Philip Bankier

Philip’s expertise in RAG, data engineering, and AI agents makes him a natural fit to write about scaling multimodal data warehousing systems.

Recent Posts

Multimodal Monday #40: Unified Search, Synthetic Worlds

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.

January 12, 20266 min read

Multimodal Monday #39: Generative Giants, Retrieval Weaklings

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.

January 5, 20268 min read

Multimodal Monday #38: World Models, Real-Time Generation

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.

December 22, 20257 min read

Multimodal Monday AI #37: Less-Is-More, Analogical Vision

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.

December 15, 20256 min read

Multimodal Monday 36: Factual Recall, Real-Time Video

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.

December 8, 20256 min read

Multimodal Monday 35: Small Models, Modular Vision

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%.

December 1, 20256 min read

Multimodal Monday #34: Visuals Coherence, Semantic Vision

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.

November 24, 20258 min read

Multimodal Monday 33: Physical AI, Human Vision

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.

November 17, 20255 min read

Multimodal Monday 32: Multi-Query Retrieval, Streaming Video

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.

November 10, 20256 min read

Multimodal Monday #31: Visual Thinking, Longer Video

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.

November 3, 20256 min read

Multimodal Monday #30: Smarter Agents, Real-Time 3D

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.

October 27, 20257 min read