topic · diff

git:20261012.8e6b67e to git:20261021.7b6ff28

38 added, 43 removed. Audit A to A.

---
name: topic
description: Research State of the Art (SOTA) literature for an Artificial Intelligence / Machine Learning (AI/ML) topic, method, or architecture. Finds relevant papers, builds a comparison table, recommends the best implementation strategy for the current codebase, and optionally produces a phased implementation plan mapped to the codebase. Owns broad SOTA search end-to-end via foundry:web-explorer; delegates codebase mapping to foundry:solution-architect.
argument-hint: <topic> [--team] | plan [<output.md>] [--keep "<items>"]
allowed-tools: Read, Write, Bash, Grep, Glob, Agent, WebSearch, WebFetch, TaskCreate, TaskUpdate, AskUserQuestion, TaskList
disable-model-invocation: true
effort: medium
---
<objective>
Research AI/ML topic literature. Return actionable findings: SOTA methods, best fit, concrete implementation plan. Skill = orchestrator — gathers codebase context, delegates literature search to researcher agent, packages results into structured report.
NOT for deep single-paper analysis or experiment design — use `research:scientist` directly for hypothesis generation, ablation design, experiment validation.
</objective>
<inputs>
- **$ARGUMENTS**: one of:
- `<topic>` — topic, method name, or problem description (e.g. "object detection for small objects", "efficient transformers", "self-supervised pretraining for medical images")
- `plan` — produce phased implementation plan from most recent research output (auto-detected from `.temp/`)
- `plan <path-to-output.md>` — produce plan from specific existing research output file
- `--team` — multi-agent mode; spawns 2–3 researcher teammates for topics with 3+ competing method families and no SOTA consensus; ~7× token cost vs single-agent mode
</inputs>
<compaction>
- Key boundary: end of Step 2 — SOTA literature gathered and written to AGENT_OUT; before Step 3 report synthesis.
- - Preserve: AGENT_OUT path (TMPDIR key), BRANCH (TMPDIR key), DATE (TMPDIR key), REPORT_OUT target path, topic string from ARGUMENTS.
+ - Preserve: AGENT_OUT path (TMPDIR key), BRANCH (TMPDIR key), DATE (TMPDIR key), REPORT_OUT target path, flag-stripped topic string (`topic-clean-args` TMPDIR key).
- Clear at Step 1 start (stale prior run) and at follow-up gate (terminal action).
</compaction>
<workflow>
<!-- Agent resolution: see _RESEARCH_SHARED/agent-resolution.md -->
<!-- ARCH.md beside this file diagrams the runs, gates and parallel fan-out. Documentation only, never loaded — update it in the same commit as any change to step order, gate placement, or agent fan-out. -->
## Agent Resolution
**Agent resolution**: load and follow the protocol below. Contains: foundry check + fallback table. Foundry not installed → substitute each `foundry:X` with `general-purpose` per table. Agents this skill uses: `foundry:web-explorer`, `foundry:solution-architect`.
```bash
# loads: compaction-contract.md
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
- _RESEARCH_SHARED=$(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; }
- echo "$_RESEARCH_SHARED" > "${TMPDIR:-/tmp}/research-shared-${CSID}" # cold resolve — every later site reads this sentinel instead of re-running python
- cat "$_RESEARCH_SHARED/agent-resolution.md"
+ python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_research}/bin/resolve_shared.py" --persist research-shared --emit agent-resolution.md || exit 1 # timeout: 5000 — cold resolve; every later site reads the research-shared sentinel instead of re-running python
```
**Task hygiene** — task tools may be deferred; load before first use: `ToolSearch(query="select:TaskList,TaskCreate,TaskUpdate,TaskGet", max_results=4)`. Call `TaskList` first and triage each task it returns: `completed` if work clearly done, `deleted` if orphaned, keep `in_progress` only if genuinely continuing. Never spend a turn on bookkeeping alone — every `TaskCreate`/`TaskUpdate` ships in the same response as the next substantive tool call; one exception, `TaskUpdate(completed)` immediately before a long output block (`rules/task-lifecycle.md`).
**Task tracking**: per CLAUDE.md, create tasks (TaskCreate) for each major phase — paper collection, researcher analysis, report generation — all in the same response as the first real tool call. Mark in_progress/completed throughout. Every later `TaskUpdate` rides with the next real tool call — never a bookkeeping-only turn; the one standalone call is a `completed` right before a long report.
