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Docker turns coding-agent sandboxes into movable cloud compute — and packages their authority as OCI

Docker’s new agent stack combines pay-as-you-go microVM sandboxes with an OCI-based Kit format for declaring what an agent can use. Cloud sessions cost from $0.07 to $1.12 an hour, and Docker says it plans to take the Kit specification toward CNCF neutral governance.

Mixpanel AI can now investigate why a product metric changed and return the result as a working Board

Product teams can launch a root-cause investigation from an Insights report, an alert or Mixpanel Agent instead of manually trying breakdown after breakdown. The result is operationally useful, but it remains an automated statistical diagnosis rather than proof of causation.

LinkedIn Ads API adds a 1,000-segment audience cap as Legacy Geo shuts down August 31

Audience-management systems can now fail with `SEGMENT_LIMIT_EXCEEDED`, while old geography identifiers begin returning invalid-field errors after August 31. LinkedIn also opened the Matched Audiences API to applications from qualified developers, increasing the importance of handling these limits correctly.

Anthropic’s Model Hardware Standard gives AI agents a shared interface for physical devices

MHS is an attempt to make microscopes, liquid handlers, robotic arms and other programmable hardware look like a consistent tool surface to AI agents. It is still a research preview, but the interoperability layer is already being tested with research institutions and hardware vendors.

beehiiv has turned newsletter recommendations into a unified paid-and-organic growth marketplace

beehiiv has documented the economics and guardrails behind its rebuilt Recommendation Network, including the 20% fee on paid recommendations, verified-subscriber charging, quality-based auto-pause rules and more granular control over recommendation slots and partner selection.

Cloudflare Worker Previews gives every Git branch its own isolated runtime

Branch previews are common for frontend code, but Worker Previews extends the boundary to the runtime itself. Each branch can have independent bindings, state and logs, making parallel human and agent work safer while preserving a production-like execution path.

Indie BusinessClosed dossier

Shopify starts moving app developers toward App Pricing

Shopify's App Pricing migration is now clearer: directly matching subscriptions can move through plan setup, while usage-based and price-mismatched subscriptions stay on the Billing API until a separate Migration API arrives.