Orchestra-Research/AI-Research-SKILLs
Skill Claude CodeCodex
Expert guidance for GRPO/RL fine-tuning with TRL for reasoning and task-specific model training.
119 tagged reasoning, measured the same way as everything else here.
Browse within: sequential-thinking 53sequentialthinking 53thoughtbox 53epistemology 15zetetic 15agentic-workflow 13aiagents 13decision-making 13multi-agent-systems 13parallel-processing 13DSPy 6Prompt Optimization 6
Orchestra-Research/AI-Research-SKILLs
Skill Claude CodeCodex
Expert guidance for GRPO/RL fine-tuning with TRL for reasoning and task-specific model training.
Skill Claude CodeCodex
Write a monthly trend newsletter for this ai-agent-papers repo. Use when asked to create/update a monthly trend report, summarize a category's recent papers, or "make a newsletter". Encodes the house procedure: cover every coherent category with enough papers that month (no fixed number of issues; overlap between…
zhiliscope/baiyueguang-learning-skill
Skill Claude CodeCodex
Transform knowledge points into an investigable information network using the Baiyueguang Learning Method.
Skill Claude CodeCodex
Grounds a coding agent's architecture decisions in real arXiv prior art before it builds something new. Reads arXiv category-wise via real HTTP fetch, spawns parallel isolated reads across the papers found, scores/clusters them, then converges on ONE recommended path with citations, a first step, and known prior-art…
Skill Claude CodeCodex
Determines whether a security incident involves personal data, triggers regulatory breach-notification obligations (e.g. GDPR Art. 33/34), and what notification timelines apply.
Skill Claude CodeCodex
Analyzes authentication and authorization events for failed-login clustering, privilege-escalation chains, credential-stuffing patterns, and MFA-bypass indicators.
Skill Claude CodeCodex
Detects anomalous behavior by authenticated users that may indicate insider threats through behavioral analysis of access patterns, privileged actions, and data movement.
Skill Claude CodeCodex
This skill is designed to rewrite user prompts to align with the expert-level aesthetic standards. It transforms simple descriptions into multi-dimensional, professional-grade artistic instructions that maximize scores across all fine-grained aesthetic attributes.
Skill Claude CodeCodex
This skill should be triggered when the user's request implies a need for imagination, artistic flair, conceptual depth, or unconventional visual storytelling.
Skill Claude CodeCodex
This skill should be triggered when the user's request involves multiple objects, complex scene arrangements, or specific physical relationships between elements.
Skill Claude CodeCodex
Use for composing DSPy modules with Ensemble, MultiChainComparison, ensemble voting, sequential pipelines, and multi-program workflows.
Skill Claude CodeCodex
Guide for designing, implementing, and advising on MCP servers that use Code Mode — the pattern where an LLM writes and executes code to orchestrate API calls instead of calling individual tools one at a time. Use this skill whenever the user mentions Code Mode, MCP tool proliferation, context window bloat from MCP…
Skill Claude CodeCodex
Run an Agent-Native Architecture Audit using Thoughtbox Hub for multi-agent coordination. Spawns 3 auditor agents and 1 synthesizer that collaborate through structured channels, cross-reference findings, and build consensus on scores.
Skill Claude CodeCodex
Orchestrate a multi-agent collaboration demo on the Thoughtbox Hub. Spawns MANAGER, ARCHITECT, and DEBUGGER agents that coordinate through shared workspaces, problems, proposals, and channels.
Skill Claude CodeCodex
Reasoning protocol distilled from Claude Fable 5. Makes any model reason like Fable — evidence-grounded claims, multi-hypothesis diagnosis, concrete simulation, adversarial self-review, calibrated outcome-first delivery. Its never-skipped Floor check catches simple-looking trick questions models answer confidently…
Skill Claude CodeCodex
Expert guidance for GRPO/RL fine-tuning with TRL for reasoning and task-specific model training.
Skill Claude CodeCodex
A two-stage workflow that plans changes first and edits code second, keeping reasoning separate from file modifications.
Skill Claude CodeCodex
Structured multi-step reasoning tool for complex problem solving with branching, hypothesis testing, and evidence tracking.
Skill Claude CodeCodex
Synthesize multiple papers, benchmarks, interviews, reviews, or other sources into a defensible and qualified conclusion. Use for conflicting evidence, literature synthesis, claim auditing, argument mapping, qualitative coding, belief updates, or any request that must expose counter-evidence, uncertainty, and source…
Skill Claude CodeCodex
Draw the line where it costs least. Use for build-vs-buy calls, "where does this module/team/service boundary belong?", APIs and abstractions forcing users into implementation vocabulary, tools that should augment rather than automate, hardcoded decisions that belong at runtime, or information nobody can find.
Skill Claude CodeCodex
Audit the decision before it ships. Use for "are we sure about this?", high-stakes choices made on fast intuition, plans with no failure scenario, estimates that are suspiciously optimistic, metrics being gamed (Goodhart), unfalsifiable claims, negotiation prep, or strategies that break in extreme conditions.
Agents365-ai/scientific-thinking-general
Skill Claude CodeCodex
Use when interpreting research findings, evaluating scientific evidence, analyzing mechanisms, comparing competing hypotheses, designing experiments, or constructing scientific arguments.
PythonIaMath/PromptRail-Plugins
Skill Claude CodeCodex
Check whether the PromptRail Claude effort router is installed, configured, and healthy.
Skill Claude CodeCodex
Expert guidance for GRPO/RL fine-tuning with TRL for reasoning and task-specific model training.