Top story · Daily AI intelligence
Orchard provides a reusable sandbox and environment service so teams can train and evaluate coding, browser, and assistant agents without building bespoke infrastructure, shipping with three domain recipes for software engineering, GUI navigation, and everyday productivity tasks.
01 / Insights
Daily AI analysis
What we're reading and thinking about. Refreshed daily.
White House Nears Final Voluntary Framework Giving Agencies 30 Days to Review Frontier Models Before Release
The US government is close to finalizing a framework under which Commerce and NSA will conduct up to 30 days of pre-release review for frontier AI models, with Anthropic, OpenAI, and Google all involved in shaping the draft.
read →Okta Acquires AI Security Startup Permiso for About $200 Million to Protect AI Agents
Identity management leader Okta agreed to acquire Permiso Security, a startup specializing in governing machine identities and AI agents, for approximately $200 million in an almost all-cash deal expected to close in fiscal Q3 2027. The acquisition bets on surging enterprise demand for controls over the non-human identities that autonomous agents create.
read →Cyera Agrees to Buy Oasis Security for $1 Billion to Lock Down AI Agent Identities
Data security unicorn Cyera will pay roughly $1 billion to acquire Oasis Security, which monitors non-human identities and AI agent access permissions, as demand surges for platforms that can secure both data and the autonomous agents acting on it.
read →Google DeepMind Launches Gemini Robotics 2, Extending AI to Whole-Body Humanoid Control and Multi-Robot Collaboration
Gemini Robotics 2 ships as three tiered models covering full-body locomotion, multi-finger dexterity, and coordinated teamwork between different robot platforms sharing a common semantic understanding. The compact on-device tier adapts to a new robot body in a few hours using fewer than 200 demonstration examples, lowering the barrier for enterprise deployment.
read →Oracle and Google Cloud Bring Gemini to Oracle AI Agent Studio, Fusion Applications, and NetSuite
Oracle and Google Cloud expanded their partnership to make Gemini 3.1 Flash Lite and Gemini 3.5 Flash available inside Oracle AI Agent Studio for Fusion Applications and Oracle NetSuite, letting customers build and deploy multimodal agents across ERP, HCM, supply chain, and customer experience without leaving the Oracle ecosystem.
read →OpenAI Opens ChatGPT to 100,000 Academic Researchers With Free Frontier Model Access
OpenAI launched a ChatGPT for Academic Researchers program backed by a $250 million commitment, giving 10,000 scientists at institutions including the Institute for Advanced Study immediate free access to the full GPT-5.6 family, with a broader rollout to 100,000 researchers through 2027.
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
Get in touch
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