Week of Jan 26 - Feb 1: World models dominate as EgoWM simulates robot actions from single images, Drive-JEPA predicts what matters for driving, Project Genie halluccinates playable games, and Google's Agentic Vision turns image analysis into active exploration.
How we built a fast, efficient, and production-ready vision-language model server without Python
Learn how video analysis AI enables semantic search, automated metadata extraction, and real-time insights across video libraries. Comprehensive guide with code examples and tool comparisons.
Week of January 19 - January 25, 2026: D4RT turns video into 4D space, PersonaPlex enables full-duplex speech with persona control, EvoCUA hits #1 on OSWorld, and Linum V2 brings 720p video gen to 2B parameters.
Looking for a Twelve Labs alternative? Compare Mixpeek's self-hosted video AI platform with pricing, features, and a complete migration guide.
Week of January 12-18, 2026: ReinPool cuts retrieval storage by up to 1000x, vision models fail basic tests that 6-year-olds ace, ShowUI-Aloha learns to click and scroll from demonstrations, and agents manage their own memory with frameworks like AgeMem and SimpleMem.
Qwen3-VL-Embedding unifies text, image, and video search in 30+ languages, HY-Video-PRFL trains 1.4x faster using video models as reward signals, PointWorld-1B simulates interactive 3D environments from single images, and Music Flamingo reasons about chord progressions and harmony.
Weeks of December 29 - January 4, 2026: Research reveals why MLLMs like Qwen2-VL fall down, MegaRAG builds multimodal knowledge graphs without manual construction, HiStream generates 1080p video 107x faster, and Google DeepMind discovers geometric memory in sequence models.
Better search isn't about better embeddings, it's about semantic joins between extracted content and business taxonomies.
Search 120K pieces of art by text, image, or both. How we built a multimodal retriever with SigLIP and reciprocal rank fusion.
Week of December 16 - December 22, 2025: TurboDiffusion achieves 100-205x video generation speedup, WorldPlay generates interactive 3D worlds with geometric consistency, Step-GUI reaches SOTA on AndroidWorld & OSWorld benchmarks, and LongVie 2 produces 5-minute continuous videos.
Reproducible multimodal datasets using immutable object storage. Learn how Tigris and Mixpeek enable dataset versioning, retraining, and auditability.
Week of Dec 9-14, 2025: Apple proves one attention layer beats dozens in diffusion models, MokA shows low-rank adaptation outperforms full fine-tuning, Adobe's relsim captures analogical relationships between images, and X-VLA controls different robot types with one transformer.
Week of Dec 1-7, 2025: Research reveals why 11 of 14 VLMs fail at factual recall, BookRAG adds hierarchical structure to document retrieval, Adobe's RELIC and Alibaba's Reward Forcing enable real-time interactive video, and Microsoft's 0.5B parameter TTS model runs in real time.
Week of Nov 24-30, 2025: Alibaba's 6B Z-Image impresses, Tencent's 1B HunyuanOCR beats larger models and APIs, VisionRAG uses 6-9x less memory than ColPali, and RynnVLA-002 boosts real-world robot success by 50%.
Week of Nov 17-23, 2025: Nano Banana Pro creates coherent visualizations, SAM 3 segments by concept not pixels, HunyuanVideo 1.5 leads open-source video, and Step-Audio-R1 matches Gemini 3 Pro on audio reasoning.
Learn how to upgrade static rerankers into adaptive, personalized retrieval systems using Thompson Sampling. This guide breaks down how online bandit algorithms improve multimodal search by learning from every click.
Week of November 10 - November 16, 2025: Pelican-VL gives humanoid robots spatial intelligence, DeepMind teaches AI to see like humans, Marble creates 3D worlds from single images, and Meta opens speech recognition to 1,600+ languages.
Multimodal Monday 32: AMER shows 4-21% gains on complex queries by generating multiple embeddings, Adobe MotionStream hits 29 fps with interactive motion controls, Step-Audio-EditX edits voice emotion and style through text prompts, and GEN-0 trains robots for general skills.
Google Latent Sketchpad lets models sketch thoughts before acting, Amazon Nova MME unifies search, Emu3.5 matches Google's Nano Banana locally, BEAR reveals why AI fails physical tasks.
Multimodal Monday #30: WALT and UltraCUA make websites API-smart, Seed3D 1.0 builds 3D assets from one image, DeepSeek-OCR compresses docs 10x with 97% accuracy via optical mapping and AGILE lifts VLM accuracy from 9.5% to 82.8% with interactive puzzles.
Prebid vs OpenAds: The Trade Desk forked the industry's auction protocol after Prebid fragmented transaction IDs. A $600B governance crisis—and opportunity.
Multimodal Monday #29: Claude Haiku 4.5 runs twice as fast at one-third cost, Trace Anything maps videos to 3D trajectories for motion search, and VIST3A stitches text-to-3D without retraining.
Multimodal Monday #28: Fast-dLLM v2 diffuses text 2.5x faster, Omni-Embed-Nemotron hunts across modalities, and Think-Then-Embed reasons to top MMEB-V2.
Deep dive into multimodal AI, data processing, and best practices from our engineering team.
