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  • docs
    • en
      • lectures
        • lecture-01-why-capable-agents-still-fail
        • lecture-02-what-a-harness-actually-is
        • lecture-03-why-the-repository-must-become-the-system-of-record
        • lecture-04-why-one-giant-instruction-file-fails
        • lecture-05-why-long-running-tasks-lose-continuity
        • lecture-06-why-initialization-needs-its-own-phase
        • lecture-07-why-agents-overreach-and-under-finish
        • lecture-08-why-feature-lists-are-harness-primitives
        • lecture-09-why-agents-declare-victory-too-early
        • lecture-10-why-end-to-end-testing-changes-results
        • lecture-11-why-observability-belongs-inside-the-harness
        • lecture-12-why-every-session-must-leave-a-clean-state
      • projects
        • project-01-baseline-vs-minimal-harness
        • project-02-agent-readable-workspace
        • project-03-multi-session-continuity
        • project-04-incremental-indexing
        • project-05-grounded-qa-verification
        • project-06-runtime-observability-and-debugging
    • zh
      • lectures
        • lecture-01-why-capable-agents-still-fail
        • lecture-02-what-a-harness-actually-is
        • lecture-03-why-the-repository-must-become-the-system-of-record
        • lecture-04-why-one-giant-instruction-file-fails
        • lecture-05-why-long-running-tasks-lose-continuity
        • lecture-06-why-initialization-needs-its-own-phase
        • lecture-07-why-agents-overreach-and-under-finish
        • lecture-08-why-feature-lists-are-harness-primitives
        • lecture-09-why-agents-declare-victory-too-early
        • lecture-10-why-end-to-end-testing-changes-results
        • lecture-11-why-observability-belongs-inside-the-harness
        • lecture-12-why-every-session-must-leave-a-clean-state

docs/en/index.md

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Choose your learning path to get started. The course is divided into theoretical lectures, hands-on projects, and a copy-ready resource library.
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<div class="card-grid">
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<a href="/en/lectures/lecture-01-why-capable-agents-still-fail/" class="card">
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<a href="./lectures/lecture-01-why-capable-agents-still-fail/" class="card">
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<h3>Lectures</h3>
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<p>Understand why strong models still fail and learn the theory behind effective harnesses.</p>
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</a>
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<a href="/en/projects/" class="card">
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<a href="./projects/" class="card">
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<h3>Projects</h3>
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<p>Hands-on practice building a reliable agentic environment from scratch.</p>
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</a>
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<a href="/en/resources/" class="card">
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<a href="./resources/" class="card">
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<h3>Resource Library</h3>
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<p>Copy-ready templates (AGENTS.md, feature_list.json) to use in your own repositories.</p>
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</a>
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Once you understand the core concepts, these guides help you go deeper:
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<ul class="index-list">
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<li><a href="/en/lectures/lecture-01-why-capable-agents-still-fail/">Lecture 01: Why Capable Agents Still Fail</a>: Start with the theory behind harness engineering.</li>
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<li><a href="/en/projects/project-01-baseline-vs-minimal-harness/">Project 01: Baseline vs Minimal Harness</a>: Walk through your first real task.</li>
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<li><a href="/en/resources/templates/">Templates</a>: Grab the minimal harness pack (AGENTS.md, feature_list.json, claude-progress.md) for your own projects.</li>
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<li><a href="./lectures/lecture-01-why-capable-agents-still-fail/">Lecture 01: Why Capable Agents Still Fail</a>: Start with the theory behind harness engineering.</li>
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<li><a href="./projects/project-01-baseline-vs-minimal-harness/">Project 01: Baseline vs Minimal Harness</a>: Walk through your first real task.</li>
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<li><a href="./resources/templates/">Templates</a>: Grab the minimal harness pack (AGENTS.md, feature_list.json, claude-progress.md) for your own projects.</li>
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</ul>

