Orchestra-Research
Review Skills published by Orchestra-Research, their source repositories, maintenance signals, and identity status.
- Skills
- 4
- Repository stars
- 12,124
- Identity status
- Source-linked
Provenance
Source and identity
- Profile type
- Creator
- Canonical name
- Orchestra-Research
- Public sources
- 1
- License context
- MIT
Source entries
Agent Skills from Orchestra-Research
Repository stars and maintenance signals provide context, but do not automatically become an individual Skill's quality score.
Orchestra-Research/AI-Research-SKILLs
ara-research-manager
Records research provenance as a post-task epilogue, scanning conversation history at the end of a coding or research session to extract decisions, experiments, dead ends, claims, heuristics, and pivots, and writing them into the ara/ directory with user-vs-AI provenance tags. Use as a session epilogue — never during execution — to maintain a faithful, auditable trace of how a research project actually evolved.
Orchestra-Research/AI-Research-SKILLs
autoresearch
Orchestrates end-to-end autonomous AI research projects using a two-loop architecture. The inner loop runs rapid experiment iterations with clear optimization targets. The outer loop synthesizes results, identifies patterns, and steers research direction. Routes to domain-specific skills for execution, supports continuous agent operation via Claude Code /loop and OpenClaw heartbeat, and produces research presentations and papers. Use when starting a research project, running autonomous experimen
Orchestra-Research/AI-Research-SKILLs
deepspeed
Expert guidance for distributed training with DeepSpeed - ZeRO optimization stages, pipeline parallelism, FP16/BF16/FP8, 1-bit Adam, sparse attention
Orchestra-Research/AI-Research-SKILLs
ml-paper-writing
Write publication-ready ML/AI papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM. Use when drafting papers from research repos, structuring arguments, verifying citations, or preparing camera-ready submissions. For systems venues (OSDI, NSDI, ASPLOS, SOSP), use systems-paper-writing instead.
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