aris
Runs an automated research loop for ML papers, covering arXiv search and paper lookup, analysis of experiment results, planning of ablation studies, and autonomous review and revision of a draft paper until it is ready for submission.

Runs an automated research loop for ML papers, covering arXiv search and paper lookup, analysis of experiment results, planning of ablation studies, and autonomous review and revision of a draft paper until it is ready for submission.
Helps AI job seekers prepare for interviews with a Chinese-language cheat sheet on ML and LLM topics, plus a skill that generates an academic personal homepage from a CV and a skill that renders research artifacts as readable HTML.
Use when main results pass result-to-claim (claim_supported=yes or partial) and ablation studies are needed for paper submission.
Synthesize the single strongest EVIDENCE-BOUND reviewer case to reject a paper, built ONLY from the evidence ledger (claims.json)…
Transparent, itemized impressions of AI-generated WRITING STYLE — the repo's ONLY non-integrity track. Two passes: a…
Quick single-paper lookup via AlphaXiv LLM-optimized summaries with tiered source fallback. Use when user says "explain this…
Analyze ML experiment results, compute statistics, generate comparison tables and insights. Use when user says "analyze results",…
Search, download, and summarize academic papers from arXiv. Use when user says "search arxiv", "download paper", "fetch arxiv",…
Autonomously improve a generated paper via GPT-6-Astra xhigh review → implement fixes → recompile, for 2 rounds. Use when user…
Autonomous multi-round research review loop. In Copilot CLI it defaults to the native complementary rubber-duck subagent with…
Autonomous research review loop using any OpenAI-compatible LLM API. Configure via llm-chat MCP server or environment variables.…
Autonomous multi-round research review loop using MiniMax API. Use when you want to use MiniMax instead of Codex MCP for external…
Audit whether a paper's baseline comparisons are COMPLETE, FAIR, and SIGNIFICANT: a required recent SOTA baseline is missing…
Zero-context verification that every bibliographic entry in the paper is real, correctly attributed, and used in a context the…
Read-only leaf worker for one bounded ARIS fan-out shard. Never delegates, writes files, or renders verdicts.
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