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farhan1188

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• 2 skills
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• 8 hours ago last updated

1. ▌
   Session Handoff · farhan1188

   Assess context health and manage clean-session continuity. Use when the user mentions a handoff, a fresh or new session, continuing work elsewhere, context bloat/fullness/percentage, compaction, clearing, rewinding or summarizing, or picking up prior work. Also use after repeated corrections or failed approaches when session history may be distracting. Do not use for unrelated technical uses of the word "context". A context concern alone calls for an assessment, not automatically writing a handoff.
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   Judgment Or Code · farhan1188

   Use when about to write or change something that decides or generates - a keyword blocklist, a name or entity matcher, a regex validator, a scoring threshold, a classification or validation step, a "confirmed" or "verified" flag, a quality gate on generated output, a dedup or filter rule, or a human review queue. Also use when adding or removing an LLM call from a pipeline, or when a mechanical rule keeps needing another exception. Decides which side of the line each output belongs on - deterministic code, or a judge model with a written rubric.
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