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clawmates/docs/TEMPLATE-MATURITY.md
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Omar SobhandClaude Opus 5.5 509b7ceb89
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docs: continuous_improvement evidenced via self_audit — 7 of 12
With briefs in the record, the audit named the planted brief/condition
mismatch as a setup defect and proposed the brief change, and independently
found its own earlier quoting failures and proposed the fix already made.

Co-Authored-By: Claude Opus 5.5 (1M context) <[email protected]>
2026-09-22 18:01:15 -05:00

15 KiB

Template maturity — what our agents can actually be asked to do

A review of the 6 workflow recipes and 12 team templates, on 2026-09-22. Graded by evidence, not by what the TOML declares: a recipe is mature when a mission built from it has completed and something checked the result.

Workflow recipes

recipe phases standing check staffing grade
research_and_code 2 (research → coding) 13 harness scenarios research→topic_research, coding→rust_sdlc Proven
research_only 1 (research, repo-less) 2 scenarios topic_research Proven
security_hardening 3 (scan → research → coding) 1 scenario +rust_sdlc Exercised
benchmark 1 1 scenario rust_sdlc Exercised
refactor 1 1 scenario rust_sdlc Exercised
continuous_research 2 (analysis → script) none continuous_research Runs live, unguarded

research_and_code is the workhorse: every delivery, gate, judge, memory and triage scenario is built on it, so it is re-proven on every harness run. research_only earned its grade differently — its staffing was measured and corrected: under the old rust_sdlc default it delivered 5 roles, 14 skill deliveries and ~50 KB of prompt with 1 of 9 skills applicable; on topic_research it is 3 roles, 4 deliveries, 24 KB, 4 of 4.

continuous_research is the outlier and the one to fix first. It has the most moving parts of any recipe — harvest → triage → manifest → analysis → ranking → script → episode.json → vault commit — it ran twice today and produced real output both times, and nothing in the harness would notice if it broke tomorrow. Every other recipe has a standing check; this one has operator attention, which is not the same thing.

What the recipes declare that does not fire

phase_config::DECLARED_BUT_UNREAD is the honest list, and recipes lean on it:

key used by status
loop research_and_code (until_no_more_int_items), refactor (single_pass) inert — iteration is max_iterations + done_when
produces almost every recipe (["md"]) inert — artifact rendering is not driven by it
input_from_phase security_hardening inert — phases share a checkout
mcp_bundles (phase level) security_hardening inert — bundles come from the TEAM template

None of this is hidden: security_hardening.toml carries a "what is real here and what is decoration" section and annotates its own dead keys inline. That is the right pattern and the other five should copy it. The risk is not the dead keys themselves — it is that a reader takes loop = "until_no_more_int_items" for a loop.

Team templates

All 12 are structurally sound and every declared skill resolves to a real file — 0 unbound across all of them, which is the skill-binding-repair work holding (it was 55 of 85 dangling once).

team slots risk profile skills evidenced?
rust_sdlc planner coder tester reviewer committer coding_readwrite 19 yes — harness default
topic_research lead_researcher evidence_checker report_writer research_web_readonly 4 yes — measured
continuous_research paper_reader signal_ranker script_writer research_readonly 11 yes — live runs
backend api_designer db_engineer coder tester committer coding_readwrite 20 yes — first run 2026-09-22
frontend designer coder tester committer coding_readwrite 12 no
mobile designer coder tester committer coding_readwrite 11 no
gpu arch_analyst kernel_author bench_engineer coder committer coding_readwrite 13 no
threejs scene_designer coder shader_author perf_engineer committer coding_readwrite 13 no
codebase_research code_archeologist architecture_mapper flow_tracer vault_scribe research_readonly 11 yes — first run 2026-09-22
papers_research domain_scout paper_reader library_curator research_web_readonly 8 yes — first run 2026-09-22
insight_research implementation_tracker novelty_hunter publication_drafter research_readonly 8 no
continuous_improvement brain_inspector improvement_proposer improvement_evaluator research_readonly 7 evidencedself_audit recipe; diagnosed a planted cause and found a real one

Six of twelve are evidenced. backend was exercised on 2026-09-22, the first time anything had been staffed from it: all five roles provisioned with real agents (api_designer, db_engineer, coder, tester, committer), and the mission delivered cursor pagination — Paged<T>, paginate<T: Clone>, module declared, cargo test 3 passed — judged met on the first pass, 2 files pushed. It also gave the task-permission shadow its first confirmed Edit call.

