Top story · Daily AI intelligence
OpenAI published Agent Plugins 1.0, an open format that bundles Agent Skills and MCP servers into portable plugins any compatible client can discover and load. A steering committee of OpenAI, Amazon, Microsoft, Cursor, and Vercel backs it, Google joined as a core maintainer, and ChatGPT, Codex, Cursor, GitHub Copilot, and VS Code support it at launch.
01 / Insights
Daily AI analysis
What we're reading and thinking about. Refreshed daily.
GitHub Copilot App + Canvas + Agent Merge launches in tech preview
GitHub launched a dedicated Copilot desktop app, a Canvas collaborative workspace for human/AI co-planning, and Agent Merge — which fully automates the PR lifecycle from CI monitoring to auto-merge.
read →Cisco Live 2026: unified AI ops platform and agentic security stack
At Cisco Live 2026, Cisco unveiled a unified AI operations platform and an agentic security stack to connect, govern, and secure enterprise AI agents at scale.
read →NVIDIA acquires Kumo AI for ~$400M
NVIDIA bought predictive AI startup Kumo AI (Graph Neural Networks; used by Reddit, DoorDash, Sainsbury's) to integrate its business prediction capabilities into NVIDIA AI Foundry.
read →OpenAI GPT-Rosalind Biodefense: trusted access opens for agencies and vetted devs
OpenAI updated its life sciences reasoning model and opened Rosalind Biodefense access to US/allied government agencies (Los Alamos, Lawrence Livermore, Johns Hopkins APL) and vetted developers for biodefense and drug discovery.
read →Supabase raises $500M at $10.5B valuation
Supabase closed a $500M round, cementing its position as the go-to open-source backend platform for LLM and agent-powered applications.
read →NVIDIA ships Nemotron 3 Ultra: fully open 550B reasoning model for long-running agents
NVIDIA released Nemotron 3 Ultra, a fully open 550B-parameter reasoning model tuned for multi-step, long-horizon agentic work — a frontier-class, self-hostable brain for governed on-prem agent pipelines.
read →02 / Weekly Deep Dive
How agents actually ship
One researched edition a week: real deployments, the stacks behind them, and the honest counter-facts.
Caylent builds its own agent orchestrator and cuts a 2,600-hour migration to 220
Instead of buying a migration tool, Caylent built a multi-agent orchestrator on the Claude Agent SDK that runs inside the customer's own cloud and cut one engagement from 2,600 engineering hours to about 220.
Eve makes the buy-a-vertical-vendor case for small plaintiff law firms
Plaintiff firms with no in-house ML team buy their agents off the shelf, and Eve customers report large jumps in lead conversion, case value, and drafting speed.
Suzano puts a natural-language-to-SQL agent in front of 50,000 staff
A Brazilian pulp-and-paper maker built a Gemini agent that turns plain-language questions into SQL, which Google Cloud says cut query time by about 95 percent for 50,000 employees.
03 / Latest project
MomMe, a lifestyle community, web & iOS
A full lifestyle community platform, web portal and native iOS app, taken end to end, with an AI moderation flow keeping the community safe at scale.
- MomMe web portal + iOS application
- Full lifestyle community with 3,000+ registered users
- AI moderation flow
04 / Contact
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