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.
OpenAI ships GPT-5.6 Sol, Terra and Luna to general availability with a new ChatGPT Work agent
OpenAI made its GPT-5.6 family generally available across ChatGPT, the API and a new ChatGPT Work agent, folding Codex into the desktop app and adding an ultra mode that coordinates parallel subagents. Sol runs $5 per million input and $30 output, with Terra and Luna priced well below for high volume agentic pipelines.
read →SpaceXAI releases Grok 4.5, an Opus class model trained with Cursor data
SpaceXAI launched Grok 4.5 for coding and agentic work at $2 per million input and $6 output, scoring 54 on the Artificial Analysis Intelligence Index behind only Fable 5, GPT-5.5 and Opus 4.8. It is the first model built jointly with Cursor, which SpaceX is acquiring for $60 billion.
read →Meta launches Muse Spark 1.1 and starts charging for its own model API
Meta Superintelligence Labs shipped Muse Spark 1.1, a multimodal agentic model with a 1 million token context, and opened the paid Meta Model API at $1.25 input and $4.25 output per million tokens. It is Meta first paid model API and speaks both OpenAI and Anthropic formats, a sharp pivot from open weights.
read →Ollama raises $65M Series B to grow its open source local model platform
Ollama closed a $65 million Series B led by Theory Ventures with Benchmark, 8VC and Y Combinator, doubling down on the default runtime developers use to run open models locally for coding and agent automation.
read →Vectogate launches a governance platform to control autonomous AI agents
Vectogate opened a private beta of an AI agent security and governance platform that gives enterprises centralized oversight of agents handling sensitive data and critical systems, as agentic deployments outpace controls.
read →Prime Intellect raises $130M to help enterprises train their own AI agents without frontier labs
Prime Intellect raised a $130M Series A at a $1B valuation, led by Radical Ventures with Nvidia, Intel and Dell, to give companies the compute and tooling to train custom agentic models without depending on frontier AI labs.
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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