Judge
A collection of personal AI coding assistant configurations, specialist agents, and automated workflows optimized for Python and ML open-source development.
npx -y skills add Borda/AI-Rig --skill judgeAssembled from the repository path, not quoted from the project. Check it against their README if it does not work.
One thing to look at
- 23 stars23 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.
What its author says it does
Copied from the file, not written here
Research-supervisor review of program.md — validates experimental methodology (hypothesis clarity, measurement validity, control adequacy, scope, strategy fit), emits APPROVED / NEEDS-REVISION / BLOCKED verdict before expensive run loop.
SKILL.md
28.7 KB, as published. Nobody here has run it
Research-supervisor review of program.md — validates experimental methodology, emits APPROVED / NEEDS-REVISION / BLOCKED verdict before expensive run loop. Read-only; never modifies code or state.
NOT for: running experiments (use /research:run); designing hypotheses (use research:scientist agent); config quality (/foundry:audit (requires foundry plugin)).
</objective>
Key boundary: end of J3 — methodology and scientific review agents complete, output files written; before J4 validation and J6 verdict. Preserve: RUN_DIR (TMPDIR key), PROGRAM_PATH (TMPDIR key), methodology.md path, scientific-review.md path, SKIP_VALIDATION flag, BRANCH. Clear at J1 start (stale prior run) and at end of J6 after terminal summary printed.
</compaction> <workflow> <!-- Agent resolution: see _RESEARCH_SHARED/agent-resolution.md -->Agent Resolution
Agent resolution: load and follow the protocol below. Contains foundry check + fallback table. If foundry not installed: use table to substitute each foundry:X with general-purpose. Agents: foundry:solution-architect, research:scientist.
# loads: compaction-contract.md
_RESEARCH_SHARED=$(python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_research}/bin/resolve_shared.py" 2>/dev/null) # timeout: 5000
[ -z "$_RESEARCH_SHARED" ] && { echo "! Plugin path resolution failed — ensure research plugin installed and CLAUDE_PLUGIN_ROOT set, or invoke from project root."; exit 1; }
cat "$_RESEARCH_SHARED/agent-resolution.md"
| Agent | Fallback if absent |
|---|---|
foundry:solution-architect | general-purpose (methodology review quality reduced — ⚠ general-purpose agent may not emit methodology_rating in required format; verdict defaults to NEEDS-REVISION) |
research:scientist | general-purpose (scientific rigor review quality reduced — ⚠ general-purpose agent may not emit scientific_rating; verdict defaults to NEEDS-REVISION) |
Judge Mode (Steps J1–J6)
Triggered by judge or judge <file.md>.
Task tracking: create tasks for J1, J2, J3, J4, J5a, J5b, J6 at start — before any tool calls. (J5a = Codex adversarial review; J5b = resolve rating source.)
Step J1: Locate and parse program.md
Flag parsing (first):
SKIP_VALIDATION=false
[[ "$ARGUMENTS" == *"--skip-validation"* ]] && SKIP_VALIDATION=true
ARGUMENTS="${ARGUMENTS/--skip-validation/}"
ARGUMENTS="${ARGUMENTS#"${ARGUMENTS%%[![:space:]]*}"}" # trim leading whitespace
# Extract --keep quoted value (compaction-contract.md §keep semantics)
KEEP_ITEMS=""
if [[ "$ARGUMENTS" =~ --keep[[:space:]]\"([^\"]+)\" ]]; then
KEEP_ITEMS="${BASH_REMATCH[1]}"
fi
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
# Clear stale contract from any prior incomplete run (compaction-contract.md §Lifecycle)
rm -f .temp/state/skill-contract.md # timeout: 5000
echo "${KEEP_ITEMS:-}" > "${TMPDIR:-/tmp}/judge-keep-items-${CSID}" # persist for J3 contract write
Unsupported flag check: load and follow the protocol below. Supported flags for this skill: --skip-validation, --keep.
