4 min read
Nvidia's 1B Nemotron embed model is built…
llama-nemotron-embed-1b-v2 ships Matryoshka 2048-dim vectors, 26-language eval coverage, and commercial-friendly NeMo Retriever licensing for long-document QA retrieval.
8 min read
What is RAG for business? Plain English…
RAG lets chatbots and voice agents answer from your SOPs, prices, and policies with citations. When you need it, when you do not, common failure modes, and how it pairs with CRM tools.
5 min read
Grep beat vector search in agentic retrieval.…
A May 2026 study on LongMemEval found inline grep often beat vector retrieval across Claude Code, Codex, Gemini CLI, and a custom harness. Here's what that means before you buy another vector database.
4 min read
Meta's Llama Cookbook is the fastest path…
Meta renamed llama-recipes to Llama Cookbook with notebooks for inference, LoRA fine-tuning, RAG, and end-to-end use cases. Here is how I would navigate it for a client MVP.
4 min read
Ten open-source scraping tools that replace paid…
Firecrawl, browser-use, Crawl4AI, MarkItDown, and Crawlee can build training and RAG pipelines without $2,000/month scraper contracts. Here is the stack I actually wire for clients.
4 min read
Mistral OCR 4 returns a document map,…
Mistral OCR 4 adds paragraph-level bounding boxes, 13 block types, and inline confidence scores across 170 languages. At $4 per 1,000 pages it is built for RAG chunking, agent grounding, and self-hosted document pipelines.
4 min read
Baidu Unlimited-OCR reads 40+ pages in one…
A 3B MoE model with Reference Sliding Window Attention parses long PDFs in a single forward pass. Here is when it beats page-by-page OCR pipelines for RAG and document automation.
4 min read
Berkeley's LOCUS dataset puts 2.2 million U.S.…
LOCUS scrapes ordinances from 9,239 cities and counties, OCRs messy PDFs cheaply, and ships ModernBERT classifiers for paternalism, opacity, and enforcement discretion. Free on Hugging Face.
4 min read
Stanford STORM turns any topic into a…
STORM researches topics via multi-perspective question asking, builds an outline from web sources, and writes long-form articles with citations. Free hosted demo or pip install knowledge-storm.
3 min read
Datalab lift extracts schema-valid JSON from PDFs…
Datalab's lift is a 9B open-weights vision model that decodes directly against your JSON Schema. Schema-constrained generation guarantees valid structure, trained abstention returns null instead of hallucinating fields, and self-hosted runs hit 90.2% field accuracy.
7 min read
GrepSeek trains compact agents to grep corpora…
Direct Corpus Interaction lets agents search raw files with rg and grep. GrepSeek trains a 9B model to do it at scale, with a hybrid semantic-plus-terminal stack for production.
4 min read
Gemini Embedding 2 puts text, audio, video,…
Google's Gemini Embedding 2 maps text, images, video, audio, and PDFs into a single vector space. One ingestion pipeline, cross-modal retrieval, and a cleaner path to multimodal RAG in production.