Coding policy for Viktor Gamov's AI agents: language-agnostic quality rules, autonomous shipping discipline, and stack defaults for JVM, Swift, TypeScript, and Python
98
94%
Does it follow best practices?
Impact
99%
1.45xAverage score across 10 eval scenarios
Low
Low-risk findings worth noting
The shape of one task round, and what the lead does between the steps of
skills/herdr-teamlead/SKILL.md. Read this when a round deviates from the happy path.
| Responsibility | Repository writes | Output |
|---|---|---|
| developer | authorized source work in its own worktree | pushed branch and report |
| tester | test code as a report-directory patch | test plan, patch or verification report |
| reviewer | none | independent COMMENT review and report |
| advisor, investigator, architect | none | bounded recommendation, diagnosis or design report |
| release | release operations only | verified release report |
| judge | none | binding dispute ruling |
Activate the responsibilities the next task decision needs. Add specialty
requirements through skills/herdr-teamlead/references/specialists.md; a profile on the bench needs
no worker or monitoring loop. One worker holds one assignment in a dispatch.
Compatible expertise may share a responsibility. Consultations with the same
canonical responsibility use separate dispatches, each with its own engagement.
The owner planner applies capability and contribution eligibility before affordable task familiarity and measured headroom; a verifier's model family breaks headroom ties. Step 3 in the skill names the executable contract. Use measured costs to improve calibration; preserve the pinned judge and the developer's early-fix reservation.
If no eligible worker fits, record the gap and staff or sequence the work. Never silently drop a required responsibility or let a contributor independently verify its own work. Specialist advice does not replace required reviewer and tester passes.
An implementation task runs through the round twice, and only the second pass gates release. Investigation-only tasks use Step 10's knowledge-deliverable gate; they do not require a pushed branch or release reports.
Phase 1 — pre-development. An architect or advisor supplies the
needed design or interaction report. An investigator may first resolve a causal
question. Assess each consultation before using its outcome. The tester maps each acceptance
criterion to a test, or delivers those tests as a patch (tester Mode A or B).
Plan that work with --round tester=test_plan and record its actual contribution
through assess-specialist before selecting Phase 2 verifiers. A test patch
author is an implementation contributor, even while holding the tester role.
The developer implements against both, runs the repo's gates, pushes the
branch, and stops without opening a PR.
Work that trips a Team Composition trigger gates here: its deliverable lands
before implementation, or the lead records the staffing decision and its
reason. Step 3's detect-triggers run decides which of the four fired, and
reads that recorded decision; the lead's own reading of the diff does not. The cheap gate is the one worth making mandatory; a reviewer catching
the same thing one finding per round is the expensive one.
Untriggered work keeps the old judgement, whatever its size: skip Phase 1 when a design note would say less than the diff. Nothing in Phase 1 is a pass; it is preparation.
Phase 2 — post-push verification (mandatory). The reviewer reviews the pushed branch and posts a COMMENT review (Mode B). The tester runs the gates and the acceptance tests against that same branch (Mode C). Both report against the current tip by SHA.
The release hand-off reads Phase 2 reports and nothing else. A design note is not a review of the code that got written, and a test plan is not a test run.
Phase 2 excludes actual design and implementation contributors from reviewer
and tester. The owner applies recorded contribution history; use --exclude
for relevant contributions outside it. Assess uncertain prior consultations
under skills/herdr-teamlead/references/specialists.md. The reviewer responsibility is verification
only; it no longer carries pre-development Mode A. Historical reviewer
responsibility remains unknown until its actual contribution is established.
Consultations can enter later when a new question could change implementation or verification. Scope any resulting correction through the accepted behavior and existing correction allowance; a specialist recommendation grants no new implementation authority. A completed consultation returns to the next needed assignment, or closes an investigation-only knowledge deliverable through Step 10.
teamlead.sh preflight gathers the roster, repo authority,
retrospective cadence, headroom and fired triggers in one JSON. An unnamed
pane has no dispatch handle; name it first. Ownership is the namespace,
never write permission, and the answer becomes the authority line in every
brief. Headroom is a real measure: a working or blocked worker is
skipped with null windows rather than interrupted.teamlead.sh plan assigns the requested responsibilities with
specialty requirements and explicit contribution exclusions where needed.
