May 27, 2026 · AI

Requirements as Latent State

Why spec-driven development is a requirements-inference architecture

May 27, 2026 · AI

Skill and Harness

Why skills and harnesses overlap in implementation

May 26, 2026 · AI

Harness as Environment

How harness design determines whether agents actually adapt.

May 22, 2026 · AI

Memory as Adaptation

Why agent memory moved from RAG storage to the foundation of policy adaptation

May 22, 2026 · AI

Weights, Prompts, Codes as Parameters

Weights, prompts, and code as parameters at different layers of a learnable policy space

May 20, 2026 · DB

Should Databases Handle AI Too?

Oracle 23ai, EDB AIDB, PostgresML, Timescale pgai, pg_aidb — five systems and the abstraction-boundary discussion

May 20, 2026 · Development

autocorrect.zsh — 167 lines of zsh that fix failed commands

Gemini Flash structured output and zsh preexec/precmd hooks — failed commands fixed in place, no new terminal app

May 20, 2026 · AI

NVIDIA NIM API — Free Inference for GLM, Kimi, Nemotron, and Gemma 4

NVIDIA's build.nvidia.com offers 100+ models on H100 infrastructure for free. Plug it directly into Claude Code, Cursor, or any OpenAI-compatible coding agent.

May 15, 2026 · AI

10 OpenAI Models Through Quick Benchmarks — The Model Isn't as Smart as You Pay

I ran 30 trials per configuration across GPT-4, GPT-5, and o-series models using three reasoning problems. gpt-5-nano on minimal scored 4.4%. o1 scored lower than gpt-4o.

May 15, 2026 · AI

GitHub Models Inference API — Free Model Access Tested

How to easily call modern AI models such as GPT-4.1 and DeepSeek R1 through GitHub's free model inference API

May 15, 2026 · AI

Experimenting with the GPT-5 Responses API Web Search Tool

An experimental record of implementing web search with OpenAI's GPT-5 Responses API, focused on tool-support differences between models and how parameters shape responses. The analysis centers on web search tool compatibility between gpt-5 and gpt-5-chat-latest.