Every dev tool, harshly judged — one briefing a night.

为AI Agent设计的Markdown→公众号HTML排版工具，6套主题+校验脚本，确保粘贴不掉格式。

A teach-then-search framework to overcome visual generators' knowledge boundary; substantial dataset and benchmark reveal a 40-point score collapse.

A creative hardware demo integrating vision LLM with e-ink for a magical interactive diary, but niche and device-specific.

Continuous scoring from logit distributions improves verification accuracy over discrete LM judges, with scaling benefits.

Detailed guide to building a high-end local LLM rig with PCIe switches and Docker; valuable but extremely niche.

Rigorous method for real-bogus classification without human labels, but too domain-specific for general AI adoption.

Purpose-built AI workbench for scientific research, automating the full research loop with integrated database tools.

A real C++ game port to Apple devices, built with Claude; fascinating case study but not a reusable AI tool.

A clever architectural decoupling of action prediction and geometric grounding to eliminate the need for manual camera extrinsic calibration in VLAs.

A structured orchestration layer for AI-driven security recon that proves its utility through reproducible benchmarking rather than flashy marketing.