# loads: unsupported-flag-protocol.md
_RESEARCH_SHARED=$(python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_research}/bin/resolve_shared.py" 2>/dev/null) # timeout: 5000
cat "$_RESEARCH_SHARED/unsupported-flag-protocol.md"
Input resolution (priority order):
- Explicit argument:
/research:judge path/to/plan.md - Auto-detect:
program.mdat project root - Latest state: scan
.experiments/state/*/state.jsonfor most recent withstatus: runningand non-nullprogram_filefield - If nothing found: stop with error:
No program.md found. Run /research:plan <goal> first, or provide a path: /research:judge <path.md>
Parsing — find ## <Section> headings in program.md, extract first fenced code block per section, parse as key: value lines, warn on unrecognized keys. --skip-validation and colab_hw judge-specific, extracted independently.
Placeholder substitution — after parsing, apply same substitution as R1: resolve all {field_name} tokens in metric_cmd and guard_cmd using ## Config fields, fallback to declared default. No clarification_prompt in judge — skip clarification-override step.
Extract <program_title> from # Program: <title> line for reports (fallback # Campaign: <title> for legacy files).
Step J2: Completeness audit
Check 12 items. Produce findings list with severity. Each finding has: id, check, status (pass/fail/warn), severity, detail.
| ID | Check | Severity if failing | Description |
|---|---|---|---|
| C1 | ## Goal present and non-empty | critical | Campaign cannot run without a goal |
| C2 | ## Metric has command field | critical | No metric = no feedback loop |
| C3 | ## Metric has direction field (higher/lower) | critical | Cannot decide keep/revert without direction |
| C4 | ## Guard has command field | critical | Without guard, regressions go undetected. Note: a command field containing only echo 0, true, or exit 0 is equivalent to no guard (always exits 0 regardless of test state) — flag as critical with detail "guard command is a no-op; add real regression detection". |
| C5 | scope_files present in ## Config | high | Without scope, ideation agent modifies arbitrary files |
| C6 | Each scope_files path exists on disk (glob match) | high | Non-matching patterns = ideation agent has nothing to work with. If filesystem unavailable, flag warn unless path name signals non-existence (e.g., nonexistent, placeholder, todo, legacy_v1, deprecated, old, removed). |
| C7 | target set in ## Metric | medium | Without target, campaign runs to max_iterations — may waste compute |
| C8 | max_iterations in bounds (1–50) | medium | Missing defaults to 20 (acceptable); >50 violates SKILL.md constants. Additionally: if value is within bounds but >20 AND combined with risk factors (C4 fails / guard empty, OR C6 fails / scope non-existent), add a separate low finding: "max_iterations=N is elevated; with no functioning guard/scope, runaway iterations amplify risk — consider reducing to ≤15 until guard/scope is fixed" |
| C9 | agent_strategy is valid (auto/perf/code/ml/arch) | medium | Invalid value silently falls back to auto |
| C10 | compute is valid (local/colab/docker) | low | Invalid defaults to local |
| C11 | colab_hw valid (if present) | low | colab_hw absent OR is one of H100, L4, T4, A100, V100, A10G, TPUv2, TPUv3, TPUv4 — fail detail: "colab_hw '<value>' is not in known set {H100, L4, T4, A100, V100, A10G, TPUv2, TPUv3, TPUv4} — may cause GPU identity check failure in run mode". Note: this check is a minimum-capability floor — new Colab hardware tiers may exist beyond this list; unknown values are flagged for user verification, not blocked. |
| C12 | ## Notes section present | low | Notes optional but improve ideation quality |
Scope adequacy sub-rule (C6b) — after C6 passes, assess whether scope_files is sufficient for stated goal. If goal type implies known bottleneck locations outside declared scope, add medium finding:
- Test-speed goal + scope limited to
tests/only → flag: "conftest.py, fixtures, and test infrastructure outside tests/ are common levers for test runtime; scope may be too narrow" - Throughput/latency goal + scope limited to single-layer path (e.g.,
src/serving/) → flag: "serving bottlenecks often span middleware, connection pooling, or database layers outside declared scope" - Any goal where the stated scope excludes a widely-known dependency class → emit medium finding with location
## Config / scope_files, suggested broader pattern as fix
Distinct from C6 (path existence) — C6b fires even when path exists but is likely insufficient.
Severity summary: count findings per severity. Any critical finding = verdict cannot be APPROVED. Enumeration rule: check ALL 12 items before stopping — don't short-circuit after first critical issue. program.md can have multiple independent flaws across severity levels; Required Changes section must list all, not just verdict-determining one.
