ax-llm/ax - الصفحة ٢

ax-java-gepa

Use when writing Java code with `dev.axllm:ax` for GEPA, Pareto tradeoffs, reflection clients, metric budgets, optimizer state, and artifacts.

لغة النص الأصلي: الإنجليزية

ax-java-llm

Use when writing Java code with `dev.axllm:ax` for using the generated Ax package, factory functions, package docs, examples, and API reference.

لغة النص الأصلي: الإنجليزية

ax-java-playbook

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

لغة النص الأصلي: الإنجليزية

ax-java-refine

Use when writing Java code with `dev.axllm:ax` for reward-scored generation, iterative candidate improvement, evaluator feedback, and optimizer-backed refinement patterns.

لغة النص الأصلي: الإنجليزية

ax-java-signature

Use when writing Java code with `dev.axllm:ax` for string signatures, field descriptors, JSON schema output, validation, and typed tool argument shapes.

لغة النص الأصلي: الإنجليزية

ax-python-agent-context

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

لغة النص الأصلي: الإنجليزية

ax-python-agent-memory-skills

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

لغة النص الأصلي: الإنجليزية

ax-python-agent-observability

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

لغة النص الأصلي: الإنجليزية

ax-python-agent-optimize

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

لغة النص الأصلي: الإنجليزية

ax-python-agent-rlm

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

لغة النص الأصلي: الإنجليزية

ax-python-agent

Use when writing Python 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.

لغة النص الأصلي: الإنجليزية

ax-python-ai

Use when writing Python code with `axllm` for provider clients, model selection, OpenAI-compatible calls, Responses, Gemini, Anthropic, routers, and balancers.

لغة النص الأصلي: الإنجليزية

ax-python-audio

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

لغة النص الأصلي: الإنجليزية

ax-python-flow

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

لغة النص الأصلي: الإنجليزية

ax-python-gen

Use when writing Python code with `axllm` for AxGen programs, forward calls, streaming, tools, assertions, traces, usage, and output parsing.

لغة النص الأصلي: الإنجليزية

ax-python-gepa

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

لغة النص الأصلي: الإنجليزية

ax-python-llm

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

لغة النص الأصلي: الإنجليزية

ax-python-playbook

Use when writing Python 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.

لغة النص الأصلي: الإنجليزية

ax-python-refine

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

لغة النص الأصلي: الإنجليزية

ax-python-signature

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

لغة النص الأصلي: الإنجليزية

ax-rust-agent-context

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

لغة النص الأصلي: الإنجليزية

ax-rust-agent-memory-skills

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

لغة النص الأصلي: الإنجليزية

ax-rust-agent-observability

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

لغة النص الأصلي: الإنجليزية

ax-rust-agent-optimize

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

لغة النص الأصلي: الإنجليزية

ax-rust-agent-rlm

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

لغة النص الأصلي: الإنجليزية

ax-rust-agent

Use when writing Rust 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.

لغة النص الأصلي: الإنجليزية

ax-rust-ai

Use when writing Rust code with `axllm` for provider clients, model selection, OpenAI-compatible calls, Responses, Gemini, Anthropic, routers, and balancers.

لغة النص الأصلي: الإنجليزية

ax-rust-audio

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

لغة النص الأصلي: الإنجليزية

ax-rust-flow

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

لغة النص الأصلي: الإنجليزية

ax-rust-gen

Use when writing Rust code with `axllm` for AxGen programs, forward calls, streaming, tools, assertions, traces, usage, and output parsing.

لغة النص الأصلي: الإنجليزية

ax-rust-gepa

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

لغة النص الأصلي: الإنجليزية

ax-rust-llm

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

لغة النص الأصلي: الإنجليزية

ax-rust-playbook

Use when writing Rust 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.

لغة النص الأصلي: الإنجليزية

ax-rust-refine

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

لغة النص الأصلي: الإنجليزية

ax-rust-signature

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

لغة النص الأصلي: الإنجليزية

ax-cpp-agent-context

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.

لغة النص الأصلي: الإنجليزية

ax-cpp-agent-memory-skills

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

لغة النص الأصلي: الإنجليزية

ax-cpp-agent-observability

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

لغة النص الأصلي: الإنجليزية

ax-cpp-agent-optimize

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

لغة النص الأصلي: الإنجليزية

ax-cpp-agent-rlm

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

لغة النص الأصلي: الإنجليزية