From research
Runs a non-interactive end-to-end research pipeline: auto-plan → judge gate → run. Single command from goal to result.
How this skill is triggered — by the user, by Claude, or both
Slash command
/research:sweep "<goal>" [--team] [--compute=local|colab|docker] [--colab[=H100|L4|T4|A100]] [--codex] [--researcher] [--architect] [--journal] [--hypothesis <path>] [--skip-validation] [--out <path>] [--keep "<items>"]"<goal>" [--team] [--compute=local|colab|docker] [--colab[=H100|L4|T4|A100]] [--codex] [--researcher] [--architect] [--journal] [--hypothesis <path>] [--skip-validation] [--out <path>] [--keep "<items>"]This skill is limited to the following tools:
The summary Claude sees in its skill listing — used to decide when to auto-load this skill
<objective>
Non-interactive end-to-end research pipeline: auto-plan → judge gate → run. Single command from goal to result. Accepts goal string, passes all run/colab/team flags.
NOT for: interactive planning (use /research:plan); methodology review only (use /research:judge); running already-approved plan (use /research:run).
Key boundaries: end of S2 — program.md written and confirmed; end of S3 — judge+refinement verdict settled. Preserve at S2: program-path (output of plan), GOAL string, OUT path (TMPDIR key). Mid-loop refresh: after each S3 fix-apply the contract is rewritten with refine-iter/no-fixes-iter/last-verdict (placed after fixes so the "fixes applied" claim is true) — a mid-loop compaction resumes at the current iteration instead of restarting REFINE_ITER=0. Preserve at S3: judge verdict, JUDGE_REPORT path, program-path, GOAL. Clear at S1 start (stale prior run) and after S5 pipeline completes.
# loads: compaction-contract.md
_RESEARCH_SHARED=$(python "${CLAUDE_PLUGIN_ROOT:-plugins/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; }
Read $_RESEARCH_SHARED/agent-resolution.md. Contains: foundry check + fallback table. Foundry not installed → substitute each foundry:X with general-purpose per table.
Sweep delegates to plan (S2), judge (S3), run (S5) — see each skill's Agent Resolution for fallback handling.
Triggered by sweep "goal" [--flags]. Non-interactive end-to-end: auto-plan → judge gate → run.
Shared path resolution (always runs before S1):
_RESEARCH_SHARED already resolved above (Agent Resolution block); reuse it here. Additionally resolve _RESEARCH_SKILLS:
_RESEARCH_SKILLS="${_RESEARCH_SHARED%/_shared}"
[ -z "$_RESEARCH_SKILLS" ] && _RESEARCH_SKILLS="${CLAUDE_PLUGIN_ROOT:-plugins/research}/skills"
Task tracking: create tasks for S1–S5 at start.
Existing program.md guard — sweep creates new program.md; one already exists at output path (default: program.md at project root, or --out <path> if provided) → invoke AskUserQuestion immediately — never silently overwrite, never hard-stop without recovery:
<output path> — how to proceed?"Overwrite and re-sweep — description: overwrite existing program.md, run plan+judge+run pipeline from scratchAbort — use existing program — description: stop sweep; use /research:run <program.md> to execute the existing programOn (a): proceed to flag extraction below. On (b): print follow-up hint and stop. Check AFTER extracting --out flag so correct output path known before checking. (Single overwrite gate — S2 P-P3 bypassed for sweep since decision already made here.)
Extract <goal> — first positional argument (quoted or unquoted string describing optimization target).
