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.
Apple sues OpenAI and its hardware chief over alleged trade secret theft
Apple filed suit in the Northern District of California accusing OpenAI, hardware chief Tang Tan and a former engineer of a coordinated scheme to lift product designs, manufacturing and supply chain secrets for OpenAI's device ambitions. OpenAI says it has no interest in other companies' trade secrets.
read →Lyzr raises $100M Series B run largely by its own AI agent
The enterprise agent builder closed a $100M round at a roughly $500M valuation, saying its own agent SivaClaw fielded questions from more than 130 investors and drafted the memos. It doubles as a product demo and a signal of how far agentic sales workflows have come.
read →OpenAI folds its safety team into research as safety chief Johannes Heidecke departs
OpenAI is merging its safety group into research under expanded VP Mia Glaese, with head of safety Johannes Heidecke leaving. The company frames it as putting safety earlier in model development, though it adds to a run of senior safety departures ahead of a possible IPO.
read →AgentPrizm launches a governed memory and skills platform for MCP agents
AgentPrizm opened public access to AgentMemory and AgentSkills, giving agents persistent, auditable memory with confidence weighted facts and a governed marketplace of reusable skills, reachable over a REST API and MCP. A free tier is live and a source available engine is planned for later this summer.
read →M-Files launches M-Files for Consulting to turn firm knowledge into governed AI answers
Built on its AI native platform, M-Files for Consulting gives firms a governed workspace that drafts proposals from approved prior content and keeps AI generated answers accurate and access controlled from proposal to delivery. It joins industry apps for tax, quality and contracts.
read →Exterro launches ARMOUR for FTK to run agentic forensic investigations
ARMOUR for FTK lets investigators state a goal in plain language while the AI plans and runs evidence collection, memory acquisition and timeline reconstruction across live endpoints. It produces an auditable evidence record built to withstand legal and regulatory scrutiny.
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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