ax-llm

ax-llm/ax

Instructions file CodexOpenCode

Instructions for ax-llm/ax, covering ax repository guide, what this file is for, repository layout, canonical docs and current project defaults.

ax-llm/ax

Skill Claude CodeCodex

Use when writing C++ code with axllm for deciding between context maps, trajectory context policy, offline optimization (ACE/GEPA), and memory recall for long-context agents.

ax-llm/ax

Skill Claude CodeCodex

Use when writing C++ code with axllm for agent memory, recall callbacks, dynamic skill discovery, loaded-skill state, and used-skill tracking.

ax-llm/ax

Skill Claude CodeCodex

Use when writing C++ code with axllm for agent tracing, centralized and multi-tenant usage accounting, action logs, runtime diagnostics, replay, and production debugging.

ax-llm/ax

Skill Claude CodeCodex

Use when writing C++ code with axllm for agent optimization, verified agent-playbook evolution, evaluators, judges, optimizer artifacts, BootstrapFewShot, and GEPA.

ax-llm/ax

Skill Claude CodeCodex

Use when writing C++ code with axllm for RLM executor loops, AxCodeRuntime sessions, runtime envelopes, process runtimes, and optional runtime profiles.

ax-llm/ax

Skill Claude CodeCodex

Use when writing C++ code with axllm for agents, child delegation, tools, MCP, citations, persistent playbook learning, stage instructions, runtime state, final typed responses, and direct-respond executor skipping.

ax-llm/ax

Skill Claude CodeCodex

Use when writing C++ code with axllm for named deployment profiles, generic provider clients, model selection, OpenAI-compatible calls, Responses, Gemini, Anthropic, routers, and balancers.

ax-llm/ax

Skill Claude CodeCodex

Use when writing C++ code with axllm for audio input/output, OpenAI Responses audio mapping, realtime event folding, and generated package audio examples.

ax-llm/ax

Skill Claude CodeCodex

Use when writing C++ code with axllm for flows, nodes, program graphs, nested programs, dynamic options, caching, and optimizer components.

ax-llm/ax

Skill Claude CodeCodex

Use when writing C++ code with axllm for AxGen programs, forward calls, indexed multi-sampling, result pickers, streaming, tools, assertions, traces, usage, and output parsing.

ax-llm/ax

Skill Claude CodeCodex

Use when writing C++ code with axllm for GEPA, Pareto tradeoffs, reflection clients, metric budgets, optimizer state, and artifacts.

ax-llm/ax

Skill Claude CodeCodex

Use when writing C++ code with axllm for using the generated Ax package, factory functions, package docs, examples, and API reference.

ax-llm/ax

Skill Claude CodeCodex

Use when writing C++ code with axllm for the playbook() context-engineering surface, agent-bound verified evolution, run-end learning, online updates, and rendering a playbook into a program.

ax-llm/ax

Skill Claude CodeCodex

Use when writing C++ code with axllm for reward-scored generation, iterative candidate improvement, evaluator feedback, and optimizer-backed refinement patterns.

ax-llm/ax

Skill Claude CodeCodex

Use when writing C++ code with axllm for string signatures, field descriptors, JSON schema output, validation, and typed tool argument shapes.

ax-llm/ax

Skill Claude CodeCodex

Use when writing Go code with github.com/ax-llm/ax/packages/go for deciding between context maps, trajectory context policy, offline optimization (ACE/GEPA), and memory recall for long-context agents.

ax-llm/ax

Skill Claude CodeCodex

Use when writing Go code with github.com/ax-llm/ax/packages/go for agent memory, recall callbacks, dynamic skill discovery, loaded-skill state, and used-skill tracking.

ax-llm/ax

Skill Claude CodeCodex

Use when writing Go code with github.com/ax-llm/ax/packages/go for agent tracing, centralized and multi-tenant usage accounting, action logs, runtime diagnostics, replay, and production debugging.

ax-llm/ax

Skill Claude CodeCodex

Use when writing Go code with github.com/ax-llm/ax/packages/go for agent optimization, verified agent-playbook evolution, evaluators, judges, optimizer artifacts, BootstrapFewShot, and GEPA.

ax-llm/ax

Skill Claude CodeCodex

Use when writing Go code with github.com/ax-llm/ax/packages/go for RLM executor loops, AxCodeRuntime sessions, runtime envelopes, process runtimes, and optional runtime profiles.

ax-llm/ax

Skill Claude CodeCodex

Use when writing Go code with github.com/ax-llm/ax/packages/go for agents, child delegation, tools, MCP, citations, persistent playbook learning, stage instructions, runtime state, final typed responses, and direct-respond executor skipping.

ax-llm/ax

Skill Claude CodeCodex

Use when writing Go code with github.com/ax-llm/ax/packages/go for named deployment profiles, generic provider clients, model selection, OpenAI-compatible calls, Responses, Gemini, Anthropic, routers, and balancers.

ax-llm/ax

Skill Claude CodeCodex

Use when writing Go code with github.com/ax-llm/ax/packages/go for audio input/output, OpenAI Responses audio mapping, realtime event folding, and generated package audio examples.