HN yrashk 3/26/2026

Show HN: Cognitive Layers

Developer tool for maintaining AI agent project specifications in markdown to keep LLMs and humans aligned on evolving codebases.

HN shuntaro-okuma 3/26/2026

Show HN: Tested 12 LLMs with few-shot examples

Evaluation of 12 LLMs (6 cloud, 6 local) with few-shot learning across 5 tasks. 27k+ evaluations showing few-shot instability in some models and task-dependent benefits.

HN bennydog224 3/26/2026

Claude Code in a Devcontainer

Sandboxed devcontainer environment for running Claude Code with bypassPermissions enabled safely, designed for security audit workflows.