docs/en/lectures/lecture-01-why-capable-agents-still-fail/index.md

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[中文版本 →](/zh/lectures/lecture-01-why-capable-agents-still-fail/)
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[中文版本 →](../../../zh/lectures/lecture-01-why-capable-agents-still-fail/)
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> Code examples: [code/](https://github.com/walkinglabs/learn-harness-engineering/blob/main/docs/en/lectures/lecture-01-why-capable-agents-still-fail/code/)
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> Practice project: [Project 01. Prompt-only vs. rules-first](./../../projects/project-01-baseline-vs-minimal-harness/index.md)

docs/en/lectures/lecture-02-what-a-harness-actually-is/index.md

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> Code examples: [code/](https://github.com/walkinglabs/learn-harness-engineering/blob/main/docs/en/lectures/lecture-02-what-a-harness-actually-is/code/)
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> Practice project: [Project 01. Prompt-only vs. rules-first](./../../projects/project-01-baseline-vs-minimal-harness/index.md)

docs/en/lectures/lecture-03-why-the-repository-must-become-the-system-of-record/index.md

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[中文版本 →](/zh/lectures/lecture-03-why-the-repository-must-become-the-system-of-record/)
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[中文版本 →](../../../zh/lectures/lecture-03-why-the-repository-must-become-the-system-of-record/)
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> Code examples: [code/](https://github.com/walkinglabs/learn-harness-engineering/blob/main/docs/en/lectures/lecture-03-why-the-repository-must-become-the-system-of-record/code/)
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> Practice project: [Project 02. Agent-readable workspace](./../../projects/project-02-agent-readable-workspace/index.md)

docs/en/lectures/lecture-04-why-one-giant-instruction-file-fails/index.md

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> Code examples: [code/](https://github.com/walkinglabs/learn-harness-engineering/blob/main/docs/en/lectures/lecture-04-why-one-giant-instruction-file-fails/code/)
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> Practice project: [Project 02. Agent-readable workspace](./../../projects/project-02-agent-readable-workspace/index.md)

docs/en/lectures/lecture-05-why-long-running-tasks-lose-continuity/index.md

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> Code examples: [code/](https://github.com/walkinglabs/learn-harness-engineering/blob/main/docs/en/lectures/lecture-05-why-long-running-tasks-lose-continuity/code/)
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> Practice project: [Project 03. Multi-session continuity](./../../projects/project-03-multi-session-continuity/index.md)

docs/en/lectures/lecture-06-why-initialization-needs-its-own-phase/index.md

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> Code examples: [code/](https://github.com/walkinglabs/learn-harness-engineering/blob/main/docs/en/lectures/lecture-06-why-initialization-needs-its-own-phase/code/)
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> Practice project: [Project 03. Multi-session continuity](./../../projects/project-03-multi-session-continuity/index.md)

docs/en/lectures/lecture-07-why-agents-overreach-and-under-finish/index.md

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> Code examples: [code/](https://github.com/walkinglabs/learn-harness-engineering/blob/main/docs/en/lectures/lecture-07-why-agents-overreach-and-under-finish/code/)
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> Practice project: [Project 04. Runtime feedback and scope control](./../../projects/project-04-incremental-indexing/index.md)

docs/en/lectures/lecture-08-why-feature-lists-are-harness-primitives/index.md

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> Code examples: [code/](https://github.com/walkinglabs/learn-harness-engineering/blob/main/docs/en/lectures/lecture-08-why-feature-lists-are-harness-primitives/code/)
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> Practice project: [Project 04. Runtime feedback and scope control](./../../projects/project-04-incremental-indexing/index.md)

docs/en/lectures/lecture-09-why-agents-declare-victory-too-early/index.md

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> Code examples: [code/](https://github.com/walkinglabs/learn-harness-engineering/blob/main/docs/en/lectures/lecture-09-why-agents-declare-victory-too-early/code/)
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> Practice project: [Project 05. Self-verification and role separation](./../../projects/project-05-grounded-qa-verification/index.md)

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