Extract flags:
--colab[=HW] — passed to plan (Config.compute) and run; if =HW present, extract colab_hw--compute=local|colab|docker — passed through--team — passed through to run--codex — passed through to run--researcher — passed through to run; combine with --architect for dual-agent SOTA + architectural hypothesis pipeline--architect — passed through to run; enables architectural hypothesis pass via foundry:solution-architect--journal — passed through to run when present; preserves per-iteration journal entries (requires --researcher or --architect — enforced by run R2)--hypothesis <path> — passed through to run when present; preloads hypothesis queue from the given file--skip-validation — passed to judge step (S3)--out <path> — optional: write program.md here instead of project root. .md output target determined solely by --out (or default project-root program.md) — never infer output path by scanning <goal> text for .md substrings; goal string is prose describing optimization target, not path argument.--keep "<items>" — compaction contract keep-items; appended to preserve: field at each boundary--out validation: if --out <path> provided, validate path BEFORE any extraction or file write:
# POSIX path-traversal check (avoids bash-specific [[ ]])
case "$OUT" in
*..*)
[ -n "$OUT" ] && { echo "sweep: invalid --out path (path traversal not allowed): $OUT" >&2; exit 2; }
;;
esac
# Verify path stays within project root (macOS-compatible)
if [ -n "$OUT" ]; then
_PROJ_ROOT=$(git rev-parse --show-toplevel 2>/dev/null || pwd)
if ! python "${CLAUDE_PLUGIN_ROOT:-plugins/research}/bin/check_output_within_root.py" "$OUT" "$_PROJ_ROOT" 2>/dev/null; then # timeout: 5000
echo "sweep: --out path escapes project root: $OUT" >&2; exit 2
fi
fi
echo "${OUT:-program.md}" > "${TMPDIR:-/tmp}/sweep-out-path" # persist for S2/S3 contract writes (Check 41: fresh shell)
# Extract --keep quoted value (compaction-contract.md §keep semantics)
KEEP_ITEMS=""
if [[ "$ARGUMENTS" =~ --keep[[:space:]]\"([^\"]+)\" ]]; then
KEEP_ITEMS="${BASH_REMATCH[1]}"
fi
# Clear stale contract from any prior incomplete run (compaction-contract.md §Lifecycle)
rm -f .claude/state/skill-contract.md # timeout: 5000
echo "${KEEP_ITEMS:-}" > "${TMPDIR:-/tmp}/sweep-keep-items" # persist for S2/S3 contract writes
Unsupported flag check: follow $_RESEARCH_SHARED/unsupported-flag-protocol.md. Supported flags for this skill: --team, --compute, --colab, --codex, --researcher, --architect, --journal, --hypothesis, --skip-validation, --out, --keep.
If <goal> missing or empty, stop:
⚠ sweep requires a goal prompt.
Usage: /research:sweep "goal description" [--flags]
If extracted <goal> starts with --, treat as flag misparse — stop with ! Misparse: goal starts with '--'. Did you forget to quote the goal or omit it? Usage: /research:sweep "goal description" [--flags]
First, Read $_RESEARCH_SKILLS/plan/SKILL.md to load plan mode step definitions, then execute steps P-P1, P-P2, P-P2b and P-P3 from $_RESEARCH_SKILLS/plan/SKILL.md ($_RESEARCH_SKILLS resolved above S1) (P-P0 skipped — <goal> always text string) with overrides:
Include P-P2b analysis in S2 synthesis — P-P2b findings are scoped hypotheses needing consolidation into program.md written by P-P3; skipping P-P2b drops hypothesis context from generated program.
Mandatory P-P1 codebase scan — sweep MUST execute P-P1 to derive metric_cmd and guard_cmd from codebase. Skipping P-P1 produces program.md with placeholder commands failing at run-time. P-P1 cannot complete (no detectable test runner, no benchmark scripts, no metric command candidates): mark program INCOMPLETE, do NOT proceed to S3 — print ! sweep: P-P1 codebase scan could not derive metric_cmd/guard_cmd from <project-root>. Program marked INCOMPLETE — manual configuration required. Run /research:plan "<goal>" interactively to configure. and stop.
sweep: auto-config → — do NOT wait for confirmation.--colab[=HW] or --compute=colab passed → write compute: colab (and colab_hw: <HW> if provided) into Config block.["*.py", "models/**", "train*.py"]; goal mentioning "config" or "YAML" → ["*.yaml", "*.yml", "*.json"]). Default ["**/*.py"] only when goal gives no domain signals. Multiple keyword matches: merge (union) all matched patterns. Always include derived scope_files in sweep: auto-config → printout — users can't correct silently wrong scope without seeing it.auto / perf / code / ml / arch). Map flags to strategy matching primary ideation agent run will dispatch (per run/SKILL.md constants table): --researcher (with or without --architect) → "ml" (research:scientist is primary ideation agent for paper-rooted hypotheses); --architect alone (no --researcher) → "arch" (foundry:solution-architect); --team alone → "auto" (team mode generates per-axis hypotheses); no flags → "auto". Never write "dual-agent: ...", "team", "researcher", or "default" — those values fail C9. Record flag combination and dual-agent dispatch intent separately in ## Notes (e.g. dispatch: dual-agent (researcher primary + architect feasibility filter)) so orchestration intent preserved without overriding validated agent_strategy field.<--out path> if provided; else program.md at project root.
