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amirulskulker

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• 4 skills
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• 1 day ago last updated

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   Model Spar · amirulskulker

   Multi-model sparring / panel pattern. Use when a decision is high-stakes, judgment-heavy, or single-model-biased: product selection, trading calls, architectural verdicts, diagnosis of a struggling system. Deliberately run the SAME input through N model FAMILIES, keep their dissent visible, and produce a decision from the disagreement - never by averaging it away.
   0 installs
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   Sovereign RAG Ops · amirulskulker

   Operations for a PROVEN, battle-tested multi-tenant RAG platform. Use when the task is "run the pentest", "is the product ready", "verify retrieval", "provision a tenant", "feed documents", "evaluate the RAG engine", or any day-to-day operation on a tenant-isolated retrieval engine. Bakes in the PROVEN recipe (runbooks + 10 hard-won lessons) so the agent executes the stack correctly without re-deriving anything.
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   Cost Runway Tracker · amirulskulker

   Track LLM-API spend the right way: balance, burn rate, runway, and the cache-rate awareness that makes multi-model panels affordable. Use when someone asks "how much budget is left", "is the API bill under control", "should we top up", or suspects a runaway spend loop. Encodes the LIVE lesson: the misleading 'usage' field, the missing cap, and the cache math.
   0 installs
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   Market Intel Research · amirulskulker

   Industry RESEARCH + market intelligence. Use when the user says "research <vertical>", "study the market", "industry brief", "spar <vertical>", "what changed in the pipeline", "fresh seams", or wants a market brief and a spar report against the last locked pipeline snapshot. Runs the market-research engine to produce actionable niche intelligence from public data.
   0 installs