It contacts nobody; owner state migration may save an older ledger.compose-briefs.sh renders the templates from one values
file, refusing to write anything when a placeholder is unfilled or a
supplied key matches no template. The lead decides the values; the script
decides nothing.provision-worktree.sh creates every worktree the briefs
name, from the shared checkout. A worker never runs git there, so its
checkout has to exist before the brief arrives.teamlead.sh apply uses Step 8's explicit context mode,
then sends the assignment prompt. The recovery reference governs developer
fix retention and the separate assessed specialist continuation path.
It re-reads live status and refuses to type into a busy worker.supervision-watch observes every enrolled worker. Verify
candidates with wait-report.sh --once, ledger outcomes, and acknowledge
handled events under skills/herdr-teamlead/references/supervision.md.Before relying on consultation output, save the report delivery receipt and run
assess-specialist under skills/herdr-teamlead/references/specialists.md. Record the accepted outcome
in the task ledger and resolve its supervision obligations separately. Keep
useful sessions available for likely follow-up, while preserving scoped lessons
outside the session. No idle specialist counts as active work.
The lead appends decisions throughout this flow to the persistent task ledger,
including before pauses and handoffs. skills/herdr-teamlead/references/task-ledger.md separates
dispatch and report observations from assignment acceptance and task completion.
All references to the round log here mean that ledger.
A report is the worker's only channel to the lead. Read all of it, every time —
a ## BLOCKED section can sit under a report that otherwise reads as finished.
teamlead.sh check-gates --report <path> on every
implementation developer report and tester Mode B/C report before accepting
it. An investigation-only developer report carries no gates; accept it on its
knowledge deliverable (skills/herdr-teamlead/references/assignment-reasoning.md).
On an implementation developer report, any failure records needs_work and
goes back as a fix round. On a tester report, a missing or malformed line records needs_work;
a red gate is a blocking finding against the branch. record-report refuses
an approved review whose gates are not green.skills/herdr-teamlead/references/team-operation.md Fix Loops. Keep a stable task identifier and
advance its fix counter; changing worker or scope never restarts it.
Name the findings and prior report in each brief. Re-check the findings
with scoped briefs, then run full verification before release.## BLOCKED section — the worker stopped on something it could not
decide. Resolve it in the NEXT brief, which reaches it through a fresh
dispatch. Never type the answer into the worker that is waiting.wait-report.sh exit 3 — the worker is at an approval or question
dialog. Read the pane, relay the dialog text to the operator verbatim, and
stop the round for that worker. The lead never answers it — an approval
dialog is input, and input to a blocked agent is exactly what Dispatch
Safety forbids. The operator answers; the wait resumes once
herdr agent get <name> reports a state other than blocked.wait-report.sh --once exit 1 with reason: checkpoint_pending —
delivery remains pending. Record the checkpoint, acknowledge its event with a
scheduled pending recheck, and resume the fleet watcher. Never send a second
copy of the brief on a status hint.wait-report.sh --once exit 1 carrying a stall object — the report is
absent, the worker is terminal, and the budget measured from --since is
spent. This is terminal for that wait: schedule no further recheck. Read the
stall.class, record the user-attention obligation, and take the recovery
skills/herdr-teamlead/references/team-operation.md Stalled Workers names for that class. Never
commit the partial work on the strength of the tree building.For an authorized implementation release, Step 10 requires all four:
Under a recorded stop remedy, 2 and 3 read against what ships: the excluded
defect is a tracked accepted defect and the shipped scope carries no other
blocking finding. rules/review-severity.md Judge-Accepted Defect Carve-Out
carries the preconditions; every other gate here is unchanged.
A Phase 1 design note or test plan does not satisfy 2 or 3. A report against an
older SHA does not either: re-run Phase 2 against the current tip. After scoped
re-checks close the findings, re-run Phase 2 with full briefs before handing off
to release. Scoped reports alone never satisfy this gate.