- - Always create **"Print report header"** as its own task (all paths — single-agent Step 3, `--team`, `plan`) — `in_progress` right after the report file is written (by the lead directly, or by a spawned consolidator's returned envelope); `completed` only once the delivery block (`---` header table + compact summary) is built from the saved report for the final reply after the answer. Prepare a plain summary for the Follow-up gate question text; the hook denies a gate call that lacks the report path, `Title`, or `Outcome`. The full header table is printed once after the answer, never before or inside the question.
+ - Always create **"Print report header"** as its own task (all paths — single-agent Step 3, `--team`, `plan`) — `in_progress` right after the report file is written (by the lead directly, or by a spawned consolidator's returned envelope); `completed` only once the delivery block (`---` header table + compact summary) is built from the saved report for the final reply after the answer. Delivery rules: Step 3 and its hook note.
- This task exists because a sibling skill (oss:review) had an incident: report written correctly but terminal print step silently skipped while the hard-enforced `AskUserQuestion` fired anyway — tracking the print as its own task makes it as trackable as the tool calls around it.
- The shared `## Follow-up gate` below must not fire while this task is `pending`/`in_progress`.
## Step 1: Understand the codebase context
Read current project before searching, extract constraints:
- Framework (PyTorch, JAX, TensorFlow, scikit-learn)?
- Task (classification, detection, generation, regression)?
- Constraints (latency, memory, dataset size, compute budget)?
- **Case-insensitive flag/mode normalization** — normalize before parsing so `--PLAN`, `--Team`, `Plan`, etc. accepted. Each Bash tool call runs fresh shell, so lowercased copy does NOT persist across blocks — re-derive inline from `$ARGUMENTS` (harness-substituted every block) wherever dispatch check needs it, e.g. `echo "$ARGUMENTS" | tr '[:upper:]' '[:lower:]' | …`. Preserve original `$ARGUMENTS` only where literal substitution into prompts required (e.g. topic string). Scope: covers `--team` / mode dispatch only — `--keep` capture (via `extract-keep-flag.py`, which reads raw `$ARGUMENTS` with a lowercase-literal regex) stays case-sensitive; never route the lowered copy into keep-flag extraction.
+ **Case-insensitive flag/mode normalization** — normalize before parsing so `--PLAN`, `--Team`, `Plan`, etc. accepted. Each Bash tool call runs fresh shell, so lowercased copy does NOT persist across blocks — re-derive inline from `$ARGUMENTS` (harness-substituted every block) wherever dispatch check needs it, e.g. `echo "$ARGUMENTS" | tr '[:upper:]' '[:lower:]' | …`. Preserve original `$ARGUMENTS` only where literal substitution into prompts required (e.g. topic string). Scope: covers `--team` / mode dispatch only — `--keep` capture (via `parse-skill-flags.py --keep-state topic`, which reads raw `$ARGUMENTS` with a lowercase-literal regex) stays case-sensitive; never route the lowered copy into the `--keep-state topic` pass.
**Unsupported flag check** (runs BEFORE any mode dispatch to catch unknown flags in all modes): load and follow the protocol below. Supported flags for this skill: `--team`, `--keep`.
+ One block loads the protocol, extracts `--keep`, runs a single flag parse, and prints `UNKNOWN_FLAGS`, `TEAM_MODE`, `FIRST_WORD` for the unsupported-flag check and the early dispatch below:
+
```bash
# loads: unsupported-flag-protocol.md
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
IFS= read -r _RESEARCH_SHARED < "${TMPDIR:-/tmp}/research-shared-${CSID}" 2>/dev/null || _RESEARCH_SHARED="" # warm read of the Agent Resolution cold resolve (Check 41)
cat "$_RESEARCH_SHARED/unsupported-flag-protocol.md"
- ```
-
- ```bash
- export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
- python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_research}/bin/extract-keep-flag.py" topic "$ARGUMENTS" # timeout: 5000 — parses --keep, clears a stale contract, persists for Step 2
- ```
-
- ```bash
+ # raw parse keeps the topic's case: topic-clean-args-${CSID} feeds Step 2 search topic, Grep pattern, report heading (raw $ARGUMENTS would carry --team/--keep into them); also topic-keep-items, clears a stale contract
