AI, cyber security, networking, science, automation and notes from things being built inside G1ft Labs. New digests favor primary sources and link directly to them.
August 19, 2026
Frontier cyber-capable AI, Apple’s Screen Sharing authentication patch, Curiosity’s huge field of Martian polygon fractures, the new IETF NOC lead, and the control-plane problem surrounding advanced cyber models.
Read field notesApril 14, 2026
Long-context model gains, practical agent workflows, patch discipline, AI-assisted research pipelines, and in-browser AI momentum.
Read digestApril 7, 2026
Agentic coding tools, browser security, open models, launch systems and WebGPU.
Read digestMarch 5, 2026
A look back at an early role-based multi-agent debate and moderation workflow built before agent systems became mainstream.
Read storyMarch 1, 2026
Security incidents, AI partnerships, open-source momentum and funding highlights from February.
Read recapModels, tools, workflows, agents and project notes.
Security research, defense, vulnerability notes and cyber developments.
Research, space, biology, physics and technical rabbit holes.
Sound, instruments, production and music technology.
Personal project notes and experiments from the wider workshop.
The useful things that refuse to fit a category.