GEMINI LABJP
ROBOTICS — Gemini Robotics ER 2 is in public preview, covering spatial reasoning, agentic code execution, and multi-robot coordinationSTREAMING — gemini-robotics-er-2-streaming-preview targets real-time streaming over the Live API, with bidirectional audio and video inputSUNSET — Shutdown dates are close: Imagen models on August 17 (gemini-3.1-flash-image is the successor), the Grok 4.1 family on the 20th, and gemini-robotics-er-1.6-preview on the 31stSAMPLING — temperature, top_p, and top_k are now deprecated. If your app exposes them as user settings, that surface needs rethinkingLOGS — The Interactions API now supports developer logs, viewable from the AI Studio dashboardMODELS — Gemini 3.1 Pro remains in preview. 3.6 Flash reached GA on July 21, and 3.5 Flash-Lite suits high-volume subagent workROBOTICS — Gemini Robotics ER 2 is in public preview, covering spatial reasoning, agentic code execution, and multi-robot coordinationSTREAMING — gemini-robotics-er-2-streaming-preview targets real-time streaming over the Live API, with bidirectional audio and video inputSUNSET — Shutdown dates are close: Imagen models on August 17 (gemini-3.1-flash-image is the successor), the Grok 4.1 family on the 20th, and gemini-robotics-er-1.6-preview on the 31stSAMPLING — temperature, top_p, and top_k are now deprecated. If your app exposes them as user settings, that surface needs rethinkingLOGS — The Interactions API now supports developer logs, viewable from the AI Studio dashboardMODELS — Gemini 3.1 Pro remains in preview. 3.6 Flash reached GA on July 21, and 3.5 Flash-Lite suits high-volume subagent work
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Gemini API/2026-07-14Advanced

When a Batch Job Sat in RUNNING for Half a Day: Field Notes on Catching Stalls Early with Per-State Dwell Budgets and Record Reconciliation

When a Gemini Batch job stalls quietly under the shadow of the 24-hour SLA, per-state dwell-time budgets and submitted-vs-completed record reconciliation let you name the stall early. Field notes with real operational numbers.

Gemini API/2026-06-23Advanced

Your Gemini API Average Latency Looks Great — But Some Users Still Get Stuck. Defending p95/p99

Your average TTFT is fast, yet a fraction of users keep hitting frozen responses. That is a tail-latency problem (p95/p99). From measurement to model routing, streaming budgets, cache accounting, and retry design — here are the defenses that actually held up in production, with code.

Gemini API/2026-05-28Advanced

Running an SLO and Error Budget for the Gemini API as an Indie Developer — Guarding Four Sites with Burn-Rate Monitoring

Notes from running the Gemini API inside four production sites as an indie developer. A practical SLO and Error Budget design that fits a single-person operation: Cloudflare Workers and KV for burn-rate calculation, simplified multi-window alerts, and decision rules for what to freeze when the budget runs out.