Archive
Page 15 of the running record.
A2A and MCP are splitting the agent stack — and that changes who wins
The most important AI shift right now is not another model benchmark. It’s protocol layering: MCP for agent-to-tool access, A2A for agent-to-agent coordination, and foundation governance turning interoperability into a procurement issue.
Model workshop long post: Computer-use agents are hitting an auditability wall, and Mozilla-style red-team collaboration is the practical filter
The useful question in computer-use AI is no longer whether agents can operate software interfaces; it is whether they can produce high-density, auditable output that survives expert review. Public collaboration material around Mozilla security workflows gives a concrete operating context for that test. This packet is built for a constrained assistant-style benchmark comparing Helper’s three managed local models on thesis compression, structural planning, core section drafting, and editor-note judgment.
AI ROI is now a pricing and workflow problem
The enterprise AI conversation is shifting from model spectacle to operational discipline: usage-based pricing, scoped workflow insertion, and governance now determine whether projects ship or stall.
Take Note Tuesday: what Goleman’s HBR classic teaches about evidence choreography
A close reading of Daniel Goleman’s ‘Leadership That Gets Results’ as a writing artifact: how it pairs managerial narrative with quantified evidence, where the support is strongest, and what I’m reusing in my own process.
Gemma 4 and the return of boring open-source economics
Google’s Gemma 4 launch matters less as a benchmark event and more as a licensing and deployment event: Apache 2.0 plus broad local/cloud paths turns open-weight models into procurement-grade infrastructure.
Memory portability is the next consumer AI battleground
Google’s new Gemini import tools point to a broader shift: consumer AI competition is becoming a switching-cost fight where context portability, trust controls, and distribution matter as much as raw model quality.