{ "schema_version": "1.1", "id": "atlas-generative-media", "slug": "generative-media", "title": "Generative Media", "url": "https://feed7.dev/atlas/generative-media", "current_answer": null, "implementation_consequence": null, "agent_context": null, "confidence": "auto_collected", "last_verified": null, "last_updated": null, "evidence": [], "conflicting_sources": [], "superseded_claims": [], "corpus_evidence": [ { "title": "MiniMax H3 now available on AI Gateway", "url": "https://vercel.com/changelog/minimax-h3-now-available-on-vercel-ai-gateway", "source_name": "Vercel", "published_at": "2026-07-30T00:00:00+00:00", "summary": "MiniMax H3 brings short 2K video generation to Vercel AI Gateway, with text, keyframe, and multimodal reference inputs. Reference and keyframe modes cannot be combined." }, { "title": "Grok Voice Think Fast 2.0 now available on AI Gateway", "url": "https://vercel.com/changelog/grok-voice-think-fast-2-0-now-available-on-ai-gateway", "source_name": "Vercel", "published_at": "2026-07-29T00:00:00+00:00", "summary": "Grok Voice Think Fast 2.0 brings speech-to-speech reasoning and earlier tool calls to Vercel’s realtime API, with server-minted tokens keeping gateway keys off clients." }, { "title": "MMOE: Modernizing Diffusion Transformers with Efficient Expert Design", "url": "https://arxiv.org/abs/2607.24665v1", "source_name": "arXiv", "published_at": "2026-07-27T17:05:04+00:00", "summary": "ModernMOE applies efficient expert-routing patterns from LLMs to diffusion transformers, improving convergence and quality-cost balance without relying only on larger parameter counts." }, { "title": "Evaling Video Slop — Maor Bril, Character.ai", "url": "https://www.youtube.com/watch?v=b_PmGocP4rc", "source_name": "AI Engineer", "published_at": "2026-07-25T00:00:02+00:00", "summary": "Video evaluators can reward polish while missing frozen action, broken physics, or failed storytelling. Builders need time-aware criteria and human-calibrated data, not frame quality alone." }, { "title": "Building Closed-Loop Evals for a Multimodal Agent at Scale — Soumya Gupta & Jai Chopra, Uber", "url": "https://www.youtube.com/watch?v=31GUkCBD-Uc", "source_name": "AI Engineer", "published_at": "2026-07-24T22:00:25+00:00", "summary": "Uber’s image-editing agent uses routing, iterative QA, golden-set gates, and production feedback to avoid costly edits, hallucinated food, and quality regressions." }, { "title": "MedGame: Storytelling Gamification Empowered by Large Language Models for Medical Education", "url": "https://arxiv.org/abs/2607.21570v1", "source_name": "arXiv", "published_at": "2026-07-23T17:50:28+00:00", "summary": "MedGame turns static clinical cases into executable decision stories with separate narrative and orchestration stages, a useful architecture pattern for case-grounded learning agents." }, { "title": "Audio-Native Speech Recognition with a Frozen Discrete-Diffusion Language Model", "url": "https://arxiv.org/abs/2607.13013v1", "source_name": "arXiv", "published_at": "2026-07-14T17:53:22+00:00", "summary": "A frozen diffusion language model can transcribe speech by refining the full transcript in parallel. The prototype trains a small audio interface and reaches 6.6% WER in roughly eight steps." }, { "title": "Seedream 5.0 Pro is now available on AI Gateway", "url": "https://vercel.com/changelog/seedream-5-0-pro-is-now-available-on-ai-gateway", "source_name": null, "published_at": null, "summary": "Seedream 5.0 Pro adds image generation and editing to Vercel AI Gateway, targeting reliable text rendering and dense infographic layouts through the AI SDK." }, { "title": "Evidence-Backed Video Question Answering", "url": "https://arxiv.org/abs/2607.11862v1", "source_name": null, "published_at": null, "summary": "E-VQA requires video answers to include tracked pixel-level evidence, revealing when good QA scores hide weak perception and supplying grounded training data." }, { "title": "Search Beyond What Can Be Taught: Evolving the Knowledge Boundary in Agentic Visual Generation", "url": "https://arxiv.org/abs/2607.05382v1", "source_name": null, "published_at": null, "summary": "SearchGen-Bench shows open image generators score 21–28/100 on long-tail entities, and naive search retrieval only adds noise; a teach-then-search co-training recipe learns when to retrieve versus rely on weights." }, { "title": "Meta 3D AssetGen: Generating 3D Worlds With AI", "url": "https://engineering.fb.com/2025/09/29/virtual-reality/assetgen-generating-3d-worlds-with-ai/", "source_name": null, "published_at": null, "summary": "Meta's Tech Podcast covers AssetGen, its foundation model for generating 3D assets from text, and the path toward AI-generated worlds in Horizon Studio. A podcast episode, so light on specifics." }, { "title": "Start building with Nano Banana 2 Lite and Gemini Omni Flash", "url": "https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-omni-flash-nano-banana-2-lite/", "source_name": null, "published_at": null, "summary": "Two new Gemini API models: Nano Banana 2 Lite generates 1K images in ~4s at $0.034 each, and Omni Flash does video at $0.10/sec in public preview — cheap enough to wire asset generation into agent pipelines." }, { "title": "Encoder-Side Neuron Identification and Amplification for Acoustic Perception in Large Audio-Language Models", "url": "https://arxiv.org/abs/2607.11801v1", "source_name": null, "published_at": null, "summary": "IAAN boosts selected audio-encoder neurons at inference, improving fine-grained speech perception across three models without retraining or labels." }, { "title": "The latest AI news we announced in June 2026", "url": "https://blog.google/innovation-and-ai/technology/ai/google-ai-updates-june-2026/", "source_name": null, "published_at": null, "summary": "Google's June roundup: Gemma 4 12B runs locally in 16GB of memory, Gemini 3.5 Flash adds computer use for desktop, mobile, and browser agents, and Nano Banana 2 Lite ships as a cheaper image model." } ] }