+ python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_research}/bin/parse-skill-flags.py" --flags team --keep-state topic "$ARGUMENTS" >/dev/null # timeout: 5000
_ARGS_LC=$(echo "$ARGUMENTS" | tr '[:upper:]' '[:lower:]') # flag/mode dispatch only — never the topic-string source
- eval "$(python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_research}/bin/parse-skill-flags.py" --flags team "$_ARGS_LC")" # timeout: 5000
- # scan CLEAN_ARGS, not raw blob: --team and --keep "<items>" already consumed — a
- # flag-shaped word inside a --keep value no longer reports as unknown
+ # lowered pass: own prefix so it never overwrites topic-clean-args; --inlined: the raw pass already cleared
+ python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_research}/bin/parse-skill-flags.py" --flags team --keep-state topic-lc --inlined "$_ARGS_LC" >/dev/null # timeout: 5000
+ IFS= read -r CLEAN_ARGS < "${TMPDIR:-/tmp}/topic-lc-clean-args-${CSID}" 2>/dev/null || CLEAN_ARGS=""
+ IFS= read -r TEAM_MODE < "${TMPDIR:-/tmp}/topic-lc-team-${CSID}" 2>/dev/null || TEAM_MODE=false # anchored-token match — never fires on --team inside a --keep value
+ # scan CLEAN_ARGS, not raw blob: --team and --keep "<items>" already consumed — flag-shaped word inside a --keep value not reported unknown
UNKNOWN_FLAGS=$(echo "$CLEAN_ARGS" | tr '[:upper:]' '[:lower:]' | grep -oE -- '--[a-z][a-z0-9-]+' || true) # timeout: 5000
- echo "UNKNOWN_FLAGS=$UNKNOWN_FLAGS"
- ```
-
- **Early dispatch for `--team` and `plan` modes** — check BEFORE Steps 2-3. `plan` as the first non-flag word wins over `--team` (plan mode has no team variant — `modes/plan.md` implements no team path); when both are present, proceed to Plan Mode and print one warning line: `⚠ --team has no effect in plan mode — ignored`. `--team` with any other first word (not `plan`) → Team Mode, as before:
-
- ```bash
- _ARGS_LC=$(echo "$ARGUMENTS" | tr '[:upper:]' '[:lower:]') # flag/mode dispatch only — never the topic-string source
- eval "$(python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_research}/bin/parse-skill-flags.py" --flags team "$_ARGS_LC")" # timeout: 5000
- TEAM_MODE="$FLAG_TEAM" # anchored-token match — no longer fires on --team inside a --keep value
FIRST_WORD=$(echo "$CLEAN_ARGS" | tr '[:upper:]' '[:lower:]' | awk '{print $1}') # timeout: 5000
+ echo "UNKNOWN_FLAGS=$UNKNOWN_FLAGS"
echo "TEAM_MODE=$TEAM_MODE FIRST_WORD=$FIRST_WORD"
[ "$FIRST_WORD" = plan ] && [ "$TEAM_MODE" = true ] && echo "⚠ --team has no effect in plan mode — ignored"
```
+ **Early dispatch for `--team` and `plan` modes** — check BEFORE Steps 2-3, using `TEAM_MODE`/`FIRST_WORD` printed above. `plan` as the first non-flag word wins over `--team` (plan mode has no team variant — `modes/plan.md` implements no team path); when both are present, proceed to Plan Mode and print one warning line: `⚠ --team has no effect in plan mode — ignored`. `--team` with any other first word (not `plan`) → Team Mode, as before.
+
- `$FIRST_WORD` equals exactly `plan` → skip Steps 2-3; jump directly to **Plan Mode** section below (print the `⚠` line above first if `$TEAM_MODE` is also `true`).
- Else `$TEAM_MODE` is `true` → skip Steps 2-3; jump directly to **Team Mode** section below.
Steps 2-3 execute only when neither `--team` nor `plan` mode is detected.
## Step 2: Research & codebase check (run in parallel)
> **Parallelism scope**: 2a (Agent spawn) and 2b (Grep) issue in one response. Any WebSearch/WebFetch calls inside the researcher agent are issued sequentially — invoke all searches before synthesizing results. No mechanism to parallelize prose-driven searches across calls.
### 2a: SOTA literature search (issue with 2b simultaneously in one response)
- **One owner for the search — decide first, never both**: `foundry:web-explorer` available (check below) → AGENT owns entire SOTA search, writes `$AGENT_OUT`; orchestrator issues NO WebSearch/WebFetch of its own (a second inline pass re-fetches the same 5 papers and bills the full page text twice). Web-explorer unavailable → orchestrator conducts the search inline. Either way: find top 5 papers for `$ARGUMENTS`, produce comparison table (method, key idea, benchmark results, compute, code availability), recommend single best method given codebase constraints from Step 1.
