Instructions file CodexOpenCode
Instructions for iLearn-Lab/ACL25-AdaReTaKe, covering agents.md — adaretake reproduction guide for coding agents, 0. one-line quickstart (tell the agent this), 1. repo layout, 2. environment setup and install exact versions from paper.
Agent Claude Code
Design or revise markdown command workflows for repeated terminal use.
Agent Claude Code
Reduce long-context pressure by narrowing files, windows, and evidence.
Agent Claude Code
Review workspace docs against the live harness surface and identify the most valuable doc repair.
Agent Claude Code
Audit self-evolution signals, candidate artifacts, and promotion readiness.
Agent Claude Code
Explore the Evo Harness codebase and summarize relevant implementation paths.
Agent Claude Code
Review plugin catalogs and recommend the next highest-leverage bundle to add or clean up.
Agent Claude Code
Design local MCP services that surface reusable tools, resources, and prompts without fragile boot paths.
Agent Claude Code
Find when MCP tools, resources, or prompts should replace manual rediscovery.
Agent Claude Code
Design or refactor plugin bundles so manifests, commands, skills, agents, and MCP feel coherent together.
Agent Claude Code
Diagnose live-provider compatibility failures for Kimi, GLM, and other OpenAI-compatible endpoints.
Agent Claude Code
Give a compact release-readiness view grounded in doctor findings, sessions, and promotion evidence.
Agent Claude Code
Expand or review the verification matrix for a growing harness surface.
Agent Claude Code
Review whether a harness change is candidate-first, replayable, and rollback-safe.
Agent Claude Code
Review whether a workflow bundle feels coherent across commands, skills, agents, plugins, and MCP.
Command Claude Code
Diagnose long-search, large-file, and context-window pressure in a live session.
Command Claude Code
Review and improve docs against the live harness surface.
Command Claude Code
Audit the live harness ecosystem and verify discoverability.
Command Claude Code
Audit how Evo turns real sessions into evolution plans and candidate artifacts.
Command Claude Code
Guided feature and bugfix workflow for Evo Harness itself.
Command Claude Code
Produce a crisp handoff that another operator or agent can actually continue from.
Command Claude Code
Review plugin coverage and marketplace quality for the current workspace.
Command Claude Code
Plan or review a local MCP service for this workspace.
Command Claude Code
Design or review a plugin bundle so it adds real harness value instead of just more files.