codebase_research was exercised the same day, against the real clawmates repository rather than the toy scratch crate, with a task that cannot be faked from filenames: trace every hop of a mission agent's tool call from the guest hook to the recorded event, naming file, function and whether each hop runs in the guest or on the host. It produced a 189-line research/GATE-MAP.md describing code committed the same day — the four-field NODE_EXTRACT including agent_type, the shadow-mode would-deny.jsonl semantics, install_with — and all six of its line citations verify exactly (hook_script_with 562, NODE_EXTRACT 789, TaskPolicy 297, ROLE_POLICIES 261, settings_hook 809, install_command_with 819). Nothing hallucinated. Five of twelve.

papers_research followed: asked for a bounded library on microVM and sandbox isolation for agents, it delivered a README index and four notes with complete frontmatter, judged met. The judge could only check the frontmatter was present; a paper team whose container has no pdf-to-text tool is exactly where invented citations live, so every arXiv id was checked against arXiv itself — all four exist, with exact title matches. One of them, 2603.02277 (SandboxEscapeBench), is a paper the operator's own research pass had already cited, which is independent evidence it found on-topic work rather than plausible filler. Six of twelve.

continuous_improvement ran too, and gets a different grade, because running and working came apart. All three roles handed off with attributed commits, and it was scrupulously honest: it filed zero level-up proposals, its proposer committed "no proposals warranted, evidence base too thin", and its audit opens by stating the problem exactly — "No .brain files are accessible within the repo or mission filesystem — brains are held in the platform, not checked in."

That is the defect, and it is structural rather than a matter of data. The template's subject is "every project agent's .brain"; those live in the server's /data/brains volume, and nothing delivers them into a mission — the same shape as research-has-no-delivery-channel and skills-had-no-delivery-channel. So it audited the only agent-shaped thing in reach, a ROSTER.md in the scratch repo, and read that file's 6.1.128 (a guest kernel version) as an agent version, having no way to know better. It is not counted as evidenced.

A channel alone would not rescue it. Mission crews are minted per mission (reuse is off by decision), and missions write memory to the repo brain, so every agent brain is a ~2 KB seed with no history to audit. The template assumes long-lived agents that accumulate a record; the platform makes disposable ones. That is a design decision to resolve, not a bug to patch.

Retargeted (2026-09-22). The decision taken: audit the repo brain, which is where missions actually write what they learn. The server now exports it as /mission/memory/PROJECT-MEMORY.md, one line per judged phase, and installs it into every mission that has a repository.

Two runs followed, and they separate the channel from the steering:

  • v2 (01a0cad8) — channel works, steering does not. The 2.4 KB record was installed. The agent made 50 tool calls, 0 of them touched it, 13 went to the roster, and the judge passed it. The brief and done_when were reused from v1 ("read each agent's brain"), and the template's retargeted role prompts are inert on mission turns (see prompt-injection-two-paths). Rewriting system_prompt cannot aim a mission; only the brief can, and nothing supplies one for this team.
  • v3 (01a0cade) — right answer, failed by the judge. With a brief and done_when pointing at the record, 3 of 7 tool calls read it. The audit states the record exactly (4 lines, MET 4 / UNMET 0), finds no pattern, and files zero proposals ("a single UNMET line would be an incident; this record has zero"), the correct result on an all-MET record. The judge failed it, correctly by the letter: the condition required each finding to quote the record lines, and the audit summarised them in a table instead. max_iterations was 1, so there was no retry.

So the subject is now reachable and the reasoning holds up. The unproven part is the case this team exists for, a record with failures. That needs a repository whose history contains UNMET verdicts, and a default brief so no caller has to write one. Still not counted as evidenced.

The self_audit recipe, and a record with real failures (2026-09-22). The brief now lives in templates/workflows/self_audit.toml, so a mission naming only template_kind = "self_audit" and a repo is staffed and aimed without the caller writing anything. To give it something to find, two missions were planted on the scratch repo whose done_when required a Limitations section their brief never mentioned. The judge marked both UNMET for exactly that. The record then held 7 lines: 4 MET, 3 UNMET, the third being v3's quoting failure, a natural single-incident control.

Mission 01a0cb3f, launched with no brief of its own, read the record (8 of 25 tool calls), stated 7 / 4 / 3, found the one pattern, quoted both lines verbatim, and named the quoting failure as an incident with no proposal. The judge passed it on iteration 1 of 2.