Placeholder token check (C2, C4 sub-rule) — after confirming command present in ## Metric (C2) and ## Guard (C4), scan each command for {...} tokens. Verify each token's field name exists in ## Config. Token with no matching field = unresolvable — add high finding. Don't flag {field_name} tokens as malformed; valid when resolvable.
Goodhart's Law check (C2b) — after confirming metric command present (C2 passes), assess whether command operationalizes stated ## Goal or measures proxy. If metric could improve while actual goal NOT achieved, add critical finding:
- metric measures test pass rate but goal is latency reduction → critical: "metric is a correctness proxy, not a latency measure"
- metric measures lint error count but goal is bug density reduction → critical: "pylint score is a gameable proxy; agent can suppress warnings without improving actual quality"
- metric measures a format/style score but goal is functional improvement → critical: "metric does not operationalize the stated goal"
Goodhart findings are critical (not just methodology notes) — broken metric invalidates entire feedback loop, equivalent impact to C2 (missing command).
Command feasibility: J2 validates command fields statically (presence, format). Executability deferred to J4. If $SKIP_VALIDATION is true, J4 skipped, commands unverified — report as "validation skipped — commands unverified."
Step J3: Methodology review
Pre-compute run dir before spawning:
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
RUN_DIR=$(python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_research}/bin/make_run_dir.py" "judge" ".experiments" 2>/dev/null) # timeout: 5000
echo "$RUN_DIR" > "${TMPDIR:-/tmp}/judge-run-dir-${CSID}" # persist for J3 block (Check 41)
Synchronous spawn note: J3 agents spawned synchronously (not run_in_background=true), so CLAUDE.md §6 sentinel polling unreachable mid-call. Timeout handled post-hoc — after each Agent() returns, check output file; if missing/empty mark agent timed out (⏱). See J3 post-call checks below.
Dispatch agents in single response — scientist always; architect only when complexity gate fires.
Before constructing J3 prompts, expand all bash variables into concrete paths — never pass literal <path_to_program.md> or <RUN_DIR> placeholders to agents:
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
PROGRAM_PATH=$(realpath "$PROGRAM_FILE" 2>/dev/null || echo "$PROGRAM_FILE")
echo "$PROGRAM_PATH" > "${TMPDIR:-/tmp}/judge-program-path-${CSID}" # persist for J3 complexity-gate block (Check 41)
# Reload RUN_DIR (Check 41: fresh shell per call — persisted in J2 block)
IFS= read -r RUN_DIR < "${TMPDIR:-/tmp}/judge-run-dir-${CSID}" 2>/dev/null || RUN_DIR=""
Compute SKIP_VALIDATION_NOTE before constructing the prompt:
if [ "${SKIP_VALIDATION:-false}" = "true" ]; then
SKIP_VALIDATION_NOTE="Local validation skipped via --skip-validation — do NOT assess executability of metric_cmd/guard_cmd; note this limitation in your review."
else
SKIP_VALIDATION_NOTE="Local validation will run after this review (J4)."
fi
Complexity gate — mirrors P-P2b; skip architect for narrow single-scope experiments (saves full opus pass):
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
IFS= read -r PROGRAM_PATH < "${TMPDIR:-/tmp}/judge-program-path-${CSID}" 2>/dev/null || PROGRAM_PATH="" # re-hydrate (Check 41: fresh shell — persisted in J3 pre-spawn block)
_SCOPE_COUNT=$(grep -cE "^\s*[-*]?\s*\S+\.(py|ts|js|cpp|go|rs)\s*$" "$PROGRAM_PATH" 2>/dev/null || echo 0) # timeout: 5000
_STRATEGY=$(grep -m1 "agent_strategy:" "$PROGRAM_PATH" 2>/dev/null | sed 's/.*agent_strategy:[[:space:]]*//' | tr -d '\r\n')
SPAWN_ARCHITECT=false
if [ "${_SCOPE_COUNT:-0}" -gt 1 ] || [ "$_STRATEGY" = "arch" ] || grep -qiE "cross.domain|multi.system|distributed|multiple.*component|pipeline.*stage" "$PROGRAM_PATH" 2>/dev/null; then
SPAWN_ARCHITECT=true
fi
When SPAWN_ARCHITECT=false: skip architect spawn; J5b precedence step 0 sets methodology_rating="sound" (scientist review still covers scientific rigor); record architect: skipped (narrow scope) in J6 summary.
