Posts

Proposal: Unified Agent Architecture

February 28, 2026

I read through the entire stack: Pi’s extensions/skills/system-prompt, COT’s runner/tools/briefing/prompt/maintain-runner, the architecture analysis document, and every major extension. Here’s what I found.

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Openai Is Upping The Ante Massively

December 25, 2025

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2025-12-20-git–changes.md

December 20, 2025

Git’s Efficiency Basis: Git is optimized for efficiency (minimizing physical storage) by relying on delta-based compression, which works effectively for low-entropy, incremental changes typical of human coding. Failure in AI Workflows: This delta model fails for massive, high-entropy changes generated...

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Public Choice Theory

September 24, 2025

Public choice theory applies the tools of economic reasoning to collective decision‑making. James Buchanan described it as the study of “politics without romance” because it replaces the heroic view of government with an analysis grounded in individual incentives. Instead of...

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Change and Adaptation in Complex Systems

September 20, 2025

Complex systems are characterized by entities following fixed rules, and when these entities adapt, the system becomes a complex adaptive system (CAS) [1]. CAS possess properties greater than the sum of their individual parts, cannot be fully understood by analyzing...

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