ax:retro - guided experiment-loop session

Closes the self-improvement loop. Claude orchestrates

ax improve …

commands; the user decides each row.

Assumes

ax

(axctl) is on PATH. If

ax improve list

fails, tell the user to check

docs/development.md#setup

(DuckDB dylib setup - no daemon required) and stop.

When to fire

ONLY fire on explicit triggers:

"let's do an ax retro" / "ax retrospective" / "retro time"
"review my ax proposals" / "triage proposals"
"what's my experiment loop status" / "lock pending verdicts"
"hook effectiveness review" / "intervention review"
"self-improvement session"
```
/ax:retro
```
slash command (if the plugin marketplace publishes one)

Do NOT fire on a generic "look at my recent work" - that risks dragging unrelated context into the loop.

Defaults

Window for hook signals: last 7 days. Widen to 30 if evidence is sparse.
Don't apply changes silently. Every accept/reject/verdict gets the user's explicit yes per row.
The retro is read-mostly. Skill scaffolds + verdict locks are the only side-effects.

Workflow

Step 0 - Drain pending session retros

Before the proposal queue, check whether prior sessions still owe a retro. This is the "quota arbitrage" path - idle Opus budget chews through the backlog so the experiment loop has signal next time.

Run:
bash
```
ax retro pending --since=7 --idle-min=30 --json
```
Returns sessions in the last 7 days that have no
```
reviewed
```
graph edge yet AND look finished (explicit
```
ended_at
```
, or last turn is
30min idle). If the list is empty, skip to Step 1.
Show the list to the user as 1 line per session (project · turns · model · reason). Ask:

N session(s) pending retro. Want me to dispatch the retro-reviewer subagent for all of them in parallel, or pick a subset?
On
```
all
```
or
```
<subset>
```
: for each chosen session, write a brief:
bash
```
ax retro brief --session=<session_id>
```
This writes
```
.ax/tasks/retro/<key>.md
```
with frontmatter (transcript path, suggested model, turn count, etc.) and a body that tells the reviewer what to do.
Dispatch one
```
retro-reviewer
```
subagent per brief, in parallel. Pass each brief path in the prompt; let the subagent's frontmatter pin
```
model: opus
```
(override per session if
```
suggested_model
```
differs and the user asked you to economize).
If the
```
retro-reviewer
```
subagent type doesn't resolve (not installed, or the active harness is not Claude Code), read and review the brief INLINE using its required-output instructions instead of abandoning the backlog.
Wait for all subagents. Aggregate results: counts of retros emitted, proposals recommended, model-fit suggestions. Render as a short summary. The user does not approve retro emissions per row - the subagent already wrote them. The user DOES decide on resulting proposals in Step 2.
The
```
reviewed
```
edge now exists for each drained session, so a re-run of
```
ax retro pending
```
should show fewer rows.

If the user declines Step 0, move on. The backlog stays - next retro picks it up.

Step 1 - Snapshot

Run silently (parallel where possible):

bash

ax improve list --status=open --json
ax improve list --status=accepted --json
ax improve verdict --json
ax retro list --since=7 --json         # cluster-derived friction summary
ax hooks summary --since=7 --tail=20   # optional; tolerate failure

ax retro list

reflects three pattern types now:

tool failures (skill form) ->
```
Pre-<Tool> guard
```
proposals
correction pressure (guidance form) -> "Reduce recurring user corrections" proposals targeting
```
CLAUDE.md
```
friction kinds (skill form, one per kind) ->
```
Address recurring <kind> friction
```
proposals

If any of those surfaced, mention them so the user knows to triage in Step 2.

Compute counts: open proposals (by form), accepted experiments with

locked_verdict IS NONE

, checkpoints due since last lock. Then render to the user as 2-4 lines, e.g.:

7 open proposals (3 skill, 4 guidance). 2 accepted experiments are waiting on a verdict. Hook activity last 7d: 142 invocations, 3 blocking errors. Want to triage proposals first, lock the pending verdicts, or skim hook signals?

If both proposal/verdict queues are empty: tell the user nothing's due and offer

ax ingest --derive-only

to refresh evidence.

Step 2 - Triage open proposals

Order open proposals by

frequency

desc. For each, in turn:

Run
```
ax improve show <dedupe_sig> --json
```
(or reuse the row from step 1).
Render as 3-5 lines. Example for a skill proposal:

Schema change guardrail (skill · freq=9 · confidence=high) Hypothesis: schema edits often surface in fix-chains within ~14d. Trigger: fix commits overlap schema files. Behavior: run schema lint + one read/write smoke before edit.
Ask the user: accept, reject, or skip.
Branch:
- accept → run
```
ax improve accept <dedupe_sig>
```
  . Tell the user where the SKILL.md was scaffolded. Offer: "Want to refine the scaffolded SKILL.md right now?" If yes: read the file, propose edits, write them back.
- reject → ask for a short reason (≤80 chars). Run
```
ax improve reject <dedupe_sig> --reason "<reason>"
```
  .
- skip → no command. Move on; the proposal stays open for the next retro.

After the loop, summarize: "Accepted 3, rejected 1, skipped 2."

