/discovery — Full Discovery Phase Orchestrator

Quick Ref: Brainstorm → search history → research → plan → pre-mortem. Produces an epic-id and execution-packet ready for /crank.

YOU MUST EXECUTE THIS WORKFLOW. Do not just describe it.

Quick Start

/discovery "add user authentication"              # full discovery
/discovery --interactive "refactor payment module" # human gates in research + plan
/discovery --skip-brainstorm "fix login bug"       # skip brainstorm for specific goals
/discovery --complexity=full "migrate to v2 API"   # force full council ceremony

Architecture

/discovery <goal> [--interactive] [--complexity=<fast|standard|full>] [--skip-brainstorm]
  │
  ├── Step 1: Brainstorm (optional)
  │   └── /brainstorm <goal> — clarify WHAT before HOW
  │
  ├── Step 2: Search History
  │   └── ao search "<goal keywords>" — surface prior learnings
  │
  ├── Step 3: Research
  │   └── /research <goal> — deep codebase exploration
  │
  ├── Step 4: Plan
  │   └── /plan <goal> — decompose into epic + issues
  │
  └── Step 5: Pre-mortem (gate)
      └── /pre-mortem — council validates the plan
          PASS/WARN → output epic-id + execution-packet
          FAIL → re-plan with findings, max 3 attempts

Execution Steps

Step 0: Setup

mkdir -p .agents/rpi

Initialize state:

discovery_state = {
  goal: "<goal string>",
  interactive: <true if --interactive>,
  complexity: <fast|standard|full or null for auto-detect>,
  skip_brainstorm: <true if --skip-brainstorm or goal is >50 chars and specific>,
  epic_id: null,
  attempt: 1,
  verdict: null
}

CLI dependency detection:

# Tracking mode
if command -v bd &>/dev/null; then TRACKING_MODE="beads"; else TRACKING_MODE="tasklist"; fi

# Knowledge flywheel
if command -v ao &>/dev/null; then AO_AVAILABLE=true; else AO_AVAILABLE=false; fi

Step 1: Brainstorm (optional)

Skip if: --skip-brainstorm flag, OR goal is >50 chars and contains no vague keywords (improve, better, something, somehow, maybe), OR a brainstorm artifact already exists for this goal in .agents/brainstorm/.

Otherwise: Invoke /brainstorm to clarify WHAT before HOW:

Skill(skill="brainstorm", args="<goal>")

If brainstorm produces a refined goal, use the refined goal for subsequent steps.

Step 2: Search History

Skip if: ao CLI is not available.

Otherwise: Search for prior session learnings relevant to the goal:

ao search "<goal keywords>" 2>/dev/null || true
ao lookup --query "<goal keywords>" --limit 5 2>/dev/null || true

Summarize any relevant findings (prior attempts, related decisions, known constraints) and carry them forward as context for research.

Ranked packet requirement: Before leaving discovery, assemble a lightweight ranked packet for the current goal:

• matching compiled planning rules / pre-mortem checks
• matching active findings from .agents/findings/*.md
• matching unconsumed high-severity items from .agents/rpi/next-work.jsonl

Rank by literal goal-text overlap first, then issue-type / work-shape overlap, then file-path or module overlap when known. Discovery does not need the final file list yet, but it MUST surface the best matching high-severity next-work items so planning can incorporate them instead of rediscovering them later.

Step 3: Research

Invoke /research for deep codebase exploration:

Skill(skill="research", args="<goal> [--auto]")

Pass --auto unless --interactive was specified. Research output lands in .agents/research/.

Step 3.1: Identify Applicable Test Levels

After research completes, determine which test levels (L0–L3) the goal requires. Read the test pyramid standard (test-pyramid.md in the standards skill) for the full pyramid and selection guide.

Ask:

• Does the change touch external APIs or I/O? → L0 + L1 + L2 minimum
• Does it cross module boundaries? → Add L2
• Does it affect a full subsystem workflow? → Add L3

Record the applicable levels in discovery_state.test_levels for downstream /plan consumption.

Step 4: Plan

Invoke /plan to decompose into an epic with trackable issues:

Skill(skill="plan", args="<goal> [--auto]")

Pass --auto unless --interactive was specified. Plan output lands in .agents/plans/ and creates issues via bd or TaskList.

After plan completes:

1. Extract epic ID: bd list --type epic --status open (beads) or identify from TaskList.
2. Store in discovery_state.epic_id.
3. Carry forward the ranked packet summary (applied findings, known risks, high-severity next-work matches) into the execution packet and phase summary.
4. Auto-detect complexity (if not overridden):
   • Count issues: bd children <epic-id> | wc -l
   • Low: 1-2 issues → fast
   • Medium: 3-6 issues → standard
   • High: 7+ issues or 3+ waves → full

Step 5: Pre-mortem (gate)

Invoke /pre-mortem to validate the plan:

Skill(skill="pre-mortem", args="[--quick]")

Use --quick for fast/standard complexity. Use full council (no --quick) for full complexity or --deep override.

Gate logic (max 3 attempts):

• PASS/WARN: Proceed. Store verdict in discovery_state.verdict.
• FAIL: Retry loop:
  1. Read pre-mortem report: ls -t .agents/council/*pre-mortem*.md | head -1
  2. Extract structured findings (description, fix, ref)
  3. Log: "Pre-mortem: FAIL (attempt N/3) -- retrying plan with feedback"
  4. Re-invoke /plan with findings context:

     Skill(skill="plan", args="<goal> --auto --context 'Pre-mortem FAIL: <findings>'")
     

  5. Re-invoke /pre-mortem
  6. If still FAIL after 3 total attempts, stop:

     "Pre-mortem failed 3 times. Last report: <path>. Manual intervention needed."
     

     Output: <promise>BLOCKED</promise>

Step 6: Output

After successful gate (PASS/WARN): write execution packet and phase summary (read references/output-templates.md for formats), record ratchet, output <promise>DONE</promise>, and report epic-id with suggested next step: /crank <epic-id>. Include test_levels from Step 3.1 in the execution packet for /crank consumption.

Flags

Flag	Default	Description
--interactive	off	Human gates in research and plan
--skip-brainstorm	auto	Skip brainstorm step
--complexity=<level>	auto	Force complexity level (fast/standard/full)
--no-budget	off	Disable phase time budgets

Completion Markers

<promise>DONE</promise>      # Discovery complete, epic-id + execution-packet ready
<promise>BLOCKED</promise>   # Pre-mortem failed 3x, manual intervention needed

Examples

/discovery "add user authentication"              # full discovery
/discovery --interactive "refactor payment module" # human gates
/discovery --skip-brainstorm "fix login bug"       # skip brainstorm

Troubleshooting

Read references/troubleshooting.md for common problems and solutions.

Reference Documents

• references/complexity-auto-detect.md — precedence contract for keyword vs issue-count classification
• references/idempotency-and-resume.md — re-run safety and resume behavior
• references/phase-budgets.md — time budgets per complexity level
• references/troubleshooting.md — common problems and solutions
• references/output-templates.md — execution packet and phase summary formats

See also: brainstorm, research, plan, pre-mortem, crank, rpi