TSTidiane Stanoin4sapi.hashnode.dev·6h ago · 10 min readRay Remote Guide: Tasks, ObjectRef and Actors ExplainedIntroduction Developers often decorate data preprocessing functions with @ray.remote and mistakenly assume their for-loop will automatically run tasks in full parallel. A common anti-pattern is callin00
TSTidiane Stanoin4sapi.hashnode.dev·6h ago · 11 min readWorkload Division Between Claude Code and Codex: Do Not Treat "Allow to Conclude" As "Ready for Merge"Introduction A critical trap appears in multi-agent code workflows: the stop-review hook returns ALLOW, and teams incorrectly assume all discovered defects are fully fixed. In reality, permission to f00
TSTidiane Stanoin4sapi.hashnode.dev·1d ago · 11 min readGPT-6 Sol vs Claude Opus 5.5: AI Agent BattleIntroduction OpenAI and Anthropic simultaneously rolled out new high-efficiency large language model releases, marking a major turning point for enterprise AI deployment. OpenAI unveiled GPT-6 Sol and00
TSTidiane Stanoin4sapi.hashnode.dev·1d ago · 10 min readAI Agent Skills Explained: Tool vs Skill ArchitectureIntroduction Many developers confuse the concepts of Tool and Skill in Agent engineering. A Tool can be analogized to a screwdriver, while a Skill represents the assembly manual that tells operators w00
TSTidiane Stanoin4sapi.hashnode.dev·2d ago · 12 min readDeep Dive into jev-ultrafast: How a Browser Agent Books Flights in 7 SecondsIntroduction Released in September 2026, jev-ultrafast, a fork of browser-use, quickly attracted developer attention on GitHub. The repository accumulated 13.9k stars and 855 forks shortly after launc00
