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Better Harness（QoderAI）

Getting Started

Introduction

Installation

Your First Report

Troubleshooting

Concepts

Agent Work Loop

Findings & Evidence

Harness Inspector

Glossary

Hosts

Host Adapter Matrix

Reference

Architecture

课程首页

Better Harness Studio

Better Harness（QoderAI）

Better Harness Evolution Roadmap

.agents

Repo-local Agent Skills

change-traceability-review

Change Traceability Review

references

Commit Contract

Evidence Commands

Mode Rules

Reporting

Spec-First Contract

harness-skill-creator

Harness Skill Creator

references

Bootstrap Patterns

skill-review

Skill Review

references

Audit Checklist

Fast Inspection Commands

Reference Patterns

triangulate-spec-review

Triangulate Spec Review

references

Triangulated Spec Review Loop

文档

Architecture Principles

Community Extensibility

Better Harness Concepts (one page)

Better Harness Glossary

Host Adapter Matrix

Architecture Decision Records

Checkpoint-backed Compare Sources and Materialization

ADR: Developer Experience System

Better Harness（QoderAI）

ADR: AI-Optimized Directory Structure

Harness Checkpoint Experiment Compare

Harness Run Evidence Bridge

Memory 范围、导航与分析

Ontology Language Analysis Runtime

Session notebook trace and outcome projection

Harness Studio Artifact runtime and provider architecture

blog

Better Harness（QoderAI）

i18n

zh-Hans

docusaurus-plugin-content-blog

Better Harness（QoderAI）

docusaurus-plugin-content-docs

current

specs

Open-source project baseline

Make Canvas preview installable

Scripts Directory Cleanup

Generalize the terminal history demo

Stabilize Scripts Refactoring Contracts

Tighten loop discovery evidence

Restore actionable Memory duplicate review

Align the Better Harness runtime

Support Claude Code and Cursor session providers

Align Better Harness evidence domains

Route Better Harness recommendations by user support stage

Clean the pre-public project identity

Monorepo and Workspace Support for Better Harness Evidence Collection

Claude Code Configured Asset Support

Make Claude Code reports durable by default

Complete Cursor session-analysis parity

Pre-public package and metadata consistency

Import the public repository

Remove the configurable core boundary

Agent Customize Help-only Path

Support-declaration Consistency Tests

Make Codex HTML findings easier to act on

Docusaurus Website With Live Demo Report

Fail-Closed Review and Privacy Boundaries

Add GitHub Copilot as a supported host

Qwen Extension Dangling Context File Reference

Core Change Watch Profile And Current Paths

Publish the First English Blog Posts

Keep Chinese phrases together in HTML reports

Give HTML dimension tracks progressbar semantics

Keep copied finding fixes bound without exposing local paths

Preserve summary-facts Episode coverage in HTML

Add Kimi Code as a supported host

Route explicit manual fixes without requiring a report callback

New Coding Agent Contribution Guide

Make the Documentation Easier to Start and Recover

Add Pi as a supported host

Project output avoids Home resolution

Report Routing WorkBuddy Host Gap

Turn Search Visits into a Verified First Report

Session Population Binding

Public Quickstart and Adapter Entrypoints for Six Supported Hosts

Fail closed for unknown Cursor plugin IDs

WorkBuddy Host Adapter

Describe exact leaf command paths

