Notes

Writings...✍🏽

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All Articles Slides

Platframe: Building an AI-Assisted Investigation Platform

May 2026 AI Platform Operational Systems

A walkthrough of the environment, architecture, workflow, subsystem boundaries in Platframe. A multi-stage AI workflow system using insurance investigations as the operational environment.

Evaluation as a System Primitive for Model Behaviour

Apr 2026 AI Platform Evaluation Systems

Embedding evaluation into execution pipelines to enable consistent comparison of model behaviour across API and local providers.

Agent Learning: Execution-Aware Policy Optimization for LLM Tool Systems

Mar 2026 Agentic Workflow Policy Optimization

Tool orchestration in LLM systems as a learnable policy optimized for execution cost, latency, and constraint satisfaction.