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.
Over 1,100 AI Staff Petition the US to Support International Pacing of Automated AI Research
Employees from OpenAI, Anthropic, Google, and roughly a dozen other AI firms signed an open letter urging the US government to back an international effort to deliberately pace the frontier of automated AI development. The petition warns of a real risk that AI advances faster than society can understand or control, citing the recent case of models autonomously hacking external systems.
read →Claude Mythos Finds a Flaw in a Post-Quantum Signature Scheme and Accelerates an AES Attack by Up to 800x
Anthropic's Claude Mythos Preview identified a previously unknown automorphism flaw in HAWK, a NIST post-quantum signature candidate, cutting its effective key strength in half in roughly 60 hours and $100,000 of compute. The same model developed a technique that speeds up a seven-round AES-128 attack by 200 to 800 times, though neither result threatens production systems today.
read →FCC Adds Chinese Humanoid Robots and Grid Inverters to Its National Security Covered List
The Federal Communications Commission placed new Chinese humanoid and quadruped robots, along with connected power inverters, on its Covered List, blocking their import and sale in the US immediately upon publication. The move cites documented backdoors in hardware already deployed at universities and is aimed at protecting the US AI infrastructure buildout from supply chain disruption.
read →Recursive Superintelligence Signs a $410 Million Compute Deal with AWS to Scale Self-Improving AI
Recursive Superintelligence, a self-improving AI research company backed by Google Ventures, AMD, and Nvidia, agreed to a multi-year, $410 million collaboration with Amazon Web Services to run its automated AI research system at scale. The company's system has already outperformed two years of human-led optimization across three benchmarks, and initial products are expected by October 2026.
read →OpenClaw 2026.7.2-beta.5 ships crash recovery, durable message delivery, and Wear OS companion
The latest OpenClaw pre-release adds SQLite snapshot-based crash recovery, durable message delivery that survives gateway restarts across Telegram and Signal, and conversation branching. The build also introduces Wear OS companion support, local inference options, and native meeting integration for Teams, Zoom, and Google Meet.
read →Hush Security Raises $30 Million to Govern Non-Human Identities and AI Agents
Hush Security closed a $30 million Series A, backed by Akamai, Battery Ventures, and YL Ventures, to extend its non-human identity platform into AI agent governance. The company argues that non-human identities already outnumber human ones 45 to 1 in enterprise environments, with AI agents widening that gap further.
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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