Leaf command help

Position Better Harness Around Agent Work Loop Insights

Manage Better Harness Across Coding Agent Hosts

Define the Developer Experience System

Docs Site SEO Index Hygiene

Provider-aware Checkup Plan Binding

Preserve frozen Session workspace binding

Harden local analysis and mutation boundaries

Session-analysis shim dedupe and public-surface import cleanup

Keep secret-scan file identity checks portable

Session population freeze must share the facts workspace qualification

Claude transcript-dir slug must fold dots like Claude Code does

Explicit Claude config workspaces remain project-scoped

Render complete Better Harness reports in Cursor Canvas

Keep Portable HTML Fix Records Consistent

Align HTML usage activity dates with their cells

Native Learning Candidate Mining

Native Learning Review Determinism and Contract Repair

Keep Root CLI Machine Failures Parseable

Contained Structural Symlinks

Spec: Grok CLI host adapter

Freeze Project Harness Components for Qoder

Native Learning Review in Report Evidence

Asset route selection and freshness

Host Capability Registry

Agent verify loop cross-stack generalization

Agent verify loop shared reference

Read report validation artifacts asynchronously

Bootstrap reference domain and spec examples

Cross-repository workspace topology for coding agents

Drive plane selection for agent verification

Skill evaluation execution

Verification environment design guidance

Verification Intent Anchors and the Post-Failure Repair Loop

Claude transcript-dir lookup must survive underscore paths and slug misses

Harness Run Checkpoints

Better Harness（QoderAI）

Visualize long-session tool calls in Codex HTML

Commit and session correlation with Session Viewer

Traceable long-session tool calls

Harness Inspector workbench declutter

Inspect feature delivery provenance across sessions and commits

Inspector cross-provider session discovery

Explain relationships in the Inspector

Separate a session-created commit from the edits it contains

Compact contextual commits in the Inspector

Compress long idle windows on the Inspector timeline

Open a rendered Inspector without hunting for its output path

Replay retained session evidence

Make Session Viewer easier to scan

Read a session as a trace in the Inspector

Public Harness Inspector demo

Make test failures concise and directly actionable

Make the test suite prove behavior instead of implementation text

Organize tests by capability ownership

Make test failures directly visible

AI plugin scanner CI

Make Harness as Code safe to install and execute

Let the Inspector chrome name each thing exactly once

Normalize Qoder dialogue before Inspector renders it

Generate and open Inspector with one short command

Harness as Code Architecture Hardening: Sandbox, Grammar, Boundaries, Evidence

Compare harnesses with real coding outcomes

Teach agents to generate valid Harness DSL

Converge the Harness DSL on a standard resource model

Harness Execution Closure: Revision, Materialization, Session, Evidence

Evolve harness executors into a versioned session adapter contract

Harness UI and Studio: streaming run events, AG-UI adapter, React studio

Compare a minimal Qoder coding runtime

Close the harness review's honesty and boundary gaps

Thread source-backed skill delivery through harness-ui, harness-studio, and compare

