Compile a structured literature survey on any AI/ML topic. Agent curates a research bundle (taxonomy + sections + bibliography of real papers) from a public anchor resource, then a chosen LLM generates the survey artifact. Output target is a wiki page (markdown), not a one-off
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Compile a structured literature survey on any AI/ML topic. Agent curates a research bundle (taxonomy + sections + bibliography of real papers) from a public anchor resource, then a chosen LLM generates the survey artifact. Output target is a wiki page (markdown), not a one-off
---name: survey-generator
description: Compile a structured literature survey on any AI/ML topic. Agent curates a research bundle (taxonomy + sections + bibliography of real papers) from a public anchor resource, then a chosen LLM generates the survey artifact. Output target is a wiki page (markdown), not a one-off HTML — survey lands in `<wiki>/derived/surveys/<slug>.md` with full bibliography rows in `sources.md`. Provider-agnostic (Anthropic/OpenAI/OpenRouter/Fireworks/custom OpenAI-compat). Use when the user asks for a "survey", "literature review", "lit review", or "deep dive" on a technical topic.
user-invocable: true
allowed-tools: Read, Write, Bash, WebFetch, AskUserQuestion
---# Survey Generator
Provider-agnostic literature-survey artifact generator. Output flows into a pro-workflow wiki, not a standalone HTML file — survives sessions and indexes for FTS5 retrieval.
## Diff vs dair-academy version
| dair | pro-workflow |
|------|--------------|
| Hardcoded Kimi K2.6 on Fireworks | Provider-agnostic (Anthropic/OpenAI/OpenRouter/Fireworks/custom) |
| Output = single-file HTML with inline SVG | Output = wiki markdown page + bibliography rows in `sources.md` |
| One-off artifact, no follow-up | Persists in FTS5 index; reused by `wiki-research-loop` |
| Manual run only | Composable with `/wiki research` for auto-bibliography expansion |
## When to use
- "Survey on <topic>" / "lit review on <topic>"
- Onboarding a new domain — generate the map-of-the-field
1. Never invent bibliography entries — every paper must be a real work with venue.
2. Every section's `papers` array references keys in `bibliography`.
3. Output is markdown ONLY. No HTML, no inline SVG, no JS.
4. Bibliography rows in `sources.md` use the slug-style id `src-bib-<slug>` (derived from the bibliography `key`); cite as `[^src-bib-<slug>]`. Manual non-bibliography sources continue to use `src-NNN`.
5. Iterate on inputs (`research_bundle.json`), not on the generated output.
6. Provider+model selection is the user's call — never hardcode.
## Composing with research loop
```bash
/wiki init reasoning-models --title "Reasoning Models" --flavor research
