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LYRIA — Lyria 3.5 entered public preview on September 3. It generates full-length songs rather than loops, with fine-grained control over duration and structureINPUT — The model ID is lyria-3.5, and it accepts images alongside text. Being able to say make it feel like this photo changes how you approach the promptSPEC — Output is 44.1kHz stereo, the input ceiling is 131,072 tokens, and it can write lyrics. Worth carrying those units whenever you quote the numbersVIDEO — The agentic video understanding released September 1 lets the model walk a timeline itself, pulling transcripts or frames on demand. Up to 88% fewer tokens on long contentQUIET — Nothing new has landed in the API release notes since September 3. A quiet stretch is still worth recording rather than passing over in silenceDICTATION — On the app side, holding the Fn key now dictates into your active window, dropping cleaned-up text straight at the cursorLYRIA — Lyria 3.5 entered public preview on September 3. It generates full-length songs rather than loops, with fine-grained control over duration and structureINPUT — The model ID is lyria-3.5, and it accepts images alongside text. Being able to say make it feel like this photo changes how you approach the promptSPEC — Output is 44.1kHz stereo, the input ceiling is 131,072 tokens, and it can write lyrics. Worth carrying those units whenever you quote the numbersVIDEO — The agentic video understanding released September 1 lets the model walk a timeline itself, pulling transcripts or frames on demand. Up to 88% fewer tokens on long contentQUIET — Nothing new has landed in the API release notes since September 3. A quiet stretch is still worth recording rather than passing over in silenceDICTATION — On the app side, holding the Fn key now dictates into your active window, dropping cleaned-up text straight at the cursor
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Gemini Advanced/2026-07-26Advanced

Wiring a Security-Focused Model Into a Solo Developer's Audit — The Extraction Layer and Fingerprints That Stop Re-Reporting

A three-layer design that extracts outbound-request sinks with the AST, then accepts a model's hypothesis only when the reproduction actually runs. Four fingerprint schemes measured, including the collision that hides a real finding behind a safe twin.