Reassess both passes against current contribution history before releasing. A later discovery that a verifier shaped the task's design or implementation invalidates its independence, even when the reviewed SHA is unchanged. Preserve the historical receipt, append the new gate decision and its evidence to the task ledger, and obtain a fresh independent report. Never rewrite the prior review or treat an old approval as authority over newer contribution evidence.
Some tools resolve their configuration by walking filesystem ancestors, so a
fixture placed under the reports directory is not isolated from the operator's
own project: an isolated HOME and the XDG directories are not enough when the
lookup starts at the fixture and climbs. One real rehearsal initialized the
operator's home-level Tessl project that way, and an unauthenticated run then
wrote a rule index missing a private dependency.
The brief names a task-owned fixture root for that work, outside every ancestor
that configures the tool, and the worker keeps every report, plan and patch
artifact under the reports directory as usual
(skills/herdr-teamlead/references/team-operation.md Writers and Checkouts carries the
preconditions).
The root is this assignment's own: created under a name no other assignment uses, never a directory that already exists and never one reached through a symlink. The cleanup at the end removes it, and a reused or linked root would make that cleanup delete somebody else's files.
Inside that root, before any command that writes through the tool:
Which files those are, and which manifest a given tool reads, belong to the tool's own documentation — not to this reference or a brief.
At Step 10, apply skills/herdr-teamlead/references/assignment-reasoning.md to
the findings and their proposed corrections. Preserve required judge rulings
and operator decisions; scope classification never waives a blocking finding.
Read this task's confirmed fix history, name the next fix number,
and return to Step 2 with self-contained briefs carrying the findings and prior
reports. Preserve the developer for retained fixes; use a fresh context for the
fresh-worker stage. Never reset the counter during re-planning. At a contested
verdict or a lead override, go to Step 11 first. At an exhausted allowance,
record the checkpoint through the owner commands in
skills/herdr-teamlead/references/dispatch-recovery.md, report implementation
as awaiting_diagnosis, consult the investigator, and go to Step 11 with its
assessed report. Use the plan its
remedy records for the bounded extra attempts; collect each preceding attempt's
actual blocking review before continuing.
At Step 17, the lead never edits the branch itself. At an exhausted allowance,
record the checkpoint through the owner commands in
skills/herdr-teamlead/references/dispatch-recovery.md and take the diagnosis;
the boundary is a diagnostic question, not a budget prompt. The plan its remedy
records covers multiple attempts within those bounds; fresh release handoffs do
not ask for context-change permission. Report implementation as
awaiting_diagnosis while the diagnosis is pending. Record the remedy once and
continue within it.
Otherwise return to Step 10 carrying ACTION: verbatim as required work. Count
that implementation as the next fix, under the same task identifier, and gate the
resulting tip again before release.
The registry build's PR #27 went through 12 automated review rounds — policy reviewer plus Copilot — because the code reached the bots before the team's own reviewer and tester had seen it. Each round cost a full CI cycle and a context reload on the developer.
A plain branch push does not trigger the policy reviewer. That gap is the opening: the developer pushes the branch and stops. The tester and the reviewer run against the pushed branch, the developer folds their blocking findings in, and only then does the PR open — so the bots review work the team has already agreed on, and the usual outcome is one round instead of twelve.
The hand-off is therefore split around the bots:
Skill(skill: "release") Steps 1–4 — readiness, PR,
version reasoning, and the review request.The lead releases nothing until it holds a reviewer Mode B report and a tester Mode C report against the SHA the developer pushed. A newer push invalidates both: re-run Phase 2 against the new tip.
A Phase 2 review is delivered in the reviewer's report file; there is no PR
yet to post it on. When a PR already exists (a fix round after release
started), the workers share one GitHub account, and GitHub refuses APPROVE
and REQUEST_CHANGES on that account's own PR, so the review is also posted
as a COMMENT review with each finding labelled blocking or advisory per
rules/review-severity.md. The COMMENT state carries no gate, so the LEAD is
the gate: a blocking finding in an internal review sends the round back,
whatever GitHub's merge box says.
