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.
ByteDance in talks to buy 50,000 inference GPUs from China's Iluvatar CoreX
ByteDance is negotiating to purchase at least 50,000 inference chips from Shanghai-based Iluvatar CoreX and weighing Baidu Kunlunxin silicon too, which would make Iluvatar its third domestic GPU supplier after Huawei and Cambricon. A marker of how fast Chinese hyperscalers are routing inference off Nvidia.
read →OpenAI to acquire Ona (formerly Gitpod) to make Codex agents enterprise-ready
OpenAI is buying Ona to fold secure, persistent cloud execution into Codex, letting agents run long-horizon tasks inside a customer controlled cloud. The fight has moved from model quality to the agent execution and governance layer.
read →Databricks open-sources Omnigent, a meta-harness to compose, govern and share agents
Apache 2.0 meta-harness that runs over Claude Code, Codex, Pi and custom harnesses, with cost and permission policies at the harness layer plus live session sharing. Built for teams running mixed agent fleets.
read →Moonshot AI launches Kimi Work, a local desktop agent with a 300 sub-agent swarm
Runs locally on Kimi K2.6, coordinates up to 300 parallel sub-agents, drives your real browser via a WebBridge extension that inherits your logins, and schedules overnight jobs.
read →Google rolls out Search agents in AI Mode that run 24/7 in the background
Available to AI Ultra subscribers, the agents monitor user-specified topics around the clock and surface updates without a prompt.
read →DXC Technology and Anthropic form a multi-year global Claude alliance
DXC becomes a Global Premier partner in the Claude Partner Network and will train tens of thousands of Claude-certified engineers for banks, airlines, insurers and government. DXC says Claude wrote 95%+ of its OASIS delivery code pre-review.
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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