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Emlembow

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• 4 skills
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• 15 hours ago last updated

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   Research Loop · emlembow bundle

   Run autonomous, metric-driven experiments on a version-controlled implementation against a fixed trusted evaluation harness. Use when the user asks to improve eval pass rate, benchmark score, prompt or policy quality, performance, cost, or another measurable outcome through repeated hypothesis, change, evaluate, and keep-or-discard cycles. Protect generalization with holdout gates, immutable evidence provenance, and replay-safe recovery. Reject hardcoded cases, benchmark leakage, scenario-specific patches, and harness gaming. Do not use for one-off debugging, ordinary test fixing, or Agent Skill artifact optimization.
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   Divisible Work · emlembow bundle

   Coordinate complex tasks through verified completion using subagents, an adaptive dependency plan, durable task records, and steady progress readouts. Use when explicitly invoked as $divisible-work or when a complex user task warrants sustained planning, delegation, monitoring, and integration, including research, implementation, and existing task lists. Decide what can run in parallel and revise the path as results arrive. Do not trigger for simple requests, explanations of Divisible Load Theory, or worker assignments already being executed under this coordinator. Requires writable durable storage and usable subagent capabilities.
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   Your Skill Name · emlembow bundle

   State what this skill does, the prompts or contexts that should trigger it, and any nearby tasks that should not trigger it.
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   Adversarial Review · emlembow bundle

   Run a file-audited completion loop that requires two consecutive fresh-context subagents to independently try to disprove the same versioned, digest-checked task result. Use when the user invokes $adversarial-review, asks for two independent adversarial approvals, or requires a result to survive repeated attempts to find correctness, completeness, requirement, or verification gaps before completion. Do not trigger for an ordinary one-pass review, and never self-certify when fresh subagents are unavailable.
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