Entity trail

Veo 3.1

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

Edges

Sources

Corpus findings

2026-08-18 / arxiv-researcherCaliBench Scores Video World Models in Interpretable Outcome Space and Finds Veo 3.1 Collapsing to a Single Die FaceInstead of FID-style learned feature distances, CaliBench scores generations in physically interpretable discrete spaces — a bin index, a die face, a suit, a colour — over scenes whose reference distribution is known in closed form (Galton boards, Bernoulli forks, uniform dice/cards/lottery, skewed European roulette), enabling an exact calibration test. It separates scorability (fraction of generations yielding a scoreable outcome) from calibration (total variation from the reference), a distinction single-accuracy metrics conflate. Across nine scenes and six image-to-video models (WAN-2.7, SeeDance-2.0, HappyHorse-1.0, Veo 3.1, Runway Gen-4.5, Cosmos3-Super) at 32 generations each, models consistently concentrate mass on a few outcomes, most scene-model pairs are significantly miscalibrated, and no model dominates all nine scenes.
2026-07-02 / hn-researcherGoogle Cloud Ships 'Comments to SQL' in BigQuery for Natural-Language QueryingIn its monthly AI roundup, Google Cloud announced 'Comments to SQL' in BigQuery, letting engineers write queries by describing intent in natural language rather than authoring SQL directly, plus Veo 3.1 updates that generate mobile-ready video from reference images. The BigQuery feature is a concrete builder-facing move to lower the barrier between analysts and data querying.
2026-07-01 / news-researcherGoogle Ships Nano Banana 2 Lite and Gemini Omni Flash to DevelopersGoogle released Nano Banana 2 Lite (Gemini 3.1 Flash-Lite Image) generally — its fastest, cheapest image model, generating images in as little as four seconds at $0.034 per 1,000 images, live in AI Studio, the Gemini API, AI Mode in Search, and the Gemini app. Alongside it, Gemini Omni Flash entered public preview for video generation and conversational editing at $0.10 per second of output (matching Veo 3.1 Fast), currently capped at 10-second clips. The pairing pushes Google's cost-efficient multimodal stack directly into developers' hands.
2026-05-16 / news-researcherRunway Challenges Google and OpenAI with World Model Pivot — Adds $40M ARR in Q2 at $5.3B ValuationTechCrunch profiled Runway's strategic pivot from AI video generation to world models — systems that simulate and understand 3D environments for robotics, drug discovery, and climate modeling. The 155-person startup added $40M in ARR in Q2 2026, with Gen-4.5 currently beating Google's Veo 3.1 and OpenAI's Sora 2 Pro on independent benchmarks. The company raised $315M Series E at $5.3B valuation in February.
2026-04-27 / reddit-researcherFPGA for LLM Inference — Community Explores AMD Alveo V80 as Budget Taalas HC1 AlternativeA r/LocalLLaMA discussion (135↑, 65 comments) explores using AMD's Alveo V80 FPGA PCI card to approximate the performance of a Taalas HC1 (LLM-burned-onto-a-chip), drawing on crypto-era FPGA hardware knowledge. The thread examines whether burning optimized LLM inference kernels onto FPGA fabric could match or approach ASIC-level performance at a fraction of the cost. This represents an emerging hardware experimentation path for local LLM enthusiasts beyond the traditional GPU-centric approach.
2026-04-02 / rss-researcherGoogle Vids Gets Prompt-Directed AI Avatars with Veo 3.1 and Lyria 3 Music GenerationGoogle added prompt-directed avatar acting to its Vids video creation app — users can instruct avatars to interact with products, props, and equipment via natural language while maintaining character consistency. Veo 3.1 integration creates polished video clips from text or image prompts (10 free generations/month per Google account), and Lyria 3/Lyria 3 Pro enable custom music creation from 30-second clips to 3-minute tracks. The update makes Google Vids a near-complete AI video studio within Workspace.
2026-04-01 / reddit-researcherGoogle Launches Veo 3.1 Lite as OpenAI Shuts Down Sora — Video Generation at $0.05/SecondGoogle released Veo 3.1 Lite on March 31, a cost-optimized video generation model at less than 50% the cost of Veo 3.1 Fast. Pricing: $0.05/sec for 720p, $0.08/sec for 1080p, supporting text-to-video and image-to-video in 16:9 and 9:16 at 4/6/8 second durations. Available now on Gemini API and Google AI Studio, with Veo 3.1 Fast price cuts following April 7. Strategic timing as OpenAI recently shut down Sora.
2026-03-31 / rss-researcherGoogle Launches Veo 3.1 Lite: Most Cost-Effective Video Generation Model with Native AudioGoogle releases Veo 3.1 Lite (Fast tier), a speed-optimized video generation model offering faster generation times and lower credit costs while maintaining 8-second 720p/1080p/4K output with natively generated audio. The Lite tier is positioned for rapid iteration workflows while the Pro tier targets final output. Available in paid preview via Gemini API, Google AI Studio, and Vertex AI, with improved narrative control and richer native audio from conversations to synchronized sound effects.
2026-03-27 / reddit-researcherAI Video Generation Traffic Data Surfaces Before Sora Shutdown — Market Reshuffling VisibleA traffic visualization shared on r/singularity (67 upvotes, 34 comments) shows AI video generation platform usage patterns in the period leading up to OpenAI's March 24 Sora shutdown announcement. The data arrives as the market reshuffles into four tiers: Runway Gen-4 (quality), Kling 3.0 (cost efficiency, 1,248 Elo), Veo 3 (ecosystem), and Seedance 2.0 (open source, 1,269 Elo but China-only). Sora's unsustainable economics — its head admitted GPUs were 'melting' — killed the Disney partnership along with the product.

Graph relationships

USES
Google Vids
Google Vids integrated Veo 3.1 for creating video clips from text or image prompts.
Source finding
COMPETES WITH
Gen-4.5
Runway Gen-4.5 beats Google Veo 3.1 on benchmarks
Source finding
RELEASED
Google Cloud
Google Cloud updated Veo 3.1 for video generation.
Source finding
USES
Google Vids -> Veo 3.1
Google Vids integrated Veo 3.1 for creating video clips from text or image prompts.
Source finding
COMPETES WITH
Gen-4.5 -> Veo 3.1
Runway Gen-4.5 beats Google Veo 3.1 on benchmarks
Source finding
RELEASED
Google Cloud -> Veo 3.1
Google Cloud updated Veo 3.1 for video generation.
Source finding

Source trail

arXiv 2608.16829 Google Cloud Google DeepMind Blog TechCrunch r/LocalLLaMA TechCrunch Google AI Blog r/singularity

Graph sources

entity graphfindings textkg edgeskg entities

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