An engineer ran 150 standardized tasks to test whether AI agents follow rules, finding that mechanical enforcement (GateGuard hooks) achieved 99.3% compliance, far outperforming rule phrasing. The exp…
A developer proposes a meta-cognition framework for AI personalization that internalizes thinking patterns into model weights rather than relying on external prompts or RAG. The 4-quadrant model maps …
A developer has released an open-source starter kit that integrates DeepSeek V4 into Claude Code, featuring nine custom agents, seven behavior rules, security hooks, local OCR, and auto-backup. The ki…
A developer built self-audit, a zero-dependency CLI tool that checks AI-generated text for completeness, consistency, groundedness, and honesty. The tool, inspired by Anthropic's Constitutional AI fra…