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ax-java-agent-context

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

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Dépôt
ax-llm/ax
Dernière activité de la source
15 octobre 2026 à 09:33
Langue détectée de SKILL.md
anglais
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2 967
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198

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SKILL.md
Instructions source · Aperçu en lecture seule
name
ax-java-agent-context
description
Use when writing Java code with `dev.axllm:ax` for deciding between context maps, trajectory context policy, offline optimization (ACE/GEPA), and memory recall for long-context agents.
version
25.4.1
# AxAgent Context Selection For Java This skill helps an agent write Java code with the generated Ax package `dev.axllm:ax`. Use the generated package API, examples, and manifests; do not import TypeScript-only APIs unless you are editing the TypeScript package. ## When To Use - Choose between contextMap, contextPolicy, optimization, and recall for a task. - Avoid mixing persistent corpus orientation with within-run compaction. - Route long-context agent work to the right generated-package feature. ## Package Facts - Language: Java. - Package: `dev.axllm:ax`. - Package API docs: `API.md` and `axir-api.json`. - Capability manifest: `axir-capabilities.json`. - Runnable examples: `examples/`. - Real network support: yes. - Scripted no-key transport support: yes. - Runtime profiles: `javascript-quickjs`, `python-pyodide`. ## Core Pattern ```java AxAgent helper = Ax.agent("question:string -> answer:string", java.util.Map.of()); var out = helper.forward(llm, java.util.Map.of("question", "How should I proceed?")); ``` ## Relevant API Surface - Agents And RLM: `Ax.agent`, `AxAgent`, `AxAgent.addChildAgent`, `AxAgent.streamingForward` - Runtime Profiles: `ProcessCodeRuntime`, `RuntimeCapabilities`, `RuntimeEnvelope`, `javascript-quickjs`, `python-pyodide` - Optimizers: `Ax.optimize`, `Ax.playbook`, `AxPlaybook`, `AxBootstrapFewShot`, `AxGEPA`, `OptimizerEngine`, `OptimizerEvaluator` ## Guardrails - Start from package examples for exact native syntax before inventing a new call shape. - Use `provider-api` examples only when the user explicitly has provider credentials available. - Use `no-key` examples for deterministic local checks and provider request mapping. - Treat AxIR as the source of generated package truth: if package docs disagree with source code, update the compiler and regenerate packages. - Do not copy repo-maintainer skills from `tools/*/skills/` into user packages.
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