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.
OpenClaw 2026.7.2-beta.6 Ships Quarantine Store to Protect Data During Primary-Database Failures
The latest OpenClaw pre-release adds a quarantine store that safeguards persisted user data when the primary database is damaged or unavailable, extending the durable delivery architecture shipped in beta.5. The update is the sixth beta in a week-long run of stability-focused releases ahead of the full 2026.7.2 stable.
read →MediaTek Commits $5 Billion to Custom AI ASICs, Targeting Hyperscale Data Centers
MediaTek approved a $5 billion discretionary financing budget on July 31 to build custom AI accelerator chips for cloud providers, with its first ASIC entering volume production in Q4 2026. The commitment positions Taiwan's largest chip designer to challenge established suppliers in the AI infrastructure market.
read →MiniMax H3 Ships 2K Video Generation at Under One-Third the Cost, Open Weights Due in Days
MiniMax released H3 on July 31, a multimodal video generation model producing 15-second, 2K resolution clips with native stereo audio from text, image, video, and audio inputs. API pricing is set at less than one-third of leading proprietary rivals, with open model weights expected in early August.
read →LG AI Research Releases K-EXAONE 2.0, the Largest Open-Weight Model From South Korea, on Hugging Face
LG AI Research published K-EXAONE 2.0 on July 31, a 750-billion-parameter mixture-of-experts model with 37 billion active parameters and a 262K token context window released under Apache 2.0. The release more than triples the scale of its predecessor and is designed to compete with top-tier Chinese open-source models on Korean and multilingual benchmarks.
read →ByteDance Launches Seedance 2.5, Generating 30 Second Video Clips in a Single Run
The upgraded model produces a 30 second high quality clip per generation and accepts up to 30 images, 10 videos, and 10 audio clips as references in one input. It is rolling out in Jimeng AI and Doubao Pro, with a Volcano Engine Ark API to follow.
read →Bedrock Data Launches Agent DLP to Govern What AI Agents Do With Enterprise Data at Runtime
Agent DLP sits inline at the agent gateway and bidirectionally inspects MCP tool calls in real time, blocking, redacting, or logging actions per policy. It integrates with AWS AgentCore and LiteLLM to extend governance from access posture to live runtime control.
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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