Its diagnosis was wrong, and the record is why. It concluded the agents "produced the main content but omitted the final required section" and proposed a write-then-check checklist. The recorded prompts show the agents were never told: none of the three mentions Limitations, because working agents are not shown their completion condition. The checklist would not have helped. The record carried the condition and not the brief, so a brief/condition mismatch was invisible to any reader of it. Three fixes followed:

  • verdict lines now carry the phase's brief beside its condition;
  • the mission id in a line is the uuid tail: the two planted missions, launched 34 s apart, both rendered as 01a0cb38 (a UUIDv7 leads with its timestamp), and the audit read them as one mission;
  • the recipe has the auditor copy the record into the checkout, since the judge cannot read /mission/memory. Iteration 0 failed as "could not verify the quotes" until the agent did this unprompted.

Counts, pattern-vs-incident discipline and verbatim evidence: shown. A correct diagnosis of a cause: not yet shown, and until now not possible.

Re-run with the fixes (mission 01a0cb54) — evidenced. A second planted pair, whose lines now carry their briefs, joined the record (11 lines: 5 MET, 6 UNMET). Launched again with nothing but template_kind and a repo, the audit copied the record into the checkout, and the judge confirmed its counts by grep against that copy. It passed on iteration 0. Its findings:

  • The planted pattern, diagnosed correctly. "The requirement appeared in the condition but not in the brief, so the agent was never asked to write it … a setup defect." The proposal is the right one: the brief, old wording quoted, new wording asking for the section.
  • A pattern nobody planted. Its own two earlier UNMET audits (v3, and 01a0cb3f's first attempt) were judged for the same missing thing. It noted that their briefs predate the record carrying briefs, so it could not tell what those agents were told, and proposed "copy the record, quote verbatim". That is the fix made by hand in 9ca71e5, found independently from the record alone.

Seven of twelve. Limits: the planted pattern is one shape (brief omits a condition's requirement); the pre-fix lines still render two missions as 01a0cb38, which the audit counted correctly as two lines; and it proposes into a markdown file. Nothing reads research/IMPROVEMENT-AUDIT.md or files level_up_proposals from it.

Two of the remaining six are still unevidenced, and the other four are blocked on a target stack. The other nine are well-formed scaffolding: roles, prompts, brain seeds and resolving skills, and no run behind any of them. They will probably work — they are structurally identical to the three that do — but "probably" is the word, and this codebase has a name for the gap between a thing being wired and a thing being proven.

Five of the nine need something we do not have: frontend, mobile, threejs and gpu target stacks with no repository in the harness to point them at, and insight_research needs a vault plus commit history. Those are blocked on a target, not on the template. The remaining four — codebase_research, papers_research, continuous_improvement, backend — could be exercised against repositories we already have.

One thing both runs showed: agents reach for Bash

Cumulative tool calls across every mission since the policy shipped: Bash 74, Read 34, Write 15, Glob 3, Edit 1, Agent 1. A read-only mapping mission that could have used Grep and Glob used Bash 33 times and Read 5. That matters for task permission: the allowlist's dedicated-tool entries (Grep, ToolSearch, WebFetch, TodoWrite) may simply never be exercised, so "unconfirmed by a real run" will not converge for them — and it means the surface that actually needs governing is Bash, which the floor rules already cover.

What this means we can ask for today

With confidence: a repo-backed research→code loop on a Rust project, with a judge, a commit gate, a verifier subagent and delivery to a branch. A repo-less research report with sourced claims. Both are re-proven on every harness run.

With supervision: a security scan and plan, a benchmark, a refactor. Each has completed once under a standing check; none has the depth of evidence the first two have.

With attention: continuous research. It works, it produced two good digests today, and it has no guard.

Not yet: anything staffed from the other nine teams. Nothing is known to be wrong with them; nothing is known to be right either.

The two things worth doing next

  1. A continuous-research harness scenario. The recipe with the most moving parts is the only one with no standing check, and it now also carries the paper triage (kind + evidence). A scenario that launches it, waits, and asserts the manifest has tags and a spread, analysis.md covers every paper, and episode.json parses would turn operator attention into a guard.
  2. Exercise the four unblocked teams once each, against repositories we already have, and record what came out. Not to prove them mature — one run is not maturity — but to find out whether they run at all, which nobody currently knows.