When SPAWN_ARCHITECT=true: spawn foundry:solution-architect via Agent(subagent_type="foundry:solution-architect", prompt=$J3_ARCH_PROMPT) (uses opus). Full prompt template (expand ${PROGRAM_PATH} and ${RUN_DIR} before passing):
$J3_ARCH_PROMPTtemplate externalized — load and follow protocol below § J3_ARCH_PROMPT (one load supplies both J3 templates).
_RESEARCH_SHARED=$(python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_research}/bin/resolve_shared.py" 2>/dev/null) # timeout: 5000
cat "$_RESEARCH_SHARED/judge-j3-prompts.md"
Substitution requirement: every
${RUN_DIR}and${PROGRAM_PATH}token in template above MUST be replaced with concrete bash-expanded value (e.g..experiments/judge-2026-05-13T10-00-00Z) before string passed toAgent(...). Passing literal${RUN_DIR}to agent causes agent to write to directory named${RUN_DIR}. Applies equally to any historical<RUN_DIR>angle-bracket notation in older copies — both forms are text-substitution placeholders, not bash interpolation the Agent runtime expands.
When SPAWN_ARCHITECT=true — after architect Agent() returns, check $RUN_DIR/methodology.md: if missing or empty, set methodology_rating = "timed_out", continue to J6; surface with ⏱ in report.
After scientist Agent() returns, check $RUN_DIR/scientific-review.md: if missing or empty, set scientific_rating = "timed_out", continue to J6; surface with ⏱ in Scientific Rigor section.
Use methodology_rating from returned envelope for verdict computation in J6:
sound→ supports APPROVEDneeds-refinement→ supports NEEDS-REVISIONfundamentally-flawed→ supports BLOCKED
Also spawn research:scientist in parallel (dispatch both at start of J3) to review scientific rigor. Expand ${PROGRAM_PATH} and ${RUN_DIR} before passing — construct $J3_SCI_PROMPT analogously to $J3_ARCH_PROMPT above (same variable substitution pattern). Spawn: Agent(subagent_type="research:scientist", prompt=$J3_SCI_PROMPT).
$J3_SCI_PROMPTtemplate:judge-j3-prompts.md§ J3_SCI_PROMPT (already loaded by J3_ARCHcatabove).
Use scientific_rating as advisory in J6 report under Scientific Rigor — informs but doesn't override verdict. Exception: scientific_rating == "fundamentally-flawed" (exact match) elevates verdict to BLOCKED.
Source precedence for scientific_rating (mandatory when both present):
- File-parsed value from
$RUN_DIR/scientific-review.md(read after agent completes) — authoritative - Health-monitor / envelope value from agent's returned JSON — advisory only
File-parsed value takes priority over health monitor value; use file-parsed value when both present. Same precedence applies to methodology_rating parsed from $RUN_DIR/methodology.md vs envelope value. Use envelope value only when file missing or unparsable (e.g., timeout with no output).
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
# Compaction contract — boundary: after J3 agents complete, before J4 validation (compaction-contract.md §Lifecycle)
IFS= read -r _RUN_DIR < "${TMPDIR:-/tmp}/judge-run-dir-${CSID}" 2>/dev/null || _RUN_DIR=""
IFS= read -r _PROG_PATH < "${TMPDIR:-/tmp}/judge-program-path-${CSID}" 2>/dev/null || _PROG_PATH=""
IFS= read -r _KEEP < "${TMPDIR:-/tmp}/judge-keep-items-${CSID}" 2>/dev/null || _KEEP=""
_KEEP_APPEND=""; [ -n "$_KEEP" ] && _KEEP_APPEND="; user-keep: $_KEEP"
mkdir -p .temp/state # timeout: 5000
{
echo "## Active Skill Contract"
echo "- skill: research:judge · phase: validation-verdict (after J3 review agents complete)"
echo "- run-dir: ${_RUN_DIR}"
echo "- preserve: run-dir=${_RUN_DIR}, program=${_PROG_PATH}, methodology=${_RUN_DIR}/methodology.md, scientific-review=${_RUN_DIR}/scientific-review.md${_KEEP_APPEND}"
echo "- next: J4 local validation → J5 Codex review → J6 verdict and report"
} > .temp/state/skill-contract.md # timeout: 5000
Step J4: Local validation
Skip if
$SKIP_VALIDATIONistrue(parsed in J1). Print:→ Validation skipped (--skip-validation passed)and continue to J5. Addhighfinding: "Executability unverified — metric_cmd and guard_cmd not tested on local machine." This finding persists into J6 — APPROVED not achievable when--skip-validationset (high > 0 → NEEDS-REVISION at best).