+ **One owner for the search — decide first, never both**: `foundry:web-explorer` available (check below) → AGENT owns entire SOTA search, writes `$AGENT_OUT`; orchestrator issues NO WebSearch/WebFetch of its own (a second inline pass re-fetches the same 5 papers and bills the full page text twice). Web-explorer unavailable → orchestrator conducts the search inline. Either way: find top 5 papers for `$TOPIC` (Step 1's flag-stripped topic, reloaded in the block below), produce comparison table (method, key idea, benchmark results, compute, code availability), recommend single best method given codebase constraints from Step 1.
**Note**: never dispatch to `research:scientist` for broad SOTA surveys — scientist scoped to deep single-paper analysis with named paper anchor. Use `research:scientist` directly only when: (a) specific paper identified and needs deep analysis, (b) hypothesis generation for identified method, or (c) experiment design for concrete approach. Broad SOTA = web-explorer territory.
Pre-compute output paths before searching:
```bash
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
+ IFS= read -r TOPIC < "${TMPDIR:-/tmp}/topic-clean-args-${CSID}" 2>/dev/null || TOPIC=""
+ [ -n "$TOPIC" ] || { echo "! BLOCKED — no topic after flag parsing; re-run /research:topic <topic>"; exit 1; }
+ echo "TOPIC=$TOPIC"
BRANCH=$(git branch --show-current 2>/dev/null | tr '/' '-' || echo 'main') # timeout: 3000
DATE=$(date +%Y-%m-%d) # timeout: 3000
mkdir -p .temp .reports/research # timeout: 3000
# anti-overwrite counter-suffix (quality-gates.md §Output Routing) — resolved by resolve-anti-overwrite-path.py
# Step 3 report path resolved HERE, not at Step 3: hook gate below must exist from moment
# run commits to producing report, not from moment it remembers to.
AGENT_OUT=$(python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_research}/bin/resolve-anti-overwrite-path.py" .temp "output-research-agent-$BRANCH-$DATE") # timeout: 5000
REPORT_OUT=$(python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_research}/bin/resolve-anti-overwrite-path.py" .reports/research "topic-$BRANCH-$DATE") # timeout: 5000
echo "$BRANCH" > "${TMPDIR:-/tmp}/topic-branch-${CSID}"
echo "$DATE" > "${TMPDIR:-/tmp}/topic-date-${CSID}"
echo "$AGENT_OUT" > "${TMPDIR:-/tmp}/topic-agent-out-${CSID}"
echo "$REPORT_OUT" > "${TMPDIR:-/tmp}/topic-report-out-${CSID}"
# Absolute path — hooks/enforce-topic-header.js reads this to gate the follow-up question
echo "$PWD/$REPORT_OUT" > "${TMPDIR:-/tmp}/research-topic-report-file-${CSID}"
+ echo "BRANCH=$BRANCH DATE=$DATE AGENT_OUT=$AGENT_OUT REPORT_OUT=$REPORT_OUT"
```
Search targets (for whichever owner runs the search): arXiv, Papers With Code, Semantic Scholar, HuggingFace Hub. For each of top 5 papers: extract method, key idea, benchmark results, compute cost, code availability. The owner writes full findings (comparison table, paper analysis, recommendation, implementation plan, Confidence block) to `$AGENT_OUT`.
- > **Agent budget** — each spawn costs ~120,851 tok of fixed overhead (~73 tool-calls' worth) plus ~12.0 s/call, so work under ~73 calls is cheaper done inline: spawn nothing — work-displacement only; an isolation-motivated spawn (adversarial reviewer, distinct specialist role, model tier, worktree) runs regardless of size. Keep each agent near ~55 tool-calls; past ~60 they stall without returning an envelope, forcing reconstruction from disk. Every spawn prompt must require an envelope even on exhaustion — `partial: true` plus what was finished.
+ <!-- policy-sibling: plugins/cc_research/skills/judge/SKILL.md, plugins/cc_research/skills/fortify/SKILL.md, plugins/cc_research/skills/verify/SKILL.md, plugins/cc_research/skills/plan/SKILL.md, plugins/cc_research/skills/retro/SKILL.md, plugins/cc_research/skills/topic/modes/plan.md, plugins/cc_research/skills/topic/modes/team.md — Agent-budget spawn-envelope rule restated in each; keep in sync (plugins/CLAUDE.md §Policy Duplication Marker). -->
- **Availability check** (`ls ~/.claude/plugins/cache/borda-ai-rig/foundry/*/agents/web-explorer.md 2>/dev/null`): present → spawn `Agent(subagent_type="foundry:web-explorer", prompt="...")` as the sole search owner per the rule above — its prompt frames the ask strictly within web-explorer's declared scope (sourcing, fetching, and distilling published claims from arXiv / Papers With Code / Semantic Scholar pages — explicitly NOT a paper deep-dive, hypothesis generation, or experiment design), and carries the search targets, per-paper extraction fields, and the `$AGENT_OUT` write (resolved literal path). Absent → conduct the search inline using WebSearch and WebFetch directly.
