Create representation of current world state for a domain. Use when modeling system state, building world models,...
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Run what-if scenarios to explore outcomes and test hypotheses. Use when evaluating alternatives, stress-testing...
Emit a message or event to an external system with policy enforcement and approval gates. Use when publishing...
Find relevant items under uncertainty across repositories, databases, web sources, or any searchable corpus. Use...
Safely undo changes by restoring to a checkpoint. Use when verify fails, errors occur, or explicit undo is...
Fetch known facts or data from specified sources with citations and evidence pointers. Use when you know what you...
Ingest and parse incoming messages, events, or signals into structured form. Use when processing external inputs,...
Retrieve prior decisions, rationale, and learned patterns from memory to apply consistently. Use when needing...
Forecast future states or outcomes based on current data and trends. Use when estimating future values, projecting...
Create an executable plan with steps, dependencies, verification criteria, checkpoints, and rollback strategies. Use...
Write stable learnings, decisions, and patterns to durable storage like CLAUDE.md or knowledge files. Use when...
Watch and report current state of a target system, process, or entity. Use when monitoring status, inspecting live...
Change persistent state with checkpoint and rollback support. Use when modifying files, updating databases, changing...
Quantify values with uncertainty bounds. Use when estimating metrics, calculating risk scores, assessing magnitude,...
Execute a composed workflow by name. Use when running predefined workflows, orchestrating multi-step processes, or...
Combine heterogeneous data sources into a unified model with conflict resolution, schema alignment, and provenance...
Request clarification when input is ambiguous. Use when user request has missing parameters, conflicting...
Anchor claims to evidence from authoritative sources. Use when validating assertions, establishing provenance,...
Create a new artifact (text, code, plan, data) under specified constraints. Use when producing content, writing...
Produce clear reasoning with assumptions, causal chains, and evidence. Use when clarifying decisions, teaching...
Provides guidance for training LLMs with reinforcement learning using verl (Volcano Engine RL). Use when...
Fine-tune LLMs using reinforcement learning with TRL - SFT for instruction tuning, DPO for preference alignment,...
Provides guidance for PyTorch-native agentic RL using torchforge, Meta's library separating infra from algorithms....
Provides guidance for LLM post-training with RL using slime, a Megatron+SGLang framework. Use when training GLM...