Step 3 - Verdict review

For each experiment whose latest checkpoint is unlocked (

locked_verdict IS NONE

), in age order:

Run
```
ax improve verdict <dedupe_sig>
```
to fetch the experiment + checkpoint history.
Render the most recent checkpoint as 2-3 lines:

Schema change guardrail - t+30 checkpoint 12 opportunities in window, 8 addressed (66%). Suggested: adopted.
Ask the user to confirm the suggested verdict OR override:
- ```
adopted
```
  (artifact is doing real work)
- ```
ignored
```
  (user wrote it but never invoked it)
- ```
regressed
```
  (it made things worse)
- ```
partial
```
  (mixed signal)
- ```
no_longer_needed
```
  (pattern self-resolved; trigger stopped firing)

Run

ax improve verdict <dedupe_sig> --set <verdict>

to lock it.

Step 4 - Hook effectiveness pass (optional)

Only run if the user asked for hook review OR if step-1 found ≥3 blocking errors. Light touch - this section is read-only.

Show top hooks from
```
ax hooks summary --since=7 --tail=20
```
if not already shown.
If a hook keeps blocking, ask: "Want to inspect a recent invocation?" Then run
```
ax hooks invocations --command="<hook>" --tail=5
```
and render.
Backtest known feedback cases:
bash
```
ax hooks cases enforce-worktree --tail=50 --window=3
```
Treat each backtest result as one case type. Report pass/fail/ inconclusive counts.
Interpretation:
- A blocking hook error is not automatically bad. If the next few agent actions show corrected behavior, it's a useful corrective signal.
- A successful hook is not automatically useful. Look for downstream behavior change.
- ```
hook_progress
```
  without a terminal success/blocking event is a telemetry gap unless correlated with visible behavior.
- Prefer deterministic backtests over model judgment.
- To author a NEW guard from a recurring failure:
```
ax hooks init
```
  , write a
```
defineHook
```
  hook in
```
~/.ax/hooks/
```
  ,
```
ax hooks backtest
```
  it against history, then
```
ax hooks install --providers=claude,codex
```
  .

Step 5 - Close out

Output a one-paragraph summary:

Counts: accepted / rejected / skipped / verdicts locked.
Any scaffolded SKILL.md files that still need refinement.
When the next retro is recommended. Compute: earliest
```
experiment.created_at + 7d
```
among accepted-but-unlocked experiments, formatted as "next retro suggested around YYYY-MM-DD".

Then ask whether the user wants to commit the scaffolded skill files + proposal-status changes (DB is local, but SKILL.md files are on disk and may belong in version control).

How to track feedback

The retro itself produces durable signal that the experiment loop already captures:

Acceptance rate by form - after the session, derive from
```
proposal.status
```
. If skill-form gets accepted 80% but guidance gets rejected 80%, the derive-proposals stage is over-eager on the wrong form. Surface as an observation.
Reject reasons -
```
proposal.reject_reason
```
is a free-text corpus. After the session run:
bash
```
ax improve list --status=rejected --json | jq '.[].reject_reason'
```
Look for repeated phrases ("duplicate of existing hook"). When a pattern emerges, the derive-proposals stage should dedupe against it
- tell the user.
Verdict surprises - when the user overrides a suggested verdict, note it. Repeated overrides mean the verdict math is biased.

These are observations, not actions. Report in the close-out; don't write to insight tables.

CLI reference Claude calls

bash

ax improve list [--form=skill|subagent|hook|guidance|automation] \
                [--status=open|accepted|rejected|superseded|all] [--json]
ax improve show <dedupe_sig> [--json]
ax improve accept <dedupe_sig> [--force]
ax improve reject <dedupe_sig> --reason "<text>"
ax improve verdict [<dedupe_sig>] [--set <verdict>] [--json]
ax improve checkpoint [--force]
ax improve reset --yes                     # destructive; only when user requests

ax retro pending [--since=N] [--idle-min=N] [--json]   # Step 0 backlog
ax retro brief --session=<id> [--out-dir=<path>] [--json]
ax retro emit --session=<id> [--source=<src>] [--from-file=<json>]
ax retro list [--since=N] [--limit=N] [--json]

ax hooks summary [--since=N] [--tail=N]
ax hooks invocations [--command="<name>"] [--tail=N]
ax hooks cases <case-name> [--tail=N] [--window=N]

--force

accept

overwrites an existing SKILL.md scaffold. Only use when the user explicitly says so.

reset --yes

wipes ALL proposal/experiment/checkpoint state. NEVER run without explicit user confirmation in this session.

Failure modes

```
ax improve list
```
returns empty → run
```
ax ingest --derive-only
```
once, retry. If still empty, evidence is genuinely thin; tell the user.
```
ax improve accept
```
reports
```
scaffold_exists
```
→ ask the user if they want
```
--force
```
or to abandon.
```
ax improve verdict --set
```
reports
```
verdict_locked
```
→ that experiment is already finalized; show the locked value and move on.
```
ax hooks summary
```
returns nothing → retry with
```
--since=30
```
; if still empty, the hook telemetry pipeline is idle, surface as a TODO.
Read/query error → tell the user to check
```
docs/development.md#setup
```
(
```
AX_DUCKDB_DYLIB
```
).

Anti-patterns

Don't dump raw JSON. Render summaries.
Don't run
```
ax improve accept
```
for every open proposal in a batch; the user must say yes per row.
Don't write to
```
~/.claude/skills/
```
directly. The CLI handles that.
Don't propose deleting a scaffolded SKILL.md mid-retro; that's a separate cleanup task.
Don't auto-implement experiments from the hook pass. Recommendations only; the user decides + commits.

retro

NPX Install

Tags

SKILL.md Content