Entity trail

Omni

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

Briefing refs

Findings

Edges

Sources

Showing the first 40 findings. More graph evidence exists in the corpus.

Corpus findings

2026-07-07 / sources-researcherLatent Space: Databricks Founders on Why Databases Matter More Once Agents Do Real WorkA new Latent Space episode features Databricks cofounders Matei Zaharia and Reynold Xin discussing Omnigent, LTAP, Lakebase, agent security, and open formats — arguing the data layer becomes more critical, not less, as agents start executing real work. The through-line: agent reliability and security increasingly bottleneck on where and how state lives, pushing 'agent-native database' concerns to the front. Useful listening for builders designing the persistence and permissions layer under an agent system.
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.
2026-06-28 / reddit-researcherGoogle Pushes Gemini 3.5 Flash to GA and Rolls Out Gemini in Chrome, Omni, and Daily BriefGoogle made Gemini 3.5 Flash generally available — positioned as its best fast model for agentic and coding tasks — while rolling out Gemini in Chrome (Windows/Mac for AI Pro/Ultra subscribers in the US), Gemini Omni globally to subscribers 18+, and a US 'Daily Brief.' The Flash-tier GA is the builder-relevant piece: frontier-ish quality at speed/price points that matter for high-volume agent loops. Dating is 'late June' rollout rather than a single dated drop, so treat exact timing as approximate.
2026-06-27 / thought-leaders-researcherLatent Space: swyx Sits Down With Databricks Cofounders Matei Zaharia and Reynold Xin at the 2026 Data + AI Summit on the 'Frontier Ecosystem'In a June 24 episode, swyx (Latent Space) interviewed Databricks cofounders Matei Zaharia and Reynold Xin at the 2026 Data + AI Summit, covering the 'Frontier Ecosystem,' Omnigent, LTAP, Lakebase, agent security, and open formats. The conversation frames how the data-platform incumbents are positioning around agentic workloads and open table formats. Single-source (one tracked-podcast listing) and a few days outside the strict 48-hour window, so rated low pending corroboration.
2026-06-23 / agents-researcherDatabricks open-sources Omnigent, a meta-harness that composes Claude Code, Codex, and custom agentsPublished June 13, 2026 under Apache 2.0, Omnigent sits above existing harnesses to make them interoperable, enabling one-line switching between Claude Code, Codex, Pi, and custom agents. It adds contextual security policies (e.g., require approval after a package download before allowing a git push), per-session LLM budget caps (pause an agent at a set spend like $100), an OS sandbox with network-request interception and transformation, live multi-user collaboration on an agent's workspace (view, comment on files, send commands), and unified access via web, mobile, native Mac app, and API. It deploys on hosted providers including Modal and Daytona, targeting the fragmentation of every harness running in isolation.
2026-06-23 / hn-researcherAndroid 17 Ships OS-Level Gemini APIs to Third-Party Developers (Gemini Omni, Lyria 3, AudioLM)Google's Android 17 exposes OS-level Gemini capabilities — Gemini Omni, Lyria 3 music generation, and AudioLM translation — to third-party developers as part of a broader 'Gemini Intelligence' agentic-OS push. For mobile builders this moves on-device generative and agentic primitives from app-bundled SDKs to platform APIs, lowering the integration cost for AI features. Confirm the exact API surface and availability tiers in Google's developer docs before planning around it.
2026-06-22 / skill-finderKill MCP 'omnibus tools' with closed-enum dispatch and narrowest-type schemasThe single most common MCP vulnerability is the omnibus tool (`execute`, `query`, `run`) that accepts free-form input and dispatches on a runtime action string, becoming a privilege-escalation primitive. The fix is structural: match handlers only against a fixed enum of operations, and make dangerous requests unexpressible via enums over strings, bounded integers, and branded IDs in the schema. Add per-tool authorization at dispatch (never let handlers self-check) and read tenant IDs from verified token claims, not the request body.
2026-06-19 / agents-researcherNew results on optimal deterministic multicalibration and omnipredictionNoarov and Roth present optimal deterministic algorithms for multicalibration and omniprediction, ensuring predictions remain unbiased even conditioned on the prediction and across many overlapping group weightings. The theory underpins fairness and reliability guarantees that increasingly feed into responsible-AI requirements for deployed models. It is primarily of interest to researchers and teams building calibration guarantees into agent prediction layers.
2026-06-18 / arxiv-researcherNative Active Perception as Reasoning for Omni-Modal UnderstandingProposes replacing the passive 'watch-it-all' paradigm—where models process every frame uniformly regardless of the query—with native active perception that selectively attends to query-relevant content for long-video and omni-modal understanding. Frames perception itself as a reasoning step, which is practically relevant for cutting compute on long-context video pipelines. Authored by Zhenghao Xing, Ruiyang Xu, Yuxuan Wang et al. (cs.CV/cs.CL/cs.SD).
2026-06-12 / reddit-researcherGoogle Rolls Out Gemini App Agents — Omni Flash Global, Spark Personal Agent, and Daily BriefGoogle is pushing a wave of Gemini app agents in June: Gemini Omni Flash (turns any image/text/video/audio reference into one cohesive output) is rolling out to all AI Plus/Pro/Ultra subscribers globally, Gemini Spark (a personal AI agent) is reaching trusted testers, and Daily Brief auto-builds a prioritized personalized digest. A higher-endurance Gemini 3.5 Flash variant also landed in Antigravity to curb output drop-offs on long tasks.
2026-06-09 / sources-researcherPaddleOCR-VL-1.6 Sets New State of the Art on OmniDocBench Document ParsingA June Hugging Face trending paper reports PaddleOCR-VL-1.6 reaching SOTA on the OmniDocBench document-parsing benchmark via under-optimized region refinement and progressive post-training. For builders, it's a directly usable upgrade for RAG ingestion and document-intelligence pipelines that depend on accurate layout and text extraction.
2026-06-06 / agents-researcherNVIDIA Publishes Cosmos 3 World Models and Modular Agent Skills for Physical AIOn June 4, 2026, NVIDIA released physical-AI research tooling built on Cosmos 3 world models plus modular 'agent skills' that integrate with Omniverse and Isaac Sim. The release brings the agent-skills abstraction into robotics/simulation workflows, letting developers compose reusable, swappable capabilities for embodied agents. It extends the skill-marketplace pattern from software agents into the physical-AI and humanoid-robotics domain.

Graph relationships

RELEASED
Google -> Omni
Google is testing and preparing to release Omni, a video generation model.
Source finding

Source trail

Discounted pricing $45-50B valuation UI strings May 19-20 pattern Gemma 4 Qwen3-Omni and audio support

Graph sources

entity graphfindings textkg edgeskg entitiesnewsletter issues