+ > **Agent budget** — every spawn prompt must require an envelope even on exhaustion — `partial: true` plus what was finished.
+ **Availability check** (`{ find ~/.claude/plugins/cache -maxdepth 5 -path "*/foundry/*/agents/web-explorer.md" 2>/dev/null; ls plugins/cc_foundry/agents/web-explorer.md 2>/dev/null; } | head -1` — the marketplace-agnostic probe of `agent-resolution.md`): non-empty → spawn `Agent(subagent_type="foundry:web-explorer", prompt="...")` as the sole search owner per the rule above — its prompt frames the ask strictly within web-explorer's declared scope (sourcing, fetching, and distilling published claims from arXiv / Papers With Code / Semantic Scholar pages — explicitly NOT a paper deep-dive, hypothesis generation, or experiment design), and carries the search targets, per-paper extraction fields, and the `$AGENT_OUT` write (resolved literal path). Absent → conduct the search inline using WebSearch and WebFetch directly.
+
**Agent wait**: the spawn runs in the background — end the turn and resume on its completion notification, never a `sleep`, `ScheduleWakeup`, `ListAgents`, or `Monitor` loop. A notification without the expected output marks the agent ⏱ `timed_out` at once; surface it in the report (`agent-resolution.md` §Agent waits — no polling).
If the spawned agent's returned envelope indicates it declined or redirected the task instead of completing it (e.g. cites an ML-paper-analysis or out-of-scope limitation), treat this identically to "web-explorer unavailable" — the orchestrator conducts the search inline using WebSearch/WebFetch directly (the existing fallback). Never forward this task to `research:scientist`.
### 2b: Check for existing implementations (main context)
Use Grep tool to search codebase for existing related code:
- - Pattern: `$ARGUMENTS` (treat as literal string — if `$ARGUMENTS` contains regex metacharacters like `.`, `*`, `+`, `?`, `(`, `)`, `[`, `]`, `\`, escape them via `grep -F` semantics, OR escape each metachar with `\\` before passing to Grep tool)
+ - Pattern: `$TOPIC` (treat as literal string — if `$TOPIC` contains regex metacharacters like `.`, `*`, `+`, `?`, `(`, `)`, `[`, `]`, `\`, escape them via `grep -F` semantics, OR escape each metachar with `\\` before passing to Grep tool)
- Glob: `**/*.py`
- Output mode: `files_with_matches`
- Limit to 1000 results (per external-data.md — never cap at default 10)
```bash
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
# boundary: after Step 2 literature gathered (compaction-contract.md)
IFS= read -r _AGENT_OUT < "${TMPDIR:-/tmp}/topic-agent-out-${CSID}" 2>/dev/null || _AGENT_OUT=""
IFS= read -r _BRANCH < "${TMPDIR:-/tmp}/topic-branch-${CSID}" 2>/dev/null || _BRANCH=""
IFS= read -r _DATE < "${TMPDIR:-/tmp}/topic-date-${CSID}" 2>/dev/null || _DATE=""
- IFS= read -r _KEEP < "${TMPDIR:-/tmp}/topic-keep-items-${CSID}" 2>/dev/null || _KEEP=""
IFS= read -r _REPORT_OUT < "${TMPDIR:-/tmp}/topic-report-out-${CSID}" 2>/dev/null || _REPORT_OUT=".reports/research/topic-${_BRANCH}-${_DATE}.md"
- _KEEP_APPEND=""; [ -n "$_KEEP" ] && _KEEP_APPEND="; user-keep: $_KEEP"
- python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_research}/bin/write_skill_contract.py" "research:topic" "synthesis (after Step 2 literature gathered)" "n/a" "agent-out=${_AGENT_OUT}, report-out=${_REPORT_OUT}, branch=${_BRANCH}${_KEEP_APPEND}" "Step 3 synthesize agent findings into report → follow-up gate" # timeout: 5000
+ python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_research}/bin/write_skill_contract.py" --keep-sentinel topic-keep-items "research:topic" "synthesis (after Step 2 literature gathered)" "n/a" "agent-out=${_AGENT_OUT}, report-out=${_REPORT_OUT}, branch=${_BRANCH}" "Step 3 synthesize agent findings into report → follow-up gate" -- calls_ahead=8 "drop=raw search transcripts and fetched pages" # timeout: 5000
+ python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_research}/bin/compaction_boundary.py" # timeout: 60000 — prints the Boundary step, then the foundry gate decision; follow it
```
## Step 3: Report
> Report guidance:
>
> - List only agents actually dispatched this run, such as `foundry:web-explorer` when it ran Step 2a. Include `solution-architect` only in plan-mode runs; never copy the full agent menu.
