ReddRadar
Topic: fine-tuning
36 skills in this topic.
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avoid-scope-creep
Common mistake — doing unrequested work (refactoring, adding extra features, cleaning up style) when the user asked for a specific, targeted change. Only change what was explicitly asked.
aiming-lab/MetaClaw 3,371
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clarify-ambiguous-requests
Use this skill when the user's request is ambiguous, under-specified, or could be interpreted in multiple ways. If proceeding with a wrong assumption would waste significant work, always ask exactly one focused clarifying question before doing anything.
aiming-lab/MetaClaw 3,371
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codebase-navigation
Use this skill when exploring an unfamiliar codebase, tracing code paths, or answering questions about how the system works. Read before writing, and build a mental model of the architecture before making changes.
aiming-lab/MetaClaw 3,371
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agent-task-handoff
Use this skill when delegating a subtask to a sub-agent, spawning a parallel worker, or handing off work across sessions. Write a self-contained task description so the receiving agent needs no prior context.
aiming-lab/MetaClaw 3,371
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data-validation-first
Use this skill before any data analysis, transformation, or modeling. Always inspect and validate the data before drawing conclusions or writing transformations.
aiming-lab/MetaClaw 3,371
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debug-systematically
Use this skill when diagnosing a bug, unexpected behavior, test failure, or any situation where code does not behave as expected. Follow a structured debugging process instead of randomly changing code.
aiming-lab/MetaClaw 3,371
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do-not-retry-without-diagnosis
Common mistake — retrying the same failing command or API call without understanding why it failed. Always diagnose the root cause before retrying anything.
aiming-lab/MetaClaw 3,371
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git-workflow
Use this skill when working with git — making commits, creating branches, resolving merge conflicts, opening pull requests, or reviewing diffs. Apply whenever the user asks about version control operations.
aiming-lab/MetaClaw 3,371
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graceful-error-recovery
Use this skill when a tool call, command, or API request fails. Diagnose the root cause systematically before retrying or changing approach. Do not retry the same failing call without first understanding why it failed.
aiming-lab/MetaClaw 3,371
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idempotent-script-design
Use this skill when writing scripts, cron jobs, data pipelines, or any automated process that may be run multiple times. Design every operation to be safely re-runnable without side effects.
aiming-lab/MetaClaw 3,371
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input-validation-and-sanitization
Use this skill when implementing any endpoint, form handler, CLI tool, or function that accepts external input. Validate and sanitize all untrusted data before processing — never assume input is safe.
aiming-lab/MetaClaw 3,371
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plan-before-multi-step-execution
Use this skill before executing a sequence of 3 or more steps, especially when steps are irreversible or depend on each other. Write out the plan and verify it before starting execution.
aiming-lab/MetaClaw 3,371