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基于PostTrainBench对自主LLM后训练进行CLI Agent基准测试

运行Claude Code、Codex CLI、Gemini CLI或OpenCode，通过受限的H100后训练任务，比较各Agent对基础LLM的改进效果。

基于PostTrainBench对自主LLM后训练进行CLI Agent基准测试 是什么？

PostTrainBench是一个开源基准测试框架，专门用于评估CLI Agent（如Claude Code、Codex CLI、Gemini CLI和OpenCode）在自主LLM后训练任务中的表现。它通过定义明确的后训练任务，在H100 GPU上运行，比较不同Agent对基础模型性能的提升效果。该项目依赖于HTCondor调度器，需要Python、Apptainer、fuse-overlayfs和Hugging Face缓存等基础设施。用户可以通过提供的脚本构建标准容器、下载依赖并提交作业。该工具支持在Agent Skill Exchange平台上获取，适合需要量化比较不同AI Agent在LLM微调场景下能力的开发者和研究人员。

兼容平台✓Claude Code✓Codex CLI~Cursor✓Gemini CLI✓OpenCode
npx skills add https://github.com/agentskillexchange/skills/tree/main/skills/benchmark-cli-agents-on-autonomous-llm-post-training-with-posttrainbench
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基于PostTrainBench对自主LLM后训练进行CLI Agent基准测试 是做什么的？

运行Claude Code、Codex CLI、Gemini CLI或OpenCode，通过受限的H100后训练任务，比较各Agent对基础LLM的改进效果。

前提条件

Python、apptainer、fuse-overlayfs、Hugging Face缓存、H100 GPU访问权限（目前支持HTCondor调度器）、以及所选CLI Agent框架的凭证

安装

按照源码说明进行安装或设置：

克隆 https://github.com/aisa-group/PostTrainBench，安装包括apptainer和fuse-overlayfs在内的依赖，使用 bash containers/build_container.sh standard 构建标准容器，使用 bash containers/download_hf_cache/download_hf_cache.sh 下载Hugging Face缓存，将 example.env 复制为 .env，设置API密钥和路径，然后使用 bash src/commit_utils/commit.sh 提交任务。

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来源

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

Academic Paper Citation Network Mapper

Builds citation networks from Semantic Scholar API and CrossRef DOI metadata. Visualizes paper influence graphs using NetworkX, identifies seminal works, and tracks research lineage across fields.

ACF Custom Fields REST Exposer

Exposes Advanced Custom Fields data through the WordPress REST API using register_rest_field and acf_format_value. Handles repeater fields, flexible content layouts, and gallery fields with proper serialization.

ACF Extended for Advanced Custom Fields Workflows

An ASE skill built around ACF Extended, the WordPress enhancement suite for Advanced Custom Fields that adds field types, admin improvements, front-end forms, options pages, and developer tooling. It is a practical fit for agents working inside complex WordPress content models and custom field workflows.

ACF to Gutenberg Block Migrator

Converts Advanced Custom Fields field groups into native Gutenberg blocks using the ACF Block API v2 and @wordpress/scripts build pipeline. Maps ACF repeaters, groups, and flexible content to InnerBlocks and block attributes with server-side rendering via acf_register_block_type().

Activepieces Open Source Workflow Automation

Activepieces is an open-source, self-hostable workflow automation platform with 200+ integrations. It provides a visual builder for creating automated workflows and exposes all its connectors as MCP servers for AI agent use.

ActivityWatch Cross-Platform Automated Time Tracker and Producti

ActivityWatch is a privacy-first, open-source automated time tracker that records application usage, browser activity, and AFK status across Windows, macOS, and Linux. With 16k+ GitHub stars, it provides detailed productivity analytics without sending data to external servers.

act Local GitHub Actions Runner

act is an open-source CLI tool that runs GitHub Actions workflows locally using Docker, enabling fast feedback on workflow changes without pushing to GitHub. It is a standard tool for local Actions development and testing.

Add a browser review checkpoint before risky agent actions with

Use AgentClick when an agent should pause before risky commands, plans, drafts, or code changes so a human can inspect, edit, approve, or reject them in a purpose-built browser UI.

Add Claude design-system and accessibility workflows with UX/UI

Use UX/UI Agent Skills when Claude should generate tokens, component specs, accessibility audits, and framework-specific UI code from a repeatable design workflow.

Add executable smoke tests for shell scripts and CLIs before ref

Use Bats-core when an agent needs to turn fragile shell scripts or command-line workflows into something it can verify repeatedly after edits. The agent writes focused Bash tests for success paths, failure paths, and output contracts, then runs them locally or in CI before a refactor, release, or incident fix goes out.

Add graph-backed memory and context retrieval to agent workflows

Use Cognee to ingest project knowledge into graph and vector memory so agents can retrieve durable context across sessions and workflows.

Add IDE-style semantic code navigation and symbol-safe refactors

Give a coding agent symbol-aware lookup, cross-file rename, and structural edit tools before it starts making brittle text-only changes.

Add managed long-term memory to LangGraph agents with LangMem

Give LangGraph agents memory management and search tools so they can store, retrieve, and update durable facts across sessions.

Add multimodal lifelong memory to MCP and Python agents with Sim

Use SimpleMem to store, compress, index, and retrieve text or multimodal memories for agents through MCP or Python integrations.

Add persistent project memory and hook-driven synthesis with Cla

Keep Claude Code sessions grounded in prior decisions, project context, and daily handoff notes instead of starting from zero every time.

Add Postgres-native vector retrieval to agent and RAG workflows

Store embeddings beside application data in Postgres, create vector indexes, and query nearest neighbors for semantic search, RAG, recommendations, or agent memory retrieval.

Address GitHub PR review comments from the current branch with g

Find the open PR for the current branch, gather unresolved review comments, and drive a focused comment-resolution workflow with gh-authenticated context.

Add runtime guardrails to TypeScript agents with VoltAgent

Use VoltAgent to intercept, validate, and enforce input/output policies in TypeScript agent workflows.

Add temporal context memory to agent workflows with Zep

Use Zep as an external context layer for agents that need to store events, assemble temporal graph context, and retrieve relevant memory before model calls.

Adobe Firefly API Batch Image Generator

Calls Adobe Firefly

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