Execute each command once. Non-blocking — failures become critical findings, not hard stops.
Substitution invariant — metric_cmd and guard_cmd fully resolved in J1. No {...} tokens should remain. If any {field_name} token still present, add critical finding: "Unresolved placeholder {field_name} in <metric_cmd|guard_cmd> — substitution failed in J1" and skip execution.
# Substitute ${metric_cmd} with the resolved command from J1 before execution
${metric_cmd} 2>&1 # timeout: 360000
Parse stdout for float. If found, record as baseline_value. If not found or non-zero exit: add critical finding: "Metric command failed or produced no numeric output".
# Substitute ${guard_cmd} with the resolved command from J1 before execution
${guard_cmd} # timeout: 360000
If guard exits non-zero: add critical finding: "Guard command exited non-zero (exit <code>): <first 3 lines of output>".
Record validation results for J6 report.
Note: J4 executes on current machine. For cross-machine workflows, pass --skip-validation.
Step J5a: Codex adversarial review
Complexity gate — simple programs skip the Codex pass (J2 completeness, scientist review, and J4 dry-run still apply):
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
IFS= read -r PROGRAM_PATH < "${TMPDIR:-/tmp}/judge-program-path-${CSID}" 2>/dev/null || PROGRAM_PATH="" # re-hydrate (Check 41: fresh shell)
_SCOPE_COUNT=$(grep -cE "^\s*[-*]?\s*\S+\.(py|ts|js|cpp|go|rs)\s*$" "$PROGRAM_PATH" 2>/dev/null || echo 0) # timeout: 5000
_STRATEGY=$(grep -m1 "agent_strategy:" "$PROGRAM_PATH" 2>/dev/null | sed 's/.*agent_strategy:[[:space:]]*//' | tr -d '\r\n')
J5A_COMPLEX=false
if [ "${_SCOPE_COUNT:-0}" -gt 1 ] || [ "$_STRATEGY" = "arch" ] || grep -qiE "cross.domain|multi.system|distributed|multiple.*component|pipeline.*stage" "$PROGRAM_PATH" 2>/dev/null; then
J5A_COMPLEX=true
fi
J5A_COMPLEX=false → print note: simple program (single scope file, single-phase strategy) — Codex adversarial pass skipped by complexity gate, record codex: skipped (complexity gate) in J6 summary, continue to J5b. J5A_COMPLEX=true → proceed below.
Check Codex availability. Distinguish two failure modes — CLI missing vs plugin missing:
if ! command -v claude >/dev/null 2>&1; then
CODEX_STATUS="cli-missing"
elif claude plugin list 2>/dev/null | grep -q 'codex@openai-codex'; then
CODEX_STATUS="available"
else
CODEX_STATUS="plugin-missing"
fi
CODEX_STATUS=available: invoke adversarial review on top 3 critical/high gaps from J2 and J3. Example (replace <top finding N> with actual findings):
# codex:codex-rescue = dispatchable adversarial agent; codex:adversarial-review is user-only (/codex:adversarial-review slash command)
Agent(subagent_type="codex:codex-rescue", prompt="Adversarial review of run program: check <top finding 1>, <top finding 2>, and <top finding 3> in the program.md. Read-only: do not apply fixes.")
Incorporate Codex findings into overall findings list with source: "codex".
CODEX_STATUS=plugin-missing: print one line and continue:
note: codex plugin not installed — skipping adversarial review (Claude-only judge)
CODEX_STATUS=cli-missing: print diagnostic and continue (distinguish from plugin-absent so user with Codex installed but claude CLI not in PATH isn't silently denied review):
note: `claude` CLI not in PATH — Codex availability cannot be verified; skipping adversarial review. To enable: ensure `claude` binary is on PATH and Codex plugin installed.
