS`
    - `KEY_SIGNALS` — write 3–5 bullet-point sentences summarizing the most diagnostic signals found above (tool versions, missing binaries, config anomalies, recent changes)
    
    Use Write tool (NOT `echo > $INVESTIGATE_RUN/...` heredoc, which loses bash variable state across tool calls) to write captured values to disk so Step 4 spawn prompts can instruct subagents to Read them rather than relying on inline interpolation:
    
    - `Write(file_path="<INVESTIGATE_RUN>/symptom.txt", content=<SYMPTOM_DESCRIPTION>)` — substitute `<INVESTIGATE_RUN>` with the path printed in the Step 2 bash output above
    - `Write(file_path="<INVESTIGATE_RUN>/signals.md", content=<KEY_SIGNALS>)`
    
    Step 4 spawn prompts must instruct subagent to Read these files (not rely on inline `${SYMPTOM_DESCRIPTION}` interpolation, which LLM can paraphrase or truncate under context pressure).
    
    ```bash
    export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
    IFS= read -r _INVESTIGATE_RUN < "${TMPDIR:-/tmp}/investigate-run-path-${CSID}" 2>/dev/null || _INVESTIGATE_RUN=""
    IFS= read -r _KEEP < "${TMPDIR:-/tmp}/investigate-keep-items-${CSID}" 2>/dev/null || _KEEP=""
    _PRESERVE="run-dir=$_INVESTIGATE_RUN, symptom=$_INVESTIGATE_RUN/symptom.txt, signals=$_INVESTIGATE_RUN/signals.md"
    [ -n "$_KEEP" ] && _PRESERVE="$_PRESERVE; user-keep: $_KEEP"
    python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_foundry}/bin/write_skill_contract.py" "foundry:investigate" "hypothesise+probe (after signal gather)" "$_INVESTIGATE_RUN" "$_PRESERVE" "rank hypotheses (Step 3) → adversarial review (Step 4) → probe (Step 5) → report (Step 6)"  # timeout: 5000
    ```
    
    ## Step 3: Rank hypotheses
    
    List candidate root causes ranked by probability, drawing only from gathered evidence:
    
    | Rank | Hypothesis | Supporting evidence | Ruling-out test |
    | -- | -- | -- | -- |
    | 1 | … | … | … |
    | 2 | … | … | … |
    | 3 | … | … | … |
    
    Capture ranked hypothesis table as `HYPOTHESIS_TABLE`, persist to disk before Step 4 — use Write tool:
    
    - `Write(file_path="<INVESTIGATE_RUN>/hypotheses.md", content=<HYPOTHESIS_TABLE>)`
    
    Avoids LLM-paraphrase risk when inlining a long table into a spawn prompt. Step 4 spawn prompts instruct subagent to Read this file.
    
    Refresh the compaction contract now that ranking is done — the boundary moves into the Step 4–5 loop so a mid-loop compaction resumes from `hypotheses.md` instead of re-ranking:
    
    ```bash
    export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
    # Compaction contract — boundary 2: ranking done, entering adversarial+probe loop (compaction-contract.md §Lifecycle)
    IFS= read -r _IR < "${TMPDIR:-/tmp}/investigate-run-path-${CSID}" 2>/dev/null || _IR=""
    IFS= read -r _KEEP < "${TMPDIR:-/tmp}/investigate-keep-items-${CSID}" 2>/dev/null || _KEEP=""
    _PRESERVE="run-dir=$_IR, symptom=$_IR/symptom.txt, signals=$_IR/signals.md, hypotheses=$_IR/hypotheses.md"
    [ -n "$_KEEP" ] && _PRESERVE="$_PRESERVE; user-keep: $_KEEP"
    python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_foundry}/bin/write_skill_contract.py" "foundry:investigate" "adversarial+probe (after hypotheses ranked)" "$_IR" "$_PRESERVE" "adversarial review (Step 4, unless --fast) → probe hypotheses (Step 5) → report (Step 6). Resume from hypotheses.md — do NOT re-rank."  # timeout: 5000
    ```
    
