The reusable artifact here was never the vendored targets — it is the discipline: prove equivalence, prove significance, or claim nothing. This packages it as a Claude Code skill usable from any repo. Two modes. `verify` works anywhere, on any two shell commands in any language: equivalence before timing -> A/A calibration -> interleaved A/B with a bootstrap CI -> a verdict decided by the CI lower bound, never the median. `attempt` drives the full in-repo loop (gates, pristine-baseline verdict, ledger row, ROI report). It drives the real bench-runner binary and refuses rather than degrade: on an unsupported host, or with no trust layer reachable, preflight stops and says so instead of falling back to a hand-rolled timing loop. A second copy of the statistics is a second thing that can lie. A refusal ends the claim, not the work. An adversarial review of the skill caught six high-severity defects, all fixed here — several of them the very errors the skill exists to prevent: - verify mode had no risk classification at all. bench-runner emits only accepted/rejected-bench; needs-human-review is minted by the in-repo verdict path, which verify does not run. A concurrency change with byte-identical output would have sailed through as "accepted". The skill now makes the agent the classifier and says so explicitly. - the accept template exposed `pin_prefix`, which is inert for compare/aa/calibrate (only `verdict` reads it) — an agent would have set it and reported pinning that never happened. Now documents wrapping both sides in taskset instead. - the equivalence gate compared stdout only, so two commands that write to stderr and a dist/ tree would "GOLDEN PASS" on two empty files. Now hashes stdout + stderr + exit code + artifact tree, and an empty diff over empty output is a failed gate, not a passed one. - nothing told the agent to build two coexisting immutable artifacts, so a `cargo run` baseline could rebuild from the patched tree mid-bench — the exact trap phase1-verdict-smoke-001 recorded. - service mode was documented as generic HTTP. It is not: the server must take <port> <doc> <iters>, print READY, and close the connection. A stock Express app hangs the harness forever. Contract now stated. - the CI refusal test could not pass: preflight also walks up from its own location, so running it in-place found this very repo. The test now copies the skill out of the tree first. CI job `skill-preflight` asserts the contract that matters — resolve when a trust layer is reachable, REFUSE when it is not, and work when consumed from another repo via PELTIER_HOME. It deliberately does not assert a statistical outcome: a shared runner is too noisy for that, which is precisely why the skill calibrates before it claims. Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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attempt — the full loop, inside a peltier checkout
Profile → hypothesize → patch → gated verdict → ledger row. This mode only
applies when you are working inside a peltier checkout on a target that has
a targets/<name>/target.toml. Everywhere else, use
verify.md.
Requires Linux (harnessd uses Unix sockets and setsid; every gate shells
through sh).
Before you touch anything
Read the ledger first. It records every attempt ever made on this target, including the failures — which is exactly what stops you re-running a dead end:
cargo run -p policy # ranks playbook classes by their evidence
policy reads the ledger and ranks optimization classes by the Wilson lower
bound of their shippable-win rate. It is advisory — a learned prior over
the fixed cheapest-first order. The gates still decide every verdict.
Then respect the order. Cheapest wins first: build flags → LTO → PGO →
allocator swap → then code changes. Do not hand-write SIMD before trying
-O3. The playbook (playbook/) has the preconditions and known risks for
each class.
The boundary you may not cross
The agent may modify only allowlisted paths under targets/<name>/.
crates/, config/, corpora/, and the upstream test suites are read-only:
the thing being measured does not get to grade itself. harnessd enforces
this on every proposed diff (path allowlist over every diff header, including
rename/copy — a patch that tries to escape is rejected, not sanitized).
Log the hypothesis before patching
A hypothesis written after seeing the numbers is not a hypothesis. State what you think is slow, why, and what you expect the change to buy — then patch.
Run the gates
just gates <target>
Corpus pin → test-suite pin (when corpora/<t>/TESTSUITE.sha256 exists) →
upstream tests → golden replay. Note what this does not do: differential
fuzz needs a pristine baseline to differ against, so it reports Skipped here
and runs for real on the accept path below. just gates is a fast equivalence
check, not a fuzz run — do not report it as one.
The verdict — the only thing that can accept a change
just verdict <target> <candidate-bin> <run-id> <class> "<hypothesis>" "<hotspot>" \
--patch-file <diff>
This rebuilds a pristine baseline from the pinned upstream commit (not whatever is lying around in your tree), runs the full gate set against the candidate, benches interleaved A/B against that baseline, and writes one append-only ledger row with the verdict and the complete evidence.
It will refuse to hand you an accepted unless:
- the upstream test suite is green and golden replay is byte-identical (or within the target's declared FP tolerance);
- the differential-fuzz gate actually passed — a real run reporting zero divergences. No fuzz run, no machine accept. Ever;
- ASan/UBSan are clean (and TSan, when the target configures it);
- the bootstrap 95% CI lower bound of the speedup clears the threshold in
config/accept.toml(default 2%); - and a conservative lexical risk classifier finds no concurrency, unsafe,
or floating-point signals in the patch. If it does, the verdict is capped at
needs-human-reviewno matter how good the numbers are.
Any of these failing produces a rejected row. That is a complete, valid outcome — the row is the deliverable. Write it and move on. Do not iterate on a rejected patch more than twice without a genuinely new hypothesis.
Report
just report <run-id>
Mechanically generates the ROI from the ledger row: throughput → cores → dollars, and/or latency percentiles — every figure with its CI, workload, and methodology printed inline. It flags any row that was not accepted, so a rejected attempt cannot be laundered into a dollar figure.
Unattended
just agent-attempt <target> <run-id>
Runs one full attempt behind the OS boundary: harnessd as the trusted uid on
a Unix socket, the agent loop as an unprivileged user, the verdict pipeline
wrapped in a network namespace (scripts/no-net.sh) that fails closed — if
namespaces are unavailable it refuses to run rather than quietly running with
the network up. just isolation-check verifies the boundary from the agent's
side.
When the numbers are good and the change is scary
FP-ordering, concurrency primitives, anything UB-adjacent: needs-human-review,
always, regardless of the speedup. This is not a formality. The one false
accept in peltier's history (phase2-comrak-010) passed its bench and was
caught by a human audit afterwards — which is precisely why the sanitizer lane
is now machine-enforced and why this rule does not bend.