Tag
local-ai
Posts tagged with this topic.
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Two ways to show a model its tools
Side by side: a JSON schema pasted into the model, or a short name list. Same job. About half the text. Not a faster answer. The UCL product from the Universal Conditional Logic preprint.
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Universal Conditional Logic and token-efficient prompts
Universal Conditional Logic (arXiv:2601.00880): a formal specification approach that reduced token usage by 29.8% (p<0.001) via indicator functions, structural overhead modeling, and early binding.
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Local-first AI agents on client devices
How I built Lemonade Interviewer—a local-first multi-modal interview agent with Whisper ASR, on-device LLMs, and multi-turn reliability under Ryzen AI constraints.