Step J5b: Resolve rating source
Apply rating source precedence before J6 verdict computation — fixes ambiguity when envelope and file-parsed ratings disagree.
For methodology_rating:
- If
SPAWN_ARCHITECT=false(complexity gate didn't fire): setmethodology_rating="sound"directly — no file or envelope; log→ methodology_rating: sound (architect gate skipped — narrow scope). Skip steps 1–2 for methodology_rating. - If
$RUN_DIR/methodology.mdpresent AND parsable, use file-parsed value — authoritative. - Else use envelope value from agent's returned JSON — fallback.
- Log source used: print
→ methodology_rating source: file | envelope.
For scientific_rating:
- If
$RUN_DIR/scientific-review.mdpresent AND parsable, use file-parsed value — authoritative. - Else use envelope value from the agent's returned JSON — fallback.
- Log source used: print
→ scientific_rating source: file | envelope.
Resolved rating values feed directly into J6 verdict table — no further source disambiguation in J6.
Step J6: Verdict and report
<!-- Confidence score-bands are owned by rules/quality-gates.md (Confidence Block) — do not restate the numeric threshold here. The verdict table below keys on severity (critical/high) and *_rating strings only; it does not consume a numeric confidence threshold. -->Verdict computation (deterministic — design soundness, not outcome prediction):
Top-to-bottom; first match wins. BLOCKED takes precedence — stop at first match.
| Condition | Verdict |
|---|---|
any critical (J2) — exact critical severity match | BLOCKED |
methodology_rating == "fundamentally-flawed" (exact string match, J3) | BLOCKED |
scientific_rating == "fundamentally-flawed" (exact string match, J3) | BLOCKED |
J3 agent timed out (methodology_rating == "timed_out" — exact match — or null; note: timed_out does not trigger BLOCKED — it falls to NEEDS-REVISION) | NEEDS-REVISION |
scientific_rating == "timed_out" (exact match — scientist review did not complete; adversarial review absent → APPROVED not safe) | NEEDS-REVISION |
0 critical AND (high > 0 OR methodology_rating == "needs-refinement") | NEEDS-REVISION |
0 critical AND 0 high AND methodology_rating == "sound" AND scientific_rating != "timed_out" | APPROVED |
Verdict matching rules: all *_rating comparisons require exact string match. Reject partial/substring matches — e.g., timed_out_partial does NOT match timed_out; flawed does NOT match fundamentally-flawed. Use == equality only; never =~, startswith, or pattern matching.
Goodhart consolidation rule: Goodhart's Law findings surface via two paths — J2 C2b (static, produces critical finding) and J3 agents (dynamic review, produces methodology_rating or scientific_rating). Before applying verdict table: if J3 architect or scientist explicitly flags Goodhart's Law as issue AND J2 didn't already flag it critical, promote to critical finding in J2 list (source: "J3-Goodhart"). Ensures both paths produce BLOCKED for Goodhart issues. Architect and scientist prompts already instruct fundamentally-flawed for Goodhart — this consolidation handles edge cases where rating falls below fundamentally-flawed but Goodhart still mentioned.
