Top story · Daily AI intelligence
Attackers used AI generated voice clones of executives to try to trick employees at major hedge funds into granting system access. Two Sigma blocked the attempt with no data compromised, while Point72 told investors it had been targeted.
01 / Insights
Daily AI analysis
What we're reading and thinking about. Refreshed daily.
Couchbase launches the AI Data Plane as an operational data foundation for agentic enterprises
Couchbase made its AI Data Plane generally available, unifying persistent agent memory, an agent catalog, and a self managed MCP server with sub millisecond context retrieval from cloud to edge. It targets production agents that must hold state across sessions and restarts.
read →Datadog acquires Adaptive ML to bring RLOps and agent post training in house
Datadog acquired frontier AI startup Adaptive ML, whose RLOps platform lets enterprises build and own specialized agents and models, folding it into Datadog AI Research. The deal aims to advance world models and agentic LLM post training for observability.
read →Vorlon launches Guardian to block risky AI agent actions before they complete
Vorlon debuted Guardian, a real time enforcement gateway that sits at the protocol layer and applies policy before a transaction goes through, blocking actions, masking sensitive data in transit, or downgrading agents to read only. It covers SaaS, cloud stores, and homegrown systems including apps built with Claude Code and Codex.
read →OpenAI introduces GeneBench Pro to test AI research judgment in computational biology
GeneBench Pro is a research level benchmark of 129 genomics, quantitative biology, and translational medicine problems that require agents to pick a methodology and reach a decision ready conclusion. OpenAI top model GPT-5.6 Sol solved 31.5 percent in Pro mode, underscoring how far agents remain from expert research taste.
read →Perforce launches an MCP agnostic Agentic Gateway to govern agents and cut token costs
Perforce added an Agentic Gateway that sits in front of the Model Context Protocol as an orchestration layer, giving teams one install to reach its MCP portfolio across code, IP, data, infrastructure, and testing while controlling token consumption and compliance. It shipped alongside AI assisted testing and a unified compliance platform.
read →Oracle ships four Fusion agentic applications for supply chain
Oracle added four new agentic apps plus an AI Agent Studio to Fusion Cloud SCM, letting coordinated teams of specialized agents autonomously progress inventory, sourcing, and manufacturing work inside existing enterprise guardrails.
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
Questions, ideas, or a project in mind? Send us a note and we'll get back to you, usually within a day.
hello@kmmt.ai