    Common categories:
    
    - **Environment mismatch** — tool version differs; wrong virtualenv active; PATH missing entry
    - **Missing dependency** — binary not on PATH; package not installed; module import fails
    - **Config / permission error** — settings.json allow entry missing; hook path wrong; settings.local.json override
    - **State pollution** — stale lock file, leftover tmp artifact, or cached state conflicts with current run
    - **Recent change regression** — git commit or config edit introduced issue (check `git log`)
    - **Sync drift** — project `.claude/` and `~/.claude/` diverged; compare manually or `/foundry:audit setup`
    - **External service** — network unavailable, API rate-limited, or remote tool unreachable
    
    ## Step 4: Auxiliary review (optional)
    
    **Skip entirely** when `--fast` passed, or top hypothesis has strong direct evidence. Skip: proceed to Step 5.
    
    When `--fast`: mark Step 4 task `deleted` (not completed — it was skipped).
    
    Otherwise, set up adversarial review. Run dir created in Step 2; re-resolve path string here (bash state does not persist):
    
    ```bash
    export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
    # timeout: 5000
    IFS= read -r INVESTIGATE_RUN < "${TMPDIR:-/tmp}/investigate-run-path-${CSID}" 2>/dev/null || INVESTIGATE_RUN=""
    # fallback if path file absent
    [ -z "$INVESTIGATE_RUN" ] && INVESTIGATE_RUN=$(find .temp/investigate -maxdepth 1 -mindepth 1 -type d 2>/dev/null | sort -Vr | head -1)
    CODEX_OUT="$INVESTIGATE_RUN/codex-review.md"
    echo "INVESTIGATE_RUN=$INVESTIGATE_RUN"
    echo "CODEX_OUT=$CODEX_OUT"  # spawn-prompt reads both stdout lines
    ```
    
    > **Step 2 appends the resolved run path to `${TMPDIR:-/tmp}/investigate-run-path-${CSID}`** so this resolution succeeds — see `echo "$INVESTIGATE_RUN" > "${TMPDIR:-/tmp}/investigate-run-path-${CSID}"` in Step 2.
    
    Re-check Codex availability at point of use (bash vars don't persist across tool calls) and **echo result so next prose decision can read it**:
    
    ```bash
    # check_bridge.py resolves the installed-and-enabled state in one call and already honors a
    # project-local .claude/settings.json opt-out, which an inline registry read does not.
    CODEX_STATUS=$(python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_foundry}/bin/check_bridge.py" --status 2>/dev/null || echo "absent")  # timeout: 5000
    [ "$CODEX_STATUS" = "available" ] && CODEX_AVAILABLE=true || CODEX_AVAILABLE=false
    [ "$CODEX_AVAILABLE" = "false" ] && printf "  bridge@borda-ai-rig is %s — skipping bridge review\n" "$CODEX_STATUS"
    echo "CODEX_AVAILABLE=$CODEX_AVAILABLE"  # bash vars don't persist; branch below MUST read this value from stdout
    ```
    
    **Read `CODEX_AVAILABLE=…` from bash stdout above** (NOT shell state). Printed `true`: spawn Codex; else spawn `foundry:challenger`. Spawn prompts below instruct subagent to Read persisted symptom/signals/hypotheses files (written in Steps 2 and 3) — more reliable than inlining values, which LLM can paraphrase under context pressure.
    
    Bridge available (requires `bridge@borda-ai-rig` installed and enabled): substitute concrete path strings for `<INVESTIGATE_RUN>` and `<CODEX_OUT>` before constructing prompt:
    
    > **Agent budget** — each spawn costs ~120,851 tok of fixed overhead (~73 tool-calls' worth) plus ~12.0 s/call, so work under ~73 calls is cheaper done inline: spawn nothing. Keep each agent near ~55 tool-calls; past ~60 they stall without returning an envelope, forcing reconstruction from disk. Every spawn prompt must require an envelope even on exhaustion — `partial: true` plus what was finished.
    
