GEMINI LABJP
MEMORY — Memory Profiles in Memory Bank are now GA. A fixed schema means agents reach evolving information without an expensive search mid-sessionSCOPE — Profiles are isolated by the scope you pass at ingest, and each schema-and-scope pair keeps a single profile as its source of truthINGEST — The IngestEvents API reached GA, bringing smoother event streaming, memory revision controls, and metadata supportAUDIO — gemini-3.1-flash-tts-preview now streams through streamGenerateContent, cutting the wait before the first audio arrivesCLASSROOM — From August 10, Gemini in Classroom opens to K-12 and higher education students of all ages who already have accessSUNSET — Shutdown dates are close: image generation models on August 17, the Grok 4.1 family on the 20th, and gemini-robotics-er-1.6-preview on the 31stMEMORY — Memory Profiles in Memory Bank are now GA. A fixed schema means agents reach evolving information without an expensive search mid-sessionSCOPE — Profiles are isolated by the scope you pass at ingest, and each schema-and-scope pair keeps a single profile as its source of truthINGEST — The IngestEvents API reached GA, bringing smoother event streaming, memory revision controls, and metadata supportAUDIO — gemini-3.1-flash-tts-preview now streams through streamGenerateContent, cutting the wait before the first audio arrivesCLASSROOM — From August 10, Gemini in Classroom opens to K-12 and higher education students of all ages who already have accessSUNSET — Shutdown dates are close: image generation models on August 17, the Grok 4.1 family on the 20th, and gemini-robotics-er-1.6-preview on the 31st
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Gemini API18Cost Optimization5Gemini3Memory Bank2Memory profiles2Model Routing2Image Generation2Structured Output2Image Classification2gemini-embedding-22Model Migration2File Search2
Gemini API/2026-05-06Intermediate

One Month with Gemini 2.5 Flash: An Indie Developer's Honest Cost and Performance Report

Real cost, speed, and quality data from running Gemini 2.5 Flash across three indie apps for a full month. Includes free-tier usage patterns, Flash vs Pro decision criteria, and cost-minimizing Python code.