A reserved seat outside ordinary staffing, on the most capable model
available. It holds no other responsibility. skills/herdr-teamlead/references/team-operation.md
Judge Seat is the contract; this section is the operational detail for
Steps 11–17 of skills/herdr-teamlead/SKILL.md.
It runs in two modes. Adjudication settles a dispute; diagnosis asks why a fix loop is not converging. Dispatch adjudication on exactly one of three triggers:
All three are disputes, and a dispute is settled once. Dispatching an adjudication at every allowance boundary made the seat a per-round toll on the window its developer and reviewers already share; that trigger is gone and stays gone.
An exhausted allowance is a different question, and it gets the second mode — after the investigator. That profile is written for "unclear causality or repeated unsuccessful fixes", it is read-only and bounded, and it is the cheaper seat: it produces the reproduction and causal assessment, and the judge rules on them. A diagnosis without one is refused. The loop that exhausts its budget is rarely short of attempts: a find-rate that holds flat while every round closes its finding is a structural problem, and more rounds reproduce it. Diagnosis asks why the loop is not converging and what has to change. The lead ran the loop and is the wrong diagnostician of its own dispatch pattern, so the read is independent for the same reason a review is.
Its report opens with six lines rather than three:
DIAGNOSIS: <why the loop is not converging, from the evidence>
REMEDY: continue — <rounds, approach unchanged> | restructure — <the change> | stop — <what ships, what is tracked>
BOUND: <developer attempts this remedy allows> — <why that number> | none — for stop
ASSESSMENT: <the investigator report this diagnosis ruled on>
EVIDENCE: <the rounds, findings and diffs the diagnosis rests on>
UNVERIFIED: <anything unconfirmed against the tree, or "none">A continue or restructure remedy carries the attempt budget in BOUND,
which is the number the operator used to supply. It is counted in developer
attempts, justified against the cited evidence, and capped: the recording
command refuses a bound above its ceiling rather than honouring it. ASSESSMENT
names the investigator report the judge ruled on, and the record binds that
path the way supervision's enrollment binds the judge's own report. A stop
remedy ships what is clean and records the remainder as a tracked accepted
defect; that authority is the judge's, stated so a lead does not re-escalate
out of caution. The judge files nothing: the lead files the remainder as an
issue and records its owner/repo#number reference on the diagnosis, which
diagnose requires for stop and refuses on any other rung. Recording it also
files a user-attention obligation naming that issue, so the operator learns of
the override they hold without going to look for it.
The diagnosis is re-enterable when its own remedy's bound exhausts with
blocking work remaining. A remedy that was independently diagnosed and still
did not work is evidence for the next diagnosis, not for the operator, who
holds nothing on the second pass they did not hold on the first. Re-entry
moves down the ladder continue → restructure → stop, or repeats one rung
once against a recorded PROGRESS line: a remedy that produced nothing is
never reissued, the ladder never runs backwards, a rung already repeated is
spent, and stop is terminal, so a task takes at most five diagnoses. No
operator sits in the path of any of them.
skills/herdr-teamlead/references/team-operation.md Judge Seat carries the contract; the record
shapes are the owner's, in skills/herdr-teamlead/references/dispatch-recovery.md.
It is read-only without exception in either mode: no file edit, no mutating
git or gh command, no GitHub post, no subagent dispatch.
Each adjudication position cites its evidence: a file and line, a command and its output, or a revision. The lead copies those citations into the brief and never supplies its own; a position that cites nothing reads "none cited".
Adjudicating, it reads both positions and the governing rule, checks only the
evidence each position cites against the tree rather than trusting either
side's framing, and never explores the tree beyond those citations. It returns
a report opening with three
lines — RULING: uphold A | uphold B | amend — <line> | insufficient — <facts needed> | blocked — <question>,
ACTION: naming the minimal step, UNVERIFIED: naming anything it could not
check — followed by its numbered reasons.
