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deep-research

Deep research on any topic using parallel sub-agents and built-in tools only (WebSearch/WebFetch + free APIs, no keys). Use when the user asks for a thorough multi-source investigation with a cited report — "深度调研X"、"deep research"、"帮我全面研究一下"、"多方求证"、"写一份调研报告". NOT for simple lookups (single WebSearch suffices) and NOT for academic literature surveys (use auto-research skill instead).

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XiaomiMiMo/MiMo-Code
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SKILL.md
تعليمات المصدر · معاينة للقراءة فقط
name
deep-research
description
Deep research on any topic using parallel sub-agents and built-in tools only (WebSearch/WebFetch + free APIs, no keys). Use when the user asks for a thorough multi-source investigation with a cited report — "深度调研X"、"deep research"、"帮我全面研究一下"、"多方求证"、"写一份调研报告". NOT for simple lookups (single WebSearch suffices) and NOT for academic literature surveys (use auto-research skill instead).
# Deep Research Orchestrate parallel research sub-agents, then write one coherent cited report. Research is parallel; writing is single-point — never let multiple agents write report sections. ## Step 0 — Always first 1. Run `date +%Y-%m-%d` via Bash. Never assume the current year from training data. 2. Triage: - Answerable with 1-2 searches? → STOP, just use WebSearch directly. Do not use this skill. - Enumeration task (N items × M fields, e.g. "compare 20 frameworks")? → still this skill, but use table-oriented decomposition (one sub-agent per item batch). - Open-ended investigation? → continue below. 3. Pick depth (default **standard**; user can override with words like "quick"/"exhaustive"): | Mode | Sub-agents (round 1) | Max follow-up rounds | Sources target | |---|---|---|---| | quick | 2-3 | 0 | 8+ | | standard | 3-5 | 1 | 15+ | | deep | 5-8 | 2 | 25+ | These are hard budgets. Reflection (Phase 4) can spend them but never exceed them. ## Workspace All state lives on disk at `./research/<slug>/` — never only in context (survives compaction): ``` research/<slug>/ ├── brief.md # research brief — the single contract for all phases ├── findings/ # F1.md, F2.md ... one per sub-agent, structured evidence └── REPORT.md # final deliverable ``` On resume: re-read `brief.md` + list `findings/`, skip completed angles, continue. ## Phase 1 — Scope Ask at most one round of clarifying questions (AskUserQuestion), only if genuinely ambiguous: audience, time frame, region, decision at stake. If the user said "just run it" or intent is clear, skip asking and write assumptions into the brief instead. Then write `brief.md`: refined question, scope boundaries (in/out), assumptions, depth mode, today's date. This brief — not the raw conversation — is what every later phase measures against. ## Phase 2 — Plan Decompose the brief into 3-8 **independent** research angles. Pull from these lenses as applicable: core facts/definitions · recent developments (last 12 months) · quantitative data/benchmarks · counter-arguments & failure cases · practitioner experience (forums, issues) · academic work · key players/alternatives. List angles in `brief.md` under `## Angles`. For deep mode or contested topics, show the angle list to the user for a quick confirm before spending budget. ## Phase 3 — Parallel research Spawn one sub-agent per angle **in a single message** (parallel). Build each prompt from the locked template in [reference/subagent-prompt.md](reference/subagent-prompt.md) — reproduce it verbatim, replacing only the `{variables}`. Each sub-agent: - researches ONE angle only, using WebSearch/WebFetch and the free endpoints in [reference/sources.md](reference/sources.md) - writes structured findings to `findings/F<n>.md` (claim / quote / URL / date / confidence per item) - returns only a 3-5 line summary to you — raw page content must never enter your context If a sub-agent fails or returns thin results, note it and move on; do not block other angles. ## Phase 4 — Reflect (gap check) Read all `findings/*.md`. Against `brief.md`, ask: which parts of the brief have no evidence? Which major claims rest on a single source? Where do sources conflict? - Gaps found AND follow-up budget remains → spawn targeted sub-agents with delta-queries (same template, narrower angle). Repeat once per remaining round. - No budget left or coverage sufficient → proceed. Record unresolved gaps; they go in the report's "Open questions". ## Phase 5 — Write (single-point) You alone write `REPORT.md` in one pass, following [reference/report.md](reference/report.md). Core rules: - Every non-obvious claim carries an inline citation `[n]` mapping to a Sources section; citation URLs come only from findings files — never from memory. - Where sources conflict, present both sides with dates; prefer newer + primary sources. - Mark single-source claims with `[single source]`, speculation with `[speculative]`. - End with: Open questions · Sources (numbered, with access date). For deep mode, before finalizing do one critique pass: reread the report as a skeptical reviewer (unsupported claims? stale data? missing counter-view?) and fix in place. Finally, give the user a 5-10 line summary of key conclusions and the report path.
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