Ideas for AI

Idea #1Raw log files are adversarial inputs for LLMs doing diagnostics: they are noisy, full of benign exceptions, and consume context window budget at a rate that halts reasoning on…

Idea #1Multi-source evidence reconciliation is the practical path to autonomous confidence in ambiguous classification tasks. A single LLM extraction gives you a probabilistic guess with no way to verify it…

Idea #1Agents shatter the foundational assumption that authenticating principals and acting principals are the same deterministic entity — and this makes every existing auth primitive wrong by default. All of…

Idea #1Production observability data and agent reasoning operate at different levels of abstraction, and bridging that gap ('prod-to-code') is a prerequisite for accurate agentic diagnosis. Typical production monitoring speaks in…