Pre-compute:
BRANCH=$(git branch --show-current 2>/dev/null | tr '/' '-' || echo 'main') # timeout: 3000
Write full report (never overwrite — use counter loop):
mkdir -p .reports/research # timeout: 3000
BRANCH=$(git branch --show-current 2>/dev/null | tr '/' '-' || echo 'main') # timeout: 3000 # re-derive: separate bash block
BASE=".reports/research/judge-$BRANCH-$(date +%Y-%m-%d).md"
OUT="$BASE"; COUNT=2
while [ -f "$OUT" ]; do OUT="${BASE%.md}-${COUNT}.md"; ((COUNT++)); done
---
Judge — [program_title]
Date: [YYYY-MM-DD]
Scope: [path to program.md]
Focus: experimental protocol validation
Agents: foundry:solution-architect (J3), research:scientist (J3)
Outcome: APPROVED | NEEDS-REVISION | BLOCKED
Methodology: sound | needs-refinement | fundamentally-flawed
Findings: [N] critical · [N] high · [N] medium · [N] low
Protocol gaps: [N]
Confidence: [score] — [key gaps]
Next steps: /research:run <path> [APPROVED] | fix protocol, re-run /research:judge [otherwise]
Path: → .reports/research/judge-<branch>-<date>.md
---
## Judge Report: <program_title>
**Program**: <path to program.md>
**Date**: <date>
**Verdict**: APPROVED | NEEDS-REVISION | BLOCKED
### Completeness Audit
| ID | Check | Status | Severity | Detail |
|----|-------|--------|----------|--------|
### Methodology Review
**Rating**: sound | needs-refinement | fundamentally-flawed | timed-out
Read full review: <RUN_DIR>/methodology.md
- Hypothesis clarity: <one-line finding>
- Measurement validity: <one-line finding>
- Control adequacy: <one-line finding>
- Experimental scope: <one-line finding>
- Protocol consistency: <one-line finding>
- Stopping criteria: <one-line finding>
- Reproducibility: <one-line finding>
**Protocol gaps** (specific improvements to program.md):
1. <gap>
2. <gap>
### Scientific Rigor (advisory)
**Rating**: sound | needs-refinement | fundamentally-flawed | timed-out
Read full review: `<RUN_DIR>/scientific-review.md`
- Hypothesis falsifiability: <one-line finding>
- Goodhart's Law risk: <one-line finding>
- Missing baselines: <one-line finding>
- Reproducibility risks: <one-line finding>
### Dry-Run Results
| Command | Status | Output |
|---------|--------|--------|
| metric_cmd | pass/fail | <baseline value or first error line> |
| guard_cmd | pass/fail | exit 0 or exit N: <first error line> |
(Skipped — `--skip-validation`) [if applicable]
### Codex Review
<findings from Codex adversarial review, annotated with source: "codex">
(Skipped — codex plugin not installed) [if unavailable]
### Required Changes
<ordered list of specific fixes for each non-pass finding, critical first; include exact edits to program.md>
### Supervisor Decision
[APPROVED] Experimental protocol is sound. Proceed: `/research:run <path>`
[NEEDS-REVISION] Refine the protocol (see Required Changes above), then re-submit: `/research:judge <path>`
[BLOCKED] Fundamental design flaw — the experiment as designed cannot produce valid results. Fix items 1-N before proceeding.
## Confidence
**Score**: 0.N — [high|moderate|low]
**Gaps**:
- [specific limitation]
Terminal summary (compact):
---
Judge — <program_title>
Verdict: APPROVED | NEEDS-REVISION | BLOCKED
Methodology: sound | needs-refinement | fundamentally-flawed
Scientific: sound | needs-refinement | fundamentally-flawed | timed-out (advisory)
Findings: <N> critical · <N> high · <N> medium · <N> low
Protocol gaps: <N>
Validation: metric=<value> guard=pass|fail (or "skipped — --skip-validation")
Codex: reviewed | skipped
→ saved to .reports/research/judge-<branch>-<date>.md
---
Next: /research:run <path> [APPROVED]
Next: fix protocol, re-run /research:judge <path> [NEEDS-REVISION or BLOCKED]
rm -f .temp/state/skill-contract.md # clear contract — judge verdict complete (compaction-contract.md §Lifecycle) # timeout: 5000
</workflow>
<notes>
- Judge read-only — never modifies code, commits, or writes to
.experiments/state/ .experiments/judge-<timestamp>/stores methodology agent's full output- Validation executes on current machine — use
--skip-validationfor cross-machine workflows - Verdict deterministic (finding counts + methodology_rating); not inferred from prose
- Re-run judge after editing
program.mdto confirm fixes - Judge run dirs don't write
result.jsonl— exempt from automated 30-day TTL cleanup (per.claude/rules/artifact-lifecycle.mdTTL policy — noresult.jsonl= cleanup skipped); remove manually (rm -rf .experiments/judge-*/) - Calibration scope: J1–J2 sub-steps only — synthetic result file with known verdict (APPROVED/NEEDS-REVISION/BLOCKED) and injected finding counts; score whether judge correctly identifies verdict and extracts counts. Full J3 validation execution loop excluded — needs live git state and executable metric commands. See
/foundry:calibrateskills mode domain table for path resolution.