    ```text
    Skill(skill="bridge:review", args="Read-only adversarial review of hypothesis quality. Read <INVESTIGATE_RUN>/symptom.txt, <INVESTIGATE_RUN>/signals.md, and <INVESTIGATE_RUN>/hypotheses.md. Challenge the top hypothesis, identify blind spots, and surface alternative root causes. Return actionable findings with locations; do not apply fixes.")
    ```
    
    After the call returns, use the Write tool yourself to persist its findings text to `<CODEX_OUT>` (bridge:review is read-only and does not write files) — Step 6 reads this path guarded by `[ -f <path> ]`.
    
    Else (Codex unavailable): substitute `<INVESTIGATE_RUN>` with printed run-dir path:
    
    ```text
    Agent(subagent_type="foundry:challenger", prompt="Adversarial review of hypothesis quality. Read these files for full context: <INVESTIGATE_RUN>/symptom.txt, <INVESTIGATE_RUN>/signals.md, <INVESTIGATE_RUN>/hypotheses.md. Challenge the top hypothesis, identify blindspots, and surface alternative root causes. Read-only analysis only. Write full findings to <INVESTIGATE_RUN>/challenger-review.md using the Write tool. Return ONLY: {\"status\":\"done\",\"file\":\"<path>\",\"findings\":N,\"severity\":{\"critical\":N,\"high\":N,\"medium\":N,\"low\":N},\"confidence\":0.N,\"summary\":\"<one-line>\"}")
    ```
    
    Before issuing call: scan constructed prompt string for remaining `<` or `>` characters — present means substitution incomplete; resolve before spawning.
    
    - Add challenger alternative hypotheses as new rows in Step 3 table
    - Re-rank if challenger gives stronger evidence for lower-ranked candidate
    - Challenger finds category not in common list: add it
    
    ## Step 5: Probe top hypotheses
    
    One targeted test per hypothesis — clear confirm/rule-out signal. Run independent probes in parallel.
    
    ```bash
    # Example probes — adapt to the actual symptom
    
    # Environment mismatch
    python --version  # timeout: 3000
    
    # Missing allow entry
    jq -r '.permissions.allow[]' ~/.claude/settings.json
    
    # Hook path wrong
    ls -la ~/.claude/hooks/
    
    # Sync drift
    diff <(jq -S . .claude/settings.json) <(jq -S . ~/.claude/settings.json) | head -40
    ```
    
    Per probe: mark **Confirmed**, **Ruled out**, or **Inconclusive**. Append each verdict to probe ledger, refresh contract — so a mid-loop compaction doesn't re-probe an already-decided hypothesis:
    
    ```bash
    export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
    # WHY: probe verdicts live only in-context; a post-compact resume without this would re-probe ruled-out hypotheses (loop)
    echo "<hypothesis> :: <Confirmed|Ruled-out|Inconclusive>" >> ${TMPDIR:-/tmp}/investigate-verdicts-${CSID}
    IFS= read -r _IR < "${TMPDIR:-/tmp}/investigate-run-path-${CSID}" 2>/dev/null || _IR=""
    _VERDICTS=$(tail -8 "${TMPDIR:-/tmp}/investigate-verdicts-${CSID}" 2>/dev/null)  # cap keeps contract compact; tail keeps most-recent verdicts
    _REVIEW=""; [ -f "$_IR/codex-review.md" ] && _REVIEW="$_IR/codex-review.md"; [ -f "$_IR/challenger-review.md" ] && _REVIEW="$_IR/challenger-review.md"
    python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_foundry}/bin/write_skill_contract.py" "foundry:investigate" "probe (Step 5)" "$_IR" "hypotheses=$_IR/hypotheses.md${_REVIEW:+, review=$_REVIEW}" "probe remaining pending hypotheses → confirm root cause → report (Step 6). Skip Confirmed/Ruled-out in the probed list below." "probed (do NOT re-probe)" "$_VERDICTS"  # timeout: 5000
    ```
    
    Stop when one hypothesis confirmed with clear evidence, or top-3 all ruled out (expand to lower-ranked candidates — max 2 expansion rounds, per CLAUDE.md §Safety breaks for loops default cap of 3). Cap hit with nothing confirmed: stop, report inconclusive with the ruled-out list — do not loop through the full candidate table.
    
