@tobisamaa

tree-of-thoughts provides a systematic framework for multi-path reasoning across complex decisions, creative problems, and optimizations. includes parallel execution with caching (v2.0.0), evaluation criteria, search strategies, and templates but lacks concrete integration points and failure recovery specifics.

skill-orchestra routes agents by matching task demands to competence and cost profiles, claiming 22.5% accuracy gains over rl baselines. adds routing cache and pattern learning in v2.0.0, though core routing logic remains underspecified.

task-orchestra provides patterns for coordinating multiple agents and sequential or parallel task execution. the skill lacks concrete implementation details and actionable procedures for actual orchestration work.

autonomous-research describes a research workflow with topic definition, source identification, information extraction, analysis, and report generation. lacks concrete procedures, API integration details, and error handling.

self-evolution describes an autonomous improvement system using meta-learning and safety research, but lacks concrete trigger conditions, achievable step sequences, and realistic failure handling. the skill reads as aspirational rather than deployable.

Generate code that references actual documentation, preventing hallucination bugs. ALWAYS loads docs first, validates against API signatures, and verifies co...

World Model - Environment understanding, causal reasoning, and prediction for AGI

Graph-based reasoning with thought combination and feedback loops. Explores multiple solution paths simultaneously, combines insights, and synthesizes optima...