{
 "schema_version": 1,
 "generated": "2026-10-26",
 "id": "nicolepcx-harness-engineering--run-harness-progression-notebook",
 "repo": "Nicolepcx/harness_engineering",
 "repo_url": "https://github.com/Nicolepcx/harness_engineering",
 "repo_slug": "nicolepcx-harness-engineering",
 "title": "Run the harness progression notebook in Colab",
 "page_title": "How to run the harness progression notebook in Colab with Harness Engineering",
 "summary": "Open the Chapter 1 notebook in Colab and run it to see how prompts, context, and harnesses differ.",
 "who": "A developer new to agent systems who wants a hands-on starting point before reading the book's first chapter.",
 "problem": "Terms like prompt, context, and harness are easy to blur together, and reading alone does not show how each layer changes agent behavior.",
 "outcome": "The reader runs the Chapter 1 notebook and sees the progression from prompt-only to context-supported to harness-supported setups in code.",
 "steps": [
  "Open the README and find the Chapter 1 table under Running the Notebooks.",
  "Click the Open In Colab badge for Prompt & Context Harness Progression.",
  "Sign in to Google Colab if prompted and select a GPU runtime if the notebook asks for one.",
  "Run the notebook cells from top to bottom and read the output of each stage.",
  "Note which layer (prompt, context, or harness) changes each result."
 ],
 "agent_prompt": "Using the Nicolepcx/harness_engineering repo, open the Chapter 1 notebook ch01_prompt_context_harness_progression.ipynb in Colab, run it for <placeholder: your topic or task>, and return a short table comparing the prompt, context, and harness stages. Verify that every stage's output is shown before you write the table.",
 "agents": [
  "any"
 ],
 "difficulty": "Beginner",
 "time": "15 minutes",
 "basis": "readme",
 "caveat": "The README only lists notebooks for Chapters 1 and 2 in the part shown, and it notes that some notebooks may need a GPU.",
 "category": "Software and DevOps",
 "tags": [
  "Software and DevOps"
 ],
 "lang": "jupyter notebook",
 "requirements": [
  "A web browser and a Google account to open notebooks in Google Colab",
  "A GPU runtime in Colab, since the README notes some notebooks may need one",
  "Basic familiarity with Python and Jupyter notebooks"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": true,
 "score": 1.0,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/nicolepcx-harness-engineering/run-harness-progression-notebook/",
 "md": "https://dedupedai.com/use-cases/nicolepcx-harness-engineering/run-harness-progression-notebook/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/nicolepcx-harness-engineering--run-harness-progression-notebook.json",
 "api_version": "v1"
}