Research

Write structured State-of-the-Art (SOTA) reviews / literature reviews for academic research projects with **zero hallucinated citations**. Activate this skill whenever the user wants to write, update, or expand a SOTA. Triggers (FR + EN) : "écris un SOTA", "état de l'art sur", "revue de littérature", "mise à jour SOTA", "survey sur", "nouveau SOTA", "write a SOTA on", "literature review on", "state-of-the-art review", "/paper-trail:new-sota". **MANDATORY** : this skill enforces an INVERTED wo...

Final authority on the truthfulness of references cited in State-of-the-Art reviews and academic papers. Activate this skill whenever the session involves auditing, correcting, or cleaning citations in a SOTA or article, or when responding to verdicts from `pdf-cascade` / `registry-doctor`. Triggers (FR + EN) : "audit SOTA", "corriger SOTA", "vérifier hallucinations", "purger refs", "déclarer une ref véridique ou hallucinée", "audit references", "verify citations", "purge hallucinations", "/p...

Audit the bibliography registry for consistency via 19 mechanical invariants (I1-I19) covering state validity, slug uniqueness, UID format, PDF path normalization, file presence on disk, sha256 integrity, page-1 validation log coherence, state history monotonicity, attempt numbering, blocked-reason presence, citation reciprocity with SOTAs, PDF duplicates, terminal state escapes, RTFM OCR overdue. Trigger this skill whenever the user wants to audit the registry, fix obvious drift, check invar...

Acquire PDFs for bibliographic references via a strict 10-source cascade (Crossref OA → arXiv → OpenAlex → Unpaywall → HAL → CORE → archive.org → WebSearch queue; optionally Sci-Hub + Anna's Archive in opt-in mode). Each acquired PDF is validated against expected author/title/year (page 1 anti-homonymy) before being accepted. Trigger this skill whenever the user wants to download a PDF for a reference, fill a cascade, retry an acquisition, or push a `candidate`/`uid_resolved` ref forward in t...

Write academic papers (IMRaD structure) for conferences and journals, with mandatory anti-hallucination citation verification. Triggers (FR + EN) : "écris un paper", "article pour conférence", "rédige pour la conférence", "structure IMRaD", "soumission paper", "write a paper on", "academic article", "/paper-trail:new-paper". Builds on existing SOTAs in the registry — does NOT invent references. Every citation passes through citation-receipts validation before being accepted in the final draft.

Systematic per-citation verification protocol for academic writing. MUST be used whenever writing content that cites sources — papers, blog posts, SOTAs, or any document making factual claims about external work. Triggers (FR + EN) on any writing task involving references, citations, or bibliographic claims, or when the user asks to "verify citations", "check sources", "audit references", "validate bibliography", "produce receipts", "/paper-trail:audit-article", "/paper-trail:receipts". Produ...

Use when editing text to remove AI writing traces or improve naturalness in Korean or English. Triggers: "humanize", "AI 흔적 제거", "사람답게", "자연스럽게 고쳐", "de-AI", "remove AI patterns"

Add a source file to the processing queue. Checks for duplicates, creates archive folder, moves source from inbox, creates extract task, and updates queue. Triggers on "/seed", "/seed [file]", "queue this for processing".

Update old notes with new connections. The backward pass that /connect doesn't do. Revisit existing notes that predate newer related content, add connections, sharpen claims, consider splits. Triggers on "/revisit", "/revisit [note]", "update old notes", "backward connections", "revisit notes".

Combined verification — recite (description quality via cold-read prediction) + validate (schema compliance) + review (health checks). Use as a quality gate after creating notes or as periodic maintenance. Triggers on "/review", "/review [note]", "verify note quality", "check note health".

Challenge system assumptions against accumulated evidence. Triages observations and tensions, detects patterns, generates proposals. The scientific method applied to knowledge systems. Triggers on "/rethink", "review observations", "challenge assumptions", "what have I learned".

Capture friction as methodology notes. Three modes — explicit description, contextual (review recent corrections), session mining (scan transcripts for patterns). Triggers on "/remember", "/remember [description]".

Surface the most valuable next action by combining task stack, queue state, inbox pressure, health, and goals. Recommends one specific action with rationale. Triggers on "/next", "what should I do", "what's next".

Research a topic and grow your knowledge graph. Uses Exa deep researcher, web search, or basic search to investigate topics, files results with full provenance, and chains to processing pipeline. Triggers on "/learn", "/learn [topic]", "research this", "find out about".

Interactive knowledge graph analysis. Routes natural language questions to graph scripts, interprets results in domain vocabulary, and suggests concrete actions. Triggers on "/graph", "/graph health", "/graph triangles", "find synthesis opportunities", "graph analysis".

Extract structured knowledge from source material. Two modes — `extract` (default) for comprehensive atomic claim extraction, and `analyze` for design proposals where one impact-analysis note replaces claim decomposition. A relevance filter ("does this change how we build our project?") applies to all modes. For `extract` mode on domain-relevant sources, skip rate must be below 10%. Triggers on "/extract", "/extract [file]", "extract insights", "mine this", "process this".

Find connections between notes and update MOCs. Requires semantic judgment to identify genuine relationships. Use after /extract creates notes, when exploring connections, or when a topic needs synthesis. Triggers on "/connect", "/connect [note]", "find connections", "update MOCs", "connect these notes".

Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research synthesis, or comprehensive literature searches across biomedical, scientific, and technical domains. Creates professionally formatted markdown documents and PDFs with verified citations in multiple citation styles (APA, Nature, Vancouver, etc.).

NicheHunter Ultra — Headless App Store Market Intelligence engine for OpenClaw (VPS). Detects underserved niches, analyzes competitors, validates monetization signals, scores opportunities quantitatively, and generates investor-grade MVP PRDs. Optimized for Telegram.

Frontier search models with multi-angle research on every query. CellCog combines deep reasoning with SOTA search to produce accurate, comprehensive news briefs, reports, and digests — delivered ready for your agent to consume without flooding its context window. AI news summary, daily briefing, news digest, current events, trend monitoring, competitive intelligence, market updates.

Use this when the user wants to install or set up the Scientify research plugin. Adds research-pipeline, literature-survey, idea-generation, arxiv tools, and workspace management.

Transform technical insights into Suno-ready songs with lyrics, style tags, and emotional arc

Your agent does the same things the same way forever. inner-life-evolve analyzes patterns, challenges assumptions, and proposes improvements — writing proposals to the task queue for user approval. Never auto-executes. Evolution with a safety net.

Your agent only works on tasks and never thinks creatively. inner-life-dream adds freeform exploration during quiet hours — hypotheticals, future scenarios, unexpected connections. Like dreaming, but captured for review.