Those three lines belong to adjudication; a diagnosis carries the five above
and never a RULING: or an ACTION:.
insufficient is the judge naming disputed facts the cited evidence cannot
settle. It is not a completed ruling: the lead dispatches an investigator to
establish exactly those facts with citations, then re-dispatches the judge on
the same dispute with that report as INVESTIGATION_REPORT.
blocked is the judge declining to rule on a question only the operator can
answer: authority, intent, or a choice no tree records. The round stops there
and the named question goes to the operator. The lead does not dispatch a
second judge and does not rule in its place.
The ruling or remedy binds the round the moment the lead reads it. Only the
operator overrides one; record the override and why in the round log. No
diagnosis remedy waits on an operator for the task to reach a terminal state.
A blocked adjudication is the one ruling that does: it stops the round and
sends its named question to the operator, as it always has.
The judge worker is declared in the main config.json and is measured and
planned like every other seat, but its seat is pinned rather than ranked: the
judge block names the agent, model and effort, the planner never chooses who
judges, and the pinned worker never holds another seat.
It runs on the same Claude subscription as the claude worker, so both
declare the same window_group and the planner charges a seat's cost against
every worker sharing that window. When that window is exhausted the round
halts: there is no substitute judge, no fallback to another vendor's flagship,
and no degraded ruling.
authority
fact, which runs verify-authority.sh.Step 8 of skills/herdr-teamlead/SKILL.md follows these outcomes. Before a
finish, apply the whole-fleet pause/handoff contract in skills/herdr-teamlead/references/supervision.md.
--dry-run — inspect the context choice, requested tier, and relaunch
argv. It contacts no worker, writes no ledger, and proves no live tier. Finish here.Step 17 follows these branches. Before a finish, preserve any user question and
apply the whole-fleet pause/handoff contract in skills/herdr-teamlead/references/supervision.md.
The RULING: line binds the round. Only the operator overrides it.
For an investigation-only task, an uphold or amend ruling returns to Step 10's
knowledge-deliverable gate with the ruling and any required authorized research.
Apply the existing correction allowance and judge rules to remaining findings.
Do not enter implementation Phase 2 or Step 18 without implementation/release
authorization. An insufficient or blocked ruling follows its path below.
insufficient — the cited evidence cannot settle the named facts.
Return to Step 2 for an investigator consultation under
skills/herdr-teamlead/references/specialists.md that establishes exactly
those facts with citations. Once Step 10 accepts its report, return to
Step 11 and re-dispatch the judge on the same dispute with that report as
INVESTIGATION_REPORT. The dispute was never settled, so this is not a
second ruling on a settled dispute. A checkpoint never cites an
insufficient report.uphold A / uphold B / amend, ACTION: changing no branch content
— record the ruling. Proceed to Step 18 only with Step 10's broad reports
against the current tip. Otherwise re-run Phase 2 with full briefs carrying
the ruling. Do not re-dispatch the judge for the same settled dispute.uphold A / uphold B / amend, ACTION: changing the branch — apply
the round-flow reference's Branch-Changing Ruling contract. Finish here while
its required operator decision is pending; otherwise return to Step 10 with
ACTION: as the next counted fix.blocked — the judge declined to rule. Stop the round and put its
named question to the operator. Do not dispatch a second judge and do not
rule in its place. Finish here.REMEDY: continue — record the diagnosis, then return to Step 10 and
spend the bounded rounds with the approach unchanged.REMEDY: restructure — record the diagnosis, apply the named structural
change to the shape of the work, then return to Step 10 within its bound.
The change is the judge's to name and the lead's to carry out.REMEDY: stop — file the remainder the remedy names as an issue, under
the round's verified repo authority (rules/external-repo-contributions.md).
Record the diagnosis with that issue as defect_issue (owner/repo#number);
diagnose refuses a stop without one. Release what is clean, with the
remainder as the tracked accepted defect that issue holds. The remedy
carries that authority; do not re-escalate it. Proceed to Step 18 for what
ships. A version-2 stop record predates the reference and does not satisfy
rules/review-severity.md Judge-Accepted Defect Carve-Out precondition 2;
shipping its remainder needs the operator's plan over that remedy or a fix.PROGRESS. The previous assessment never satisfies
the new diagnosis. Never re-enter above the last rung, and never repeat a
rung twice..tessl-plugin
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