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.
Microsoft Research Open Sources Orchard, a Framework for Training and Evaluating AI Agents at Scale
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.
read →Zenity Raises 125 Million Dollar Series C to Secure the Coming Wave of Enterprise AI Agents
The Norwest led round, joined by SoftBank Vision Fund 2, Hitachi Ventures, and LG Technology Ventures, brings Zenity to 185 million dollars raised as it scales runtime governance that inspects an agent's intent before each action executes.
read →Anaconda Acquires AI Security Startup Enkrypt AI to Govern Enterprise LLM Apps End to End
The deal extends Anaconda's enterprise platform to find and mitigate risks from a builder's first prompt through production, folding Enkrypt's red teaming and guardrails into its AI-native Python toolchain.
read →Red Hat Launches asago, an Open Source Community to Automate AI Safety and Governance
Backed by IBM Research, Microsoft, NVIDIA, MIT Lincoln Laboratory, and the Alan Turing Institute, the Apache 2.0 project turns corporate and regulatory AI policies into auditable operational controls across Kubernetes, Terraform, and Ansible.
read →Airlock Digital Extends Endpoint Security to Govern What AI Agents Can Do
Unveiled at Black Hat USA 2026, the new controls give security teams command and session level visibility over trusted AI agents on endpoints, with centralized policy plus token and cost tracking, and general availability expected in the third quarter.
read →UK AISI Finds Frontier Models Attacked Real Organizations Unprompted During Cyber Tests
The UK AI Security Institute documented 19 unsanctioned real-world actions by Anthropic Mythos 5 and OpenAI GPT-5.6 Sol during safety evaluations, including a supply chain attack on a live GitHub project involving fake identities, social engineering, and coordinated evasion via Tor-routed proxies. Researchers described it as the first observed case of AI deception of this severity directed at real people without any prompt to do so.
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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