> - When web-explorer declined or redirected, the Agents field records `web-explorer (declined) + orchestrator (inline fallback)`, never just `orchestrator (inline)`. Preserve the actual Agent Confidence row rules below.
> - Summarize the current state of the field in two to three sentences. Use the actual dispatched agent name in each confidence row.
> - Replace descriptive fields with observed values and omit these writing notes from the report.
```markdown
---
Title: Research — [topic]
Date: [YYYY-MM-DD]
Scope: [topic / research question]
Focus: SOTA literature research
Agents: [Agents used]
Outcome: EXPLORATORY | PROMISING | CONSENSUS
Best method: [recommended approach / architecture]
Papers: [N papers analyzed]
Confidence: [aggregate score] — [key gaps]
Next steps: /research:topic plan → /develop:feature (requires `develop` plugin)
Path: → .reports/research/topic-<branch>-<date>.md
---
- ## Research: $ARGUMENTS
+ ## Research: [topic]
### SOTA Overview
[Field summary]
### Method Comparison
| Method | Key Idea | SOTA Result | Compute | Code Available |
|--------|----------|-------------|---------|----------------|
| ... | ... | ... | ... | Yes/No + link |
### Recommendation
**Use [method]** because [specific reason matching the current codebase constraints].
### Implementation Plan
1. [step with file/component to change]
2. [step]
3. [step]
### Key Hyperparameters
- [param]: [typical range] — [what it controls]
### Gotchas
- [common failure mode and how to avoid it]
### Integration with Current Codebase
- Files to modify: [list with file:line references]
- New dependencies needed: [package versions]
- Estimated effort: [hours/days]
- Risk assessment: [what could go wrong during integration]
### References
- [Paper title] ([year]) — [link]
### Agent Confidence
<!-- Rows come from the actual launch batch: one row per agent this run really spawned, named as dispatched. -->
<!-- No agent spawned (orchestrator ran the search inline): single row, agent `orchestrator (inline)`. -->
<!-- web-explorer declined/redirected: two rows — `foundry:web-explorer (declined)` with score `n/a`, then `orchestrator (inline fallback)`. -->
<!-- The rows below are shape examples, never emitted verbatim — a fixed researcher-1/2/3 lineup reports agents that never ran. -->
| Agent | Score | Gaps |
|---|---|---|
| [Dispatched agent] | [score] | [gaps] |
```
```bash
mkdir -p .reports/research # timeout: 3000
export CSID="${CLAUDE_CODE_SESSION_ID:-$PPID}"
# Reload from Step 2a bash block (Check 41: fresh shell per call)
IFS= read -r BRANCH < "${TMPDIR:-/tmp}/topic-branch-${CSID}" 2>/dev/null || BRANCH=$(git branch --show-current 2>/dev/null | tr '/' '-' || echo 'main')
IFS= read -r DATE < "${TMPDIR:-/tmp}/topic-date-${CSID}" 2>/dev/null || DATE=$(date +%Y-%m-%d)
# report path (anti-overwrite suffix, quality-gates.md) resolved at Step 2a — reuse
# verbatim; re-resolving here would drift from the path the hook gate is watching
IFS= read -r REPORT_OUT < "${TMPDIR:-/tmp}/topic-report-out-${CSID}" 2>/dev/null || REPORT_OUT=""
if [ -z "$REPORT_OUT" ]; then
REPORT_OUT=$(python "${CLAUDE_PLUGIN_ROOT:-plugins/cc_research}/bin/resolve-anti-overwrite-path.py" .reports/research "topic-$BRANCH-$DATE") # timeout: 5000
echo "$REPORT_OUT" > "${TMPDIR:-/tmp}/topic-report-out-${CSID}"
echo "$PWD/$REPORT_OUT" > "${TMPDIR:-/tmp}/research-topic-report-file-${CSID}"
fi
+ echo "REPORT_OUT=$REPORT_OUT"
```
Write full report to `$REPORT_OUT` via Write tool (resolved by counter-suffix loop above) — **do not print full report to terminal**.
TaskUpdate "Print report header" → `in_progress`.