AskUserQuestion: (a) Overwrite — proceed; (b) Abort — stop. On Abort: print follow-up hint and stop.Print on completion:
sweep: plan → <output path> ✓
# Compaction contract — boundary 1: after S2 plan written (compaction-contract.md §Lifecycle)
_OUT=$(cat "${TMPDIR:-/tmp}/sweep-out-path" 2>/dev/null || echo "program.md")
_KEEP=$(cat "${TMPDIR:-/tmp}/sweep-keep-items" 2>/dev/null || echo "")
_KEEP_APPEND=""; [ -n "$_KEEP" ] && _KEEP_APPEND="; user-keep: $_KEEP"
mkdir -p .claude/state # timeout: 5000
{
echo "## Active Skill Contract"
echo "- skill: research:sweep · phase: judge-gate (after S2 plan written)"
echo "- run-dir: n/a"
echo "- preserve: program-path=${_OUT}${_KEEP_APPEND}"
echo "- next: S3 judge+refinement loop against ${_OUT}"
} > .claude/state/skill-contract.md # timeout: 5000
$_RESEARCH_SKILLSresolved in S2 — in scope throughout S3–S5.
Initialize REFINE_ITER = 0, MAX_REFINE = 3, NO_FIXES_ITER = 0.
Repeat up to MAX_REFINE times:
Increment REFINE_ITER. Run judge mode (J1–J6 from $_RESEARCH_SKILLS/judge/SKILL.md) against program file.
--skip-validation if user provided it; else include validation (J4).JUDGE_REPORT).Print: sweep: judge iteration `REFINE_ITER`/`MAX_REFINE` → `VERDICT`
If APPROVED — exit loop, outcome approved.
If BLOCKED — exit loop, outcome blocked. No fix attempt — BLOCKED = fundamental design flaw requiring human redesign.
If NEEDS-REVISION:
REFINE_ITER < MAX_REFINE:
Read JUDGE_REPORT. Extract ### Required Changes section.
### Required Changes section absent: increment NO_FIXES_ITER. NO_FIXES_ITER >= 2 (two consecutive judge runs returning NEEDS-REVISION without ### Required Changes section): exit loop with outcome judge-report-malformed and print ! sweep: judge emitted NEEDS-REVISION but report contains no Required Changes section in 2 consecutive iterations — possible judge formatting issue. Inspect <JUDGE_REPORT>. Invoke AskUserQuestion — (a) proceed to run anyway · (b) abort. On (a): proceed to S5. On (b): print follow-up hint and stop. Otherwise (NO_FIXES_ITER < 2): print sweep: judge report missing Required Changes section — re-judging without edits (NO_FIXES_ITER=N) and continue loop (re-judge with unchanged file).
Present: reset NO_FIXES_ITER = 0. Apply each fix to program file via Edit tool. Always re-read program file before each sequential Edit call; never assume file content stable between tool calls — earlier Edits in batch may have shifted line offsets or modified surrounding context, so stale old_string from judge report may no longer match. Count applied fixes as N_FIXES; track failures as N_FAILS. Any Edit call fails (old_string not found or not unique): increment N_FAILS, continue remaining fixes. After all fixes attempted: N_FAILS > 0 → print ⚠ N_FAILS edit(s) failed — file may have changed since judge run; re-judging with partial fixes (N_FIXES applied). N_FIXES == 0 AND N_FAILS > 0 → print ! All edits failed — re-judging without changes (edit conflict; check program file manually). Print: sweep: applied N_FIXES fix(es) to <program path> — re-judging
Refresh compaction contract now — fixes for this iteration applied, so contract can truthfully assert them. Substitute literal REFINE_ITER, NO_FIXES_ITER, VERDICT, JUDGE_REPORT values tracked (fill-in template like judge-report tokens, not verbatim-run block — counters are prose loop state, not shell vars):
# WHY: without a post-fix refresh a compaction here resumes from boundary-1 (pre-loop) → re-judges from iteration 1. Placed AFTER fixes so "fixes applied through iteration N" is true.
_OUT=$(cat "${TMPDIR:-/tmp}/sweep-out-path" 2>/dev/null || echo "program.md")
mkdir -p .claude/state # timeout: 5000
{
echo "## Active Skill Contract"
echo "- skill: research:sweep · phase: judge+refinement loop (S3, iteration <REFINE_ITER>/<MAX_REFINE> — fixes applied)"
echo "- run-dir: n/a"
echo "- preserve: program-path=${_OUT}, refine-iter=<REFINE_ITER>, no-fixes-iter=<NO_FIXES_ITER>, last-verdict=<VERDICT>, judge-report=<JUDGE_REPORT>"
echo "- next: re-judge program.md (it carries the fixes applied through iteration <REFINE_ITER>) → continue loop; do NOT reset REFINE_ITER. Exit on APPROVED/BLOCKED or REFINE_ITER==MAX_REFINE."
} > .claude/state/skill-contract.md
Continue next iteration (loop item #1 will re-judge).
