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 Agent Framework Harness and Hosted Agents Reach General Availability
Microsoft brought its Agent Harness and Foundry Hosted Agents to general availability, giving platform teams a single binary that runs and governs agents across local development, containers, and cloud with built-in OpenTelemetry observability, tool approval workflows, and connectors for GitHub Copilot and the Claude Agent SDK. The milestone shifts the framework from a developer SDK to a governed production runtime.
read →Palantir Posts 93 Percent Revenue Growth in Q2 as US Commercial AI Demand Surges 149 Percent
Palantir reported $1.94 billion in Q2 revenue and raised its full-year 2026 outlook to $8.15 billion, driven by a 149 percent rise in US commercial revenue from its Artificial Intelligence Platform. The company closed 220 deals worth at least $1 million in the quarter, with net dollar retention hitting 157 percent.
read →Superblocks 3.0 and AWS Bring Enterprise Vibe Coding Entirely Inside the Customer Private Cloud
Superblocks 3.0, now in the AWS Marketplace, lets companies build AI-assisted internal apps entirely within their own AWS VPCs with no data leaving the customer environment. A new Smart Router selects the best model per task and cuts inference costs by up to 30 percent, while built-in security agents handle continuous vulnerability monitoring.
read →Snyk Report Finds Enterprises Can See Only One Third of Their Real AI Attack Surface
Snyk's second-volume agentic AI adoption study found security teams identify roughly one-third of their organization's actual AI footprint, while full-stack agentic architectures have nearly doubled in adoption over six months. The unmonitored attack surface is growing faster than governance programs can close it.
read →Genspark Open-Sources GenOffice, an AI-Native Office Suite for Docs, Sheets, Slides, and PDF
GenOffice is a full-featured, ad-free office productivity suite for macOS and Windows released under Apache 2.0, covering word processing, spreadsheets, presentations, and PDF editing with AI integrated as a first-class workflow. The entire core suite is free to use, modify, and distribute with no watermarks or fees.
read →Apple Caps External Bug Reports After a Flood of AI Generated Submissions
Apple introduced a submission limit and a 30 day cool off period for outside security researchers, citing a deluge of plausible but false AI assisted vulnerability reports that were swamping its review pipeline. It is one of the first major vendors to formally rate limit AI generated disclosure.
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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