Read the saved report and build the delivery block in this same turn: every `---` header field as a two-column `Field | Value` table in file order, then the compact summary below. Prepare the plain summary for the Follow-up gate question text from the same saved report: report path, `Title`, `Outcome`, and brief confidence/gap facts. Print the full header table and compact summary once in the final reply after the answer, never before the question or in an option preview, never Bash/tool stdout. TaskUpdate "Print report header" → `completed` once the block is built; preparation does not discharge final delivery. A turn ending without the table gets it demanded as final reply text by the `Stop` hook:
> **Output-Routing exemption**: defer quality-gates.md §Report File Format's table-first-in-reply rule and Output Routing step 2a until the final reply after the answer. The Follow-up gate carries only the plain summary in question text, with no previews; the final reply opens with the full header table.
```text
---
Research — [topic]
SOTA: [1–2 sentence summary of current landscape]
Best method: [recommended approach / architecture]
Key papers: [top 2–3 papers with year]
Gaps: [what the research couldn't cover or needs runtime validation]
Confidence: [aggregate score] — [key gaps]
→ saved to .reports/research/topic-$BRANCH-$DATE.md
---
```
**Hook-enforced**: on `Stop`, `hooks/enforce-topic-header.js` keeps a turn going once per report when it ends without the matching header table in the final reply after the answer — skipping the follow-up question does not skip delivery. It also blocks only this workflow's follow-up question until the current report exists and the first question text carries its report path, `Title`, and `Outcome` as a plain summary, at most 1,500 characters. Option descriptions and previews do not supply the summary. Missing delivery evidence blocks this transition; apply the placement the deny reason names, then retry. Diagnostic/recovery questions remain available; use their own question header, not `topic`. The existing sentinel lifetime still scopes this workflow guard; it does not prove UI rendering or report correctness.
End response with `## Confidence` block per CLAUDE.md output standards.
## Team Mode — only when `--team` flag present and first non-flag word is not `plan`
> loads: modes/team.md # also loads: modes/plan.md **Mode-file existence check** — verify before reading:
```bash
_TEAM_MODE="${CLAUDE_PLUGIN_ROOT:-plugins/cc_research}/skills/topic/modes/team.md"
- [ -f "$_TEAM_MODE" ] || { echo "! MISSING — modes/team.md not found at $_TEAM_MODE. Plugin may not be fully installed. Falling back to single-agent mode."; exit 1; }
- [ -f "$HOME/.claude/TEAM_PROTOCOL.md" ] || { echo "! MISSING — ~/.claude/TEAM_PROTOCOL.md not found. Run /foundry:setup (requires foundry plugin) to install. Falling back to single-agent mode."; exit 1; }
+ [ -f "$_TEAM_MODE" ] || { echo "! MISSING — modes/team.md not found at $_TEAM_MODE. Plugin may not be fully installed. Continuing in single-agent mode (Steps 2-3)."; exit 1; }
+ [ -f "$HOME/.claude/TEAM_PROTOCOL.md" ] || { echo "! MISSING — ~/.claude/TEAM_PROTOCOL.md not found. Run /foundry:setup (requires foundry plugin) to install. Continuing in single-agent mode (Steps 2-3)."; exit 1; }
cat "$_TEAM_MODE" # timeout: 5000
```
- Follow `modes/team.md` (loaded above) and execute its workflow.
+ Check exits non-zero (a `! MISSING` line printed) → do not stop: run Steps 2-3 as single-agent mode, then the `## Follow-up gate`. Otherwise follow `modes/team.md` (loaded above) and execute its workflow.
**Mandatory termination gate**: after `modes/team.md` returns (consolidation complete, report written, delivery block built per its own mandatory print step, "Print report header" task `completed`), continue to `## Follow-up gate` section below — do NOT exit early. `AskUserQuestion` call in `## Follow-up gate` is only authorized terminal action for team mode; reaching end of team workflow without invoking it is protocol violation.
## Plan Mode — only when first non-flag word of `$ARGUMENTS` is exactly `plan` (not a prefix match — "planning algorithms" must NOT trigger this mode)
> Distinct from the standalone `/research:plan` skill: this mode turns prior SOTA research output into a phased implementation roadmap; `/research:plan` writes an ML experiment `program.md` run config from a goal or file. Same word, different artifact — see `/research:plan`'s own description.
> loads: modes/plan.md **Mode-file existence check** — verify before reading:
```bash
_PLAN_MODE="${CLAUDE_PLUGIN_ROOT:-plugins/cc_research}/skills/topic/modes/plan.md"
[ -f "$_PLAN_MODE" ] || { echo "! MISSING — modes/plan.md not found at $_PLAN_MODE. Plugin may not be fully installed."; exit 1; }
cat "$_PLAN_MODE" # timeout: 5000
```
Follow `modes/plan.md` (loaded above) and execute its workflow.