    ## Step 6: Report findings
    
    Re-resolve `$INVESTIGATE_RUN` from persisted path file (`cat "${TMPDIR:-/tmp}/investigate-run-path-${CSID}"`). Guard each read with `[ -f <path> ]`: `$INVESTIGATE_RUN/codex-review.md` exists, read it; `$INVESTIGATE_RUN/challenger-review.md` exists, read it. Either or both may be absent (Step 4 skipped via `--fast`, or spawned agent failed silently). Incorporate new hypotheses or blindspots from existing files into Evidence section below; skip read entirely if neither file present — do NOT block on missing review files.
    
    ```markdown
    ## Investigation: <symptom>
    
    **Root cause**: <confirmed cause, or "inconclusive — suspects narrowed to X, Y">
    
    **Evidence**:
    - <key finding that confirmed the diagnosis>
    - <secondary supporting evidence>
    
    **Ruled out**: <hypotheses eliminated and why>
    
    **Recommended next action**: <one of:>
      - `/develop:fix` — code regression confirmed (application code only — NOT for `.claude/` changes) (requires `develop` plugin — check plugin availability before following this recommendation)
      - `/foundry:manage update <name> "<change directive>"` — `.claude/` agent/skill content needs adding or updating (NOT for structural/quality sweeps — use `/foundry:audit` for that)
      - `/foundry:audit` — structural/quality issue in `.claude/` config confirmed (e.g. broken cross-refs, missing blocks, tag imbalance); NOT for content additions — use `/manage update` for those
      - `/foundry:setup` — propagate project `.claude/` to `~/.claude/` (foundry plugin is the distribution path)
      - Manual step: <exact command to run>
      - Further investigation needed: <what additional info would resolve it>
    ```
    
    End with a `## Confidence` block:
    
    ```markdown
    ## Confidence
    **Score**: 0.N — [high ≥0.9 | moderate 0.85–0.9 | low <0.85 ⚠]
    **Gaps**:
    - [e.g., root cause unconfirmed — probe was inconclusive; external service logs inaccessible]
    
    **Refinements**: N passes.
    - Pass 1: [gap addressed]
    ```
    
    Invoke `AskUserQuestion` as follow-up gate: (a) Invoke recommended next action (from Recommended next action field above) (b) Run additional investigation with narrowed hypothesis (c) Skip — diagnosis complete
    
    ```bash
    export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
    rm -f .temp/state/skill-contract.md ${TMPDIR:-/tmp}/investigate-verdicts-${CSID}  # clear contract + probe ledger — skill complete (compaction-contract.md §Lifecycle)  # timeout: 5000
    ```
    
    </workflow>
    
    <notes>
    
    - **Diagnosis only** — never apply fixes; hand off with specific recommended action
    - **Scope vs `/develop:debug`**: `/develop:debug` (requires `develop` plugin) needs known test failure, runs TDD fix loop. `/investigate` = "something wrong, don't know what" — cause may not be in application code
    - **Scope vs `/foundry:audit`**: `/foundry:audit` = scheduled quality sweep of `.claude/`. `/investigate` = triggered by live failure; two complement each other (investigate finds config symptom, audit confirms structural issue)
    - **Follow-up**: `/develop:fix` (requires `develop` plugin) for implementing resolution once root cause confirmed
    - **Broad first**: always complete Step 2 before hypothesising — premature anchoring = most common investigation failure
    - **Parallel probes**: run independent probes in single response, avoid serial latency
    - **Inconclusiveness valid**: report what's ruled out, what info would close remaining gap — don't fabricate root cause to appear decisive
    - **Root-cause discipline**: drill to confirmed root cause before handoff — never hand off "likely cause"; fix applied and symptoms persist: re-invoke investigate with residual symptom to continue the loop; full protocol in `rules/debugging.md`
    
    </notes>
    

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