◉GEMINI LABJP
●MODEL — Gemini 3.5 Flash reaches GA and now powers gemini-flash-latest●AGENT — Managed Agents enter public preview in the Gemini API, running in isolated Google-hosted Linux sandboxes●SEARCH — File Search adds multimodal search, embedding and searching images natively via gemini-embedding-2●WEBHOOK — Event-driven webhooks arrive for the Batch API and long-running operations, replacing polling●EMBED — gemini-embedding-2 is now generally available for production embeddings●DEPRECATION — Several image generation models shut down on August 17, so plan migrations now●MODEL — Gemini 3.5 Flash reaches GA and now powers gemini-flash-latest●AGENT — Managed Agents enter public preview in the Gemini API, running in isolated Google-hosted Linux sandboxes●SEARCH — File Search adds multimodal search, embedding and searching images natively via gemini-embedding-2●WEBHOOK — Event-driven webhooks arrive for the Batch API and long-running operations, replacing polling●EMBED — gemini-embedding-2 is now generally available for production embeddings●DEPRECATION — Several image generation models shut down on August 17, so plan migrations now
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◈ Gemini API/2026-07-04Advanced

When Two Managed Agents Fight Over the Same Repo: External Leases and Fencing for Isolated Sandboxes

Every Managed Agents run gets its own isolated sandbox, so a local lock cannot stop two runs from touching the same repo or record. Here is how I serialize them safely with an external lease and a fencing token.

◈ Gemini API/2026-06-16Advanced

Wiring Gemini Managed Agents Into Your Automation: Keeping Conversation State and Environment State Apart

Managed Agents spin up a Linux sandbox, run an agent loop, and return a result in a single API call. The first thing that trips you up when moving off a hand-rolled loop is that conversation state and file state are two separate things. Here's that design, worked through live.