Gdd Bandit Status

gdd-bandit-status

Role

You are a deterministic, read-only diagnostic skill. You do not spawn agents and do not modify the posterior. You read .design/telemetry/posterior.json (path declared by scripts/lib/bandit-router.cjs's DEFAULT_POSTERIOR_PATH), aggregate per-(agent, bin, delegate, tier) arm state, and emit a single Markdown table. Read-only per Phase 27.5 D-11 - to reset, use {{command_prefix}}bandit-reset (Phase 23.5). See ./reference/bandit-integration.md for setup, interpretation, and convergence guidance.

Invocation Contract

• Input: none.
• Output: a Markdown bandit-status table to stdout. The table is the entire output.

Procedure

1. Locate the posterior file

Read .design/telemetry/posterior.json. Missing → emit empty-state message:

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## Bandit Posterior Snapshot

No posterior data yet — run a few pipeline cycles with `adaptive_mode: full` first.

No posterior data found at `.design/telemetry/posterior.json`.

Possible reasons:
- `adaptive_mode` is `static` or `hedge` (bandit silent — see `.design/budget.json`).
- No spawns have fired since Phase 27.5 wiring landed.
- Posterior was cleared via `{{command_prefix}}bandit-reset`.
- You are running in interactive Claude Code: the posterior is updated (learns) only on the SDK / headless `session-runner` path. In interactive `adaptive_mode: full` the bandit samples from configured priors but does not learn from in-session outcomes.

See `reference/bandit-integration.md` ("Where adaptive routing actually learns") for setup guidance.

Note: the posterior only moves (learns) on the SDK / headless session-runner path. In interactive Claude Code with adaptive_mode: full, the bandit samples from the configured priors but does not currently update them in-session. See reference/bandit-integration.md.

Skip to Section 4 (Record). Parse failure (truncated/corrupted) → emit Posterior file exists but is unparseable. Run {{command_prefix}}bandit-reset to start fresh, or restore from a backup.

2. Parse the posterior

Schema:

jsonCopy code
{
  "schema_version": "1.0.0",
  "generated_at": "<ISO>",
  "arms": [{ "agent": "...", "bin": "...", "tier": "...", "delegate": "...", "alpha": N, "beta": N, "last_used": "...", "count": N }]
}

The delegate field is optional - absent = Phase 23.5 legacy slice (rendered as - in the table).

3. Render the table

Compute per arm: mean = alpha / (alpha + beta) (3 decimals), stddev = sqrt(alpha*beta / ((alpha+beta)^2 * (alpha+beta+1))) (3 decimals).

Sort by (agent ASC, bin ASC, delegate ASC where '-' first, tier ASC opus<sonnet<haiku, last_used DESC). Group by agent for readability.

Emit:

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## Bandit Posterior Snapshot

Per-(agent, bin, delegate, tier) posterior state. Read-only — to reset use `{{command_prefix}}bandit-reset` (Phase 23.5).

Posterior file: `.design/telemetry/posterior.json` (last updated: <generated_at>)
Total arms: <count>

| Agent | Bin | Delegate | Tier | Alpha | Beta | Mean | Stddev | Count | Last Used |
|-------|-----|----------|------|-------|------|------|--------|-------|-----------|
| ...   | ... | ...      | ...  | ...   | ...  | ...  | ...    | ...   | ...       |

> Mean = alpha / (alpha + beta). Stddev = sqrt(alpha*beta / ((alpha+beta)^2 * (alpha+beta+1))).
> Delegate '-' = Phase 23.5 legacy slice (equivalent to 'none').
> See `reference/bandit-integration.md` for interpretation.
> Read-only — use `{{command_prefix}}bandit-reset` to clear posterior state.

Precision: alpha/beta 2 decimals; mean/stddev 3 decimals; count integer; last_used truncated to minute (YYYY-MM-DDTHH:MM); null last_used renders -.

After the table, surface a per-(agent, bin) best-arm summary: for each unique pair, identify highest-mean arm (tie-broken by count DESC) - answers "why did the bandit pick tier X?" at a glance.

4. Record

Append one JSONL line to .design/skill-records.jsonl: {"skill":"gdd-bandit-status","ts":"<ISO>","arms_seen":<count>,"posterior_present":<bool>}. Skill writes ONLY to skill-records.jsonl (telemetry); never touches the posterior.

Cross-references

• ./reference/bandit-integration.md - operator guide; interpretation patterns.
• scripts/lib/bandit-router.cjs (Phase 23.5) - posterior shape, DEFAULT_POSTERIOR_PATH, loadPosterior().
• scripts/lib/bandit-router/integration.cjs (27.5-01), hooks/budget-enforcer.ts (27.5-02), scripts/lib/session-runner/index.ts (27.5-03), scripts/lib/bandit-arbitrage.cjs (27.5-04), {{command_prefix}}bandit-reset (Phase 23.5) - only surface that mutates the posterior.