REFINE_ITER == MAX_REFINE — exit loop, outcome unresolved.Safety net: loop edits modify
program.mdin place; P-P3 overwrite gate ensures user-authorized overwrite before S2 writes. Recover prior file from git if needed.
# Compaction contract — boundary 2: after S3 judge loop settles verdict (compaction-contract.md §Lifecycle)
_OUT=$(cat "${TMPDIR:-/tmp}/sweep-out-path" 2>/dev/null || echo "program.md")
_KEEP=$(cat "${TMPDIR:-/tmp}/sweep-keep-items" 2>/dev/null || echo "")
_KEEP_APPEND=""; [ -n "$_KEEP" ] && _KEEP_APPEND="; user-keep: $_KEEP"
mkdir -p .claude/state # timeout: 5000
{
echo "## Active Skill Contract"
echo "- skill: research:sweep · phase: run-gate (after S3 judge+refinement)"
echo "- run-dir: n/a"
echo "- preserve: program-path=${_OUT}, judge-verdict=${VERDICT:-unknown}, judge-report=${JUDGE_REPORT:-n/a}${_KEEP_APPEND}"
echo "- next: S4 gate on verdict → S5 run program if approved"
} > .claude/state/skill-contract.md # timeout: 5000
| Outcome | Action |
|---|---|
approved | Print sweep: plan approved (REFINE_ITER/MAX_REFINE iteration(s)) ✓ → proceed to S5 |
blocked | Print sweep: judge → BLOCKED ✗; show all critical findings from report; print follow-up hint; stop |
unresolved | Print sweep: judge unresolved after MAX_REFINE iterations ✗; show remaining Required Changes from last report; call AskUserQuestion tool — do NOT write options as plain text: question "Unresolved — how to proceed?", (a) label proceed to run anyway, (b) label fix manually then re-run, (c) label abort — if a, proceed to S5; if b or c, print follow-up hint and stop |
judge-report-malformed | S3 already invoked AskUserQuestion with (a) proceed / (b) abort and handled the answer — S4 is a no-op for this outcome (S3 already proceeded to S5 or stopped). |
Follow-up hint (blocked or unresolved):
Fix the issues above in <program path>, then:
/research:judge <program path> ← re-validate
/research:run <program path> ← run when approved
/research:sweep "revised goal" [flags] ← re-sweep from scratch
Run Default Mode (R1–R7 from $_RESEARCH_SKILLS/run/SKILL.md) passing program file from S2 as the first positional argument, plus all flags.
Forward same flags accepted at Step S1 (
--colab[=HW],--compute,--team,--codex,--researcher,--architect,--journal,--hypothesis <path>).
Flag-forwarding invariant: any of
--journal/--hypothesisset at sweep entry MUST appear in S5 run invocation. Dropping them silently breaks resume continuity and hypothesis queue.
--teamand interactivity:--teampassed → sweep semi-interactive — run mode Phase B presents user confirmation gate before Phase C. Gate cannot be bypassed from sweep context; sweep pauses and waits. Expected behavior.
On completion, standard R6 terminal summary printed. Also prepend:
sweep: complete — plan → judge → run pipeline finished
rm -f .claude/state/skill-contract.md # clear contract — sweep pipeline complete (compaction-contract.md §Lifecycle) # timeout: 5000
.bak rename + overwrite. Pipeline exemption applies to non-interactive CI pipelines only, not user-initiated sweeps. Use git to recover prior file if needed.--journal and --hypothesis forwarded when present: both flags pass through to S5 verbatim; sweep never strips them. --journal requires --researcher or --architect (validated at run R2). --hypothesis <path> preloads hypothesis queue.--team and interactivity: sweep non-interactive except when --team active. Team mode Phase B presents user confirmation gate before Phase C — sweep pauses and waits. Expected; sweep cannot bypass Phase B gate. In automated/CI contexts where interaction impossible, avoid --team flag or pre-confirm via gate prompt manually; no --auto flag to suppress Phase B — by design (Phase B reviews potentially risky parallel agent decisions).--skip-validation: passes through to judge step (S3). Useful for cross-machine workflows where metric/guard commands run only on target machine.minimize, note assumption in config comment.npx claudepluginhub borda/ai-rig --plugin researchRuns an autonomous 5-stage research loop that reads research.md, proposes hypotheses, runs experiments, evaluates results mechanically, keeps improvements, discards failures, and iterates until a target metric is achieved or budget exhausted.
Orchestrates automated ML research loops: reads protocol, dispatches researcher subagent, runs eval and compliance, manages git state, and accumulates experience across iterations.