GLM-5.3: How Post-Training Turns Coding Agents into Cyber Competitors
machine learning Aug 14, 2026 7 min read

GLM-5.3: How Post-Training Turns Coding Agents into Cyber Competitors

GLM-5.3 improves coding and long-horizon agent behavior mostly through post-training, using verifiable long-workflow environments and scalable RL. It also shows emergent cyber capability gains—especially across multi-stage exploitation benchmarks—while maintaining reported token efficiency and undergoing safety hardening before open-weight release.

by ahsan
Reviving Java Applets and Building New Math Visualizations with Coding Agents
software engineering Jul 12, 2026 8 min read

Reviving Java Applets and Building New Math Visualizations with Coding Agents

Old Java applets died because modern browsers removed the plugin support they depended on. A modern coding agent workflow can port those visuals to JavaScript/HTML5, fix hidden issues, and even generate new interactive math diagrams—while still requiring human validation for subtle UI and numerical edge cases.

by ahsan