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    Goal & Scoreboard — Stop Overnight Agent Runs Drifting

    1

    No finish line and no self-check means the run is a lottery ticket. This fixes both in 60 seconds.

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    Goal & Scoreboard — Stop Overnight Agent Runs Drifting

    Goal & Scoreboard — Stop Overnight Agent Runs Drifting

    Example session with this skill installed

    I want to run an autonomous agent to optimize my site's performance and accessibility tonight. How do I make sure it doesn't just waste tokens and break things?

    • Read your context and instructions
    • Compiled the goal & scoreboard
    • Generated the document

    I have analyzed the request. To ensure this autonomous run is reliable, we need to move from a vague direction to a concrete scoreboard. An unsupervised performance run without a finish line will likely result in regressions.

    Goal & Scoreboard Definition

    1. Finish Line (State)
    Every page in the /routes directory achieves a mobile Lighthouse score of 90+ for Performance, 100 for Accessibility, and 100 for Best Practices.

    2. Scoreboard (Signal)
    The agent will execute npm run lighthouse-ci after every optimization attempt. A "Pass" is defined as the JSON output showing all scores meeting the thresholds; a "Fail" is any score below the target or a non-zero exit code from the CI tool.

    3. Retry Cap
    The agent may attempt up to 4 optimization cycles. If the scoreboard does not show a "Pass" after the 4th cycle, the agent must stop, revert to the last stable git commit, and generate a report detailing which specific metrics failed.

    Next steps

    1. Verify Environment: Ensure lighthouse-ci is installed and globally accessible in the agent's shell.
    2. Baseline Check: Run one manual scoreboard check now to see the current scores before the agent starts.
    3. Initialize Run: Start the agent with these constraints hard-coded into its system prompt for the session.

    goal-scoreboard-stop-overnight-agent-run.pdf

    PDF · document

    Generated

    Example file from a real run - the skill writes it into your workspace.

    Connects securely to your tools. The creator never sees your data.

    What you get

    Prevent autonomous agents from drifting during long-running tasks.Create verifiable scheduled tasks that fail loudly instead of silently.Define objective 'proof of work' for client deliverables.Break down vague prompts into measurable, checkable sub-tasks.

    About this skill

    Long autonomous AI runs fail for one reason far more than any other: the model can't tell whether it's done or whether it's wrong. It generates, assumes success, and errors pile up quietly.

    This skill fires before any long, vague, or unsupervised handoff — goal modes, overnight agent jobs, scheduled tasks, client deliverables — and forces three lines into writing:

    • The finish line, stated as a STATE rather than a direction
    • A scoreboard the model can read by itself — a test that exits 0/1, a tool score, a count that must match, a live page checked for a string (ranked strongest to weakest)
    • A retry cap, so it stops and reports instead of spiraling

    If a job can't produce those, it doesn't run blind: build the checker first, split the job, or downgrade it to supervised drafts. It explicitly blocks the two classic cheats — the model grading its own homework ("8/10") and invented metrics that sound measurable and aren't.

    Includes a TEST-line template for scheduled tasks and how to turn a public scoreboard into a client offer that closes itself ("if it's not 100 on PageSpeed, you don't pay").

    Use cases

    • Check any long or overnight agent job before you walk away from it
    • Diagnose why a previous autonomous run drifted or came back wrong
    • Add a real pass/fail TEST line to every scheduled task so none of them fail silently for weeks
    • Turn a vague client service into a checkable offer

    How to install

    Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.

    ~30 seconds
    1. 1

      Download the ZIP

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    2. 2

      Unzip into your skills folder

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    3. 3

      Ask your agent to use it

      Restart the agent if it was already running. It picks the skill up automatically - no config needed.

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