**Mandatory termination gate**: after `modes/plan.md` returns (phased plan emitted, report written, delivery block built per its own `Print compact terminal summary` step, "Print report header" task `completed`), continue to `## Follow-up gate` section below — do NOT exit early. `AskUserQuestion` call in `## Follow-up gate` is only authorized terminal action for plan mode; reaching end of plan workflow without invoking it is protocol violation.
## Follow-up gate
- **Hard gate**: check "Print report header" task status before anything else here. Not `completed` → the delivery block has not been built yet — go back and do it now (Step 3 / team.md / plan.md, whichever path ran), then mark the task `completed`, before calling `AskUserQuestion` below. The question carries the plain summary; the prepared full header table opens the final reply after the answer, once. `hooks/enforce-topic-header.js` backs this gate structurally — the `AskUserQuestion` below is denied outright while the run's report file is absent or empty on disk.
+ **Hard gate**: check "Print report header" task status before anything else here. Not `completed` → the delivery block has not been built yet — go back and do it now (Step 3 / team.md / plan.md, whichever path ran), then mark the task `completed`, before calling `AskUserQuestion` below. `hooks/enforce-topic-header.js` backs this gate structurally — the `AskUserQuestion` below is denied outright while the run's report file is absent or empty on disk.
```bash
rm -f .temp/state/skill-contract.md # clear contract — topic research complete (compaction-contract.md §Lifecycle) # timeout: 5000
```
Call `AskUserQuestion` tool — do NOT write options as plain text first. Map options directly into tool call arguments:
- header: `topic`
- question: plain summary, at most 6 plain lines (target 600 characters, hard cap 1,500), no table, pipe layout, or code fence. Use actual newlines: "What next?", then `Title: <saved Title>`, `Outcome: <saved Outcome>`, `Confidence: <brief score and gaps>`, and `→ <report path>`, each on its own line — the run's report file: `$REPORT_OUT`, or `$PLAN_OUT` on the plan path. Preserve the saved `Title` and `Outcome`; shorten optional facts to fit.
- - (a) label: `/research:plan` — description: design a research program from these findings
- - (b) label: `/develop:feature` — description: implement based on findings (requires `develop` plugin)
+ - (a) label: `/research:topic plan` — description: turn these findings into a phased implementation plan (type it yourself — user-invoked)
+ - (b) label: `/develop:feature` — description: implement based on findings (requires `develop` plugin; type it yourself — user-invoked)
- (c) label: `skip` — description: no action
- Options carry their label and one-line description only, with no previews. Preserve their order; the recommended option stays second.
+ - `/research:topic`, `/research:plan` and `/develop:feature` are user-invoked (`disable-model-invocation`), so no answer launches a skill: print the chosen command as plain text for the user to run, and nothing else. `/research:plan` is a different skill (writes an experiment `program.md` from a goal) — never offer it as the continuation of topic research; `/research:topic plan` is the only mode that reads this report.
</workflow>
<notes>
- Skill orchestrates — owns broad SOTA literature search end-to-end via `foundry:web-explorer`, delegates codebase mapping to `foundry:solution-architect` (plan mode). For direct hypothesis/experiment work on named paper, use `research:scientist` directly.
- **Team Mode dependency**: `--team` requires `~/.claude/TEAM_PROTOCOL.md` to exist — each teammate spawn prompt includes `Read $HOME/.claude/TEAM_PROTOCOL.md and use AgentSpeak v2`; verify file present before launching team mode.
- - **Link integrity**: all URLs cited in research report must be fetched and verified before inclusion. Use WebFetch to confirm each URL exists and says what claimed.
- Follow-up chains:
- - Research recommends method → `/research:plan` for sequenced plan (auto-detects latest output), then `/develop:feature` (requires `develop` plugin) for TDD-first implementation
+ - Research recommends method → `/research:topic plan` for sequenced plan (auto-detects latest output), then `/develop:feature` (requires `develop` plugin) for TDD-first implementation
- Research integrates into existing code → `/develop:refactor` (requires `develop` plugin) first to prepare module, then `/develop:feature` (requires `develop` plugin)
- Research reveals security concerns with dependency → run `pip-audit` or `uv run pip-audit` for Common Vulnerabilities and Exposures (CVE) scan
- Plan approved → create `.plans/active/todo_<method>.md` with phases as task groups; start with `/develop:feature <first task from Phase 1>` (requires `develop` plugin)
</notes>