Continue a Pi session checkpoint into a new Git commit

Make the Harness DSL state only executable contracts

Checkpoint-anchored multi-lane harness experiments

DeepSeek Harness Session Evidence

Render session code and diffs with language-aware tooling

Organize Harness Studio as a harness control plane

Inspect an agent session as a debugger notebook

Harness Studio visual system

Make session review and harness comparison read like a notebook

Package Better Harness for Antigravity

Harness Inspector visual contract migration

Consolidate Studio into a usable Inspector, Debugger, and Compare MVP

Bring the Inspector workbench into Studio

Connect Studio retained sessions and source switching

View AI-generated artifacts inside Harness Studio

Browse and compare local sessions in Harness Studio

Refine Harness Studio as a technical control room

Narrow the Studio artifact catalog contract

Unify artifact revisions, adapters, and renderers in Studio

Rewrite the Studio visual contract and align the shell to it

Keep Walnut bootstrap paths portable

Verified DeepSeek Harness Skill Discovery

Artifact provider SDK and Structurizr integration

Customization catalog and Studio analysis

Intent correlation analysis

Unify code and diff rendering through Artifact View

Browse workspace commit history

Implement external Artifact providers in Harness Studio

Render live code artifacts in Studio

Render Markdown artifacts in Studio

Render document artifacts through the React runtime

Trace user inputs to workspace files

DeepSeek Harness Configured Assets

Stabilize the Artifact View host lifecycle

Render produced Office artifacts in Studio

DeepSeek Harness Shared Analysis and Frozen-Cwd Evidence Bundle

Run coding agents through ACP in Harness Studio

Browse workspace artifacts by date and file

Develop Harness Studio with live reload

Stop disconnected Git branches from sharing a visible lane

Complete retained Session review in Studio

Studio PDF, FBX, and Large Workbook Previews

DeepSeek Harness Portable Report Rendering

External Artifact provider modules

Resource-oriented ACP comparison

Make Studio Overview an operational home

Compare live ACP agent runs

Simple live ACP comparison

AgentReact Artifact Runtime production foundation

Native Session Artifact Opening

Clear and responsive live comparison

Make projects the Studio workbench scope

Selectable ACP comparison agents

Run a real Agent inside the Artifact collaboration loop

Read current Cursor composer context usage

Inspect session usage and context evidence

Add a Host-owned Agentic Artifact interaction loop

Synchronize hosted Artifact selection with Collaboration

Internationalize the Harness Studio browser UI

Make the published Studio first run actionable

Admit Agentic JSON Canvas intents without execution

Augment session evidence in Harness Inspector

Harness Inspector Input Reuse

Linked Usage Explorer

Show user prompts as turn boundaries

Hosted Artifact Resource Read

Make Inspector startup output human-friendly

Show complete months in the Inspector calendar

Clarify usage report evidence and context structure

DeepSeek Harness alpha.1 Session compatibility

Make the Session outline compact and decision-first

Compact Session process evidence

Unbreak the DSH native smoke install against floating cordis peers

Make commit files easier to scan

Inspector Date Token Summary

Prompt-cache TTL cues in idle windows

Make the Usage report decision-first and keyboard-correct

Clarify Inspector usage snapshot freshness

Context-Efficient MCP Access Review

Native Harness run streams in Studio

Organization Harness usage dashboard

Apply task evidence end to end

Prepare a task evidence upload

Inspector trailing-slash Pages 404

Docs navbar brand truncation

Version the Dashboard collector boundary

Dashboard MCP activity

Local multi-project Dashboard

Organization Dashboard decision trace

Organization Dashboard evidence depth

Organization Dashboard visual priority

Task evidence spine and lazy projects

Make Dashboard evidence joinable to a task, and lead with closure

Restore the Dashboard contract and Node 24 generation gate

Prerelease npm dist-tags

Spec: Oh My Pi session format compatibility in the Pi adapter

ACP Rust 宿主与流式渲染链路

Apple NSXPC transport for the Rust ACP host

Apple NSXPC transport for Rust OXC

Make Artifacts available without a Project

Better Harness desktop package naming

Minimal Compare lanes with revealed streaming and diagnosable ACP failures

Simplify the live run dialog

Resize Debugger panes and share streamed messages

Simplify the Debugger workbench

Harness Studio Desktop

Rust OXC Service

Align Studio CI contracts with the tightened Debugger chrome

Scope Session compare to Agents inside one Project

Compact the Debugger step controls and choose the Agent for a live run

Compare two Agents live on one prompt

Rebuild Harness Studio as a macOS-native application shell

Studio project switcher, sidebar toggle, and resizable sidebar

Simplify Studio navigation and page titles

Remove the Studio Overview view and land on Sessions

ACP connection discovery and authentication

Persistent ACP conversation runtime

Complete ACP session controls and evidence

Reusable ACP session stream

ACP 会话组件与 Zed 的交互对齐分析

Port remaining Desktop evidence-host adapters

Finish remaining Desktop snapshot parity

Deepen Desktop evidence snapshots

Rust evidence host for Sessions and Artifact observations

Preserve session evidence in Compare

Simplify Sessions navigation and evidence views

Reader-driven paging, keyboard travel, and no dead height in the Commit log

One title, one ref, and resizable panes in the Commit view

Customization library in the sidebar

Give the Debugger Live observation pane one identity line and frame timing

Studio entry and shared date scope

Fuse the Live compare composer into one control

Collapse the Sessions workbench chrome and restore Session discovery in the desktop shell

