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Add account state (P&L, win rate, drawdown) to RL observations + drawdown penalty in rewards. Trigger when: (1) model needs account awareness, (2) training should penalize drawdowns, (3) upgrading obs…
Active Interleave Skill
Expert in active learning. Use for human-in-the-loop ML, uncertainty sampling, annotation workflows, and labeling optimization.
An intelligent daily check-in assistant that adapulates its depth based on user engagement. It collects key activities and emotions for daily summaries while extracting tasks for to-do list management…
Implement AI-powered statusline with session tracking, plan detection, workspace emojis, and intelligent caching for Claude Code
Use when designing or implementing AI agent systems. Covers tool-using agents with mandatory guardrails, SSE streaming (FastAPI → Next.js via Vercel AI SDK v6), LangGraph stateful multi-agent graphs, …
Expert data scientist specializing in statistical analysis, machine learning, and business insights. Masters exploratory data analysis, predictive modeling, and data storytelling with focus on deliver…
Cryptographic identity for AI agents. Register on-chain identity, sign messages, verify other agents, link platform accounts. Stake USDC to prove you're real. Built by g1itchbot for the USDC Hackathon…
Causal intervention via activation patching to identify important model components. Use when determining which layers, heads, or positions are causally responsible for model behavior.
Active Interleave Skill
Master A2C, A3C, SAC, TD3 - actor-critic methods for continuous control
Advanced analytics including machine learning, predictive modeling, and big data techniques
Objects announce what they can do — The Sims style
Build AI agents using pai-agent-sdk with Pydantic AI. Covers agent creation via create_agent(), toolset configuration, session persistence with ResumableState, subagent hierarchies, and browser automa…
Expert data researcher specializing in discovering, collecting, and analyzing diverse data sources. Masters data mining, statistical analysis, and pattern recognition with focus on extracting meaningf…
Expert ML engineer specializing in production model deployment, serving infrastructure, and scalable ML systems. Masters model optimization, real-time inference, and edge deployment with focus on reli…
Causal intervention via activation patching to identify important model components. Use when determining which layers, heads, or positions are causally responsible for model behavior.
Expert in active learning. Use for human-in-the-loop ML, uncertainty sampling, annotation workflows, and labeling optimization.
Master A2C, A3C, SAC, TD3 - actor-critic methods for continuous control
Committee of personas with opposing propensities forcing genuine debate
Expert AI engineer specializing in AI system design, model implementation, and production deployment. Masters multiple AI frameworks and tools with focus on building scalable, efficient, and ethical A…
Expert data analyst specializing in business intelligence, data visualization, and statistical analysis. Masters SQL, Python, and BI tools to transform raw data into actionable insights with focus on …
Cryptographic identity for AI agents. Register on-chain identity, sign messages, verify other agents, link platform accounts. Stake USDC to prove you're real. Built by g1itchbot for the USDC Hackathon…
Guidelines for selecting appropriate AI model (Sonnet vs Haiku) based on task complexity, ensuring cost efficiency while maintaining quality. Use when assigning work.