ai-and-reasoning
claudeAI model invocation, multi-agent orchestration, prompt distillation, and structured reasoning frameworks.
20 skills
375
claude
deciding-with-confidence
Routes, triages, flags and rates a piece of text with a probability for every option: which department or queue a ticket goes to, which intent a message expresses, whether a yes/no condition holds (is this tool call grounded, should the agent ask first, is the customer angry), and how severe or urgent it is on a rubric, each with a calibrated confidence. Runs Claude Haiku in the request and response shapes of OpenAI's Decisions API, or of TypeSafe's System One API (Jev's), for when no purpose-built decision model is at hand. Use for "route this ticket", "triage these", "classify with a confidence", "give me a probability that", "rate the severity", "score against this rubric", guardrail checks before a tool call, "a Decisions API without OpenAI", or a stand-in for Jev.
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Plugin deciding-with-confidence from marketplace oaustegard-claude-skills in oaustegard/claude-skills. Commands read from the repo's manifest — today.
What it installs
Skills (1)
deciding-with-confidenceRoutes, triages, flags and rates a piece of text with a probability for every option: which department or queue a ticket goes to, which intent a message expresses, whether a yes/no condition holds (is this tool call grounded, should the agent ask first, is the customer angry), and how severe or urge
Subagents (1)
deciderHaiku 5.5 decision sampler for the deciding-with-confidence skill. Answers one sample prompt from `decide.py emit --agent decider` with a probability per option, as JSON, with no prose, reading only an evidence file the prompt names. Dispatch several in parallel, then pool the replies with `decide.p
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