Compact conversation activity

Compare conversation workspace

Compare input flow

Observed usage counts for Skills and MCP Servers

Restore Projects without automatic scanning

Native esbuild linking for Studio

Memory 浏览与分析实现

Memory 跨平台 CI 与合并验证

Memory composer and source context

Memory 目录工作台与 ACP 分析

Memory 分类导航交互调整

Memory 分栏与输入区简化

Memory 文档选择与来源展示

Native Memory sources in Studio

Performance call context and source navigation

Session performance analysis

Studio AI Elements integration

Customizations as a docked workbench

Consistent evidence navigation and comparison controls

Studio Ontology Language Runtime

Studio prompt input and streaming Markdown

BoxLite microVM capability service and an agent in a box

Compare inline Agent configuration

Desktop runtime prune for debug metadata, Phosphor, and PDF.js

Session performance for Claude and Codex

Scan project placement: toolbar action plus first-scan empty-state CTA

packages

harness-studio

skills

memory-recap

references

harness

示例

readme-compare

fixture

skills

generate-harness-dsl

references

References

Agent Customize

Agent Lifecycle Hooks

Agent Instructions Review Reference

Custom Agent Review

Global Coding-Agent Assets

Hook Configuration And Performance Review

Knowledge-Asset Review

MCP Configuration Review

Memory Review And Learning-Loop Evidence

Agent Customize Routing

Skill Discovery Reference

Skill Evaluation Execution

Skill Quality Review

platforms

Claude Code Configured Assets

Codex Best Practices

GitHub Copilot Best Practices

DeepSeek Harness Configured Assets

Kimi Code Configured Assets

Pi Best Practices

Qoder Feature Overview and Official Examples

Qwen Code Best Practices

WorkBuddy Best Practices

Bootstrap

Specification Structure

Specification Examples

Example: Backend Service Specification

Example: Frontend Web Specification

Example: Mobile App Specification

Loop Engineering

Automation Readiness Reference

Demand Source Analysis Reference

Learning Loop Detection Patterns

Learning Loop Research Basis

Loop Blueprint Reference

Loop Discovery Reference

Loop Primitives Reference

Loop Spec Card Reference

Loop State Ledger Reference

Loop Engineering Operating Patterns

Event Response Pattern

Goal Completion Pattern

Proactive Discovery Pattern

Scheduled Inspection Pattern

System Improvement Pattern

Project Harness

Agent Verify Loop

Core Change Watch Module

DESIGN.md Contract

Friendly CLI Protocol for Agents

Git Hooks

Observability for AI Debugging

Agent Work Loop Project Overlays

Rollback and Recovery Evidence

Review Trigger

Sensitive Code

Sensitive Write Boundary

UI and System Drivers

Verification Environment Design

Session Evidence

Session Insights Report

Session Usage Efficiency

Sessions Diagnostics

tool-runtimes

Node Runtime Discovery

skills

better-harness

references

Agent Customize Evidence

Asset Demand Reconciliation

Finding-bound Fix

Findings Quality Gates

Manual Direct Fix

Project Harness Evidence

Report Source Review

Session Evidence

Repeated Workflow Discovery

Bootstrap Support (0 - 1)

Operationalize Support (1 - 60)

Optimize Support (60 - 100)

intent-correlation-analysis

references

Intent correlation claim contract

test

fixtures

harness-component-snapshot

project

.qoder

出处与许可

来源信息

本页目录

课程库›Harness 与编码 Agent›Better Harness（QoderAI）

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Repo-local Agent Skills

change-traceability-review

references

harness-skill-creator

references

skill-review

references

triangulate-spec-review

references

Architecture Decision Records

zh-Hans

docusaurus-plugin-content-blog

docusaurus-plugin-content-docs

skills

memory-recap

示例

readme-compare

skills

generate-harness-dsl

Agent Customize

platforms

Bootstrap

Specification Examples

Loop Engineering

Loop Engineering Operating Patterns

Project Harness

Session Evidence

references

references

harness-component-snapshot

project

Manual Direct Fix ​

Manual Direct Fix