Blog
Latest articles
PaliGemma: Google's Compact Vision-Language Model for Fine-Tuning
PaliGemma combines SigLIP vision encoding with Gemma 2B language generation in a 3B model explicitly designed to be fine-tuned rather than used zero-shot.
Llama 3.1 405B: Meta's Open-Source Answer to GPT-4
Llama 3.1 405B achieves 88.6% on MMLU and matches GPT-4 on multiple benchmarks, with a commercial license for up to 700M MAU. Here's how to run it.
LangGraph: Build Production-Ready LLM Agents That Don't Break
LangGraph replaces fragile LangChain agent chains with explicit state machines - giving you cycles, branching, persistence, and deterministic control flow.
TypeScript 5.5: Inferred Type Predicates and the End of Type Guards
TypeScript 5.5 finally infers type predicates automatically, adds isolated declarations for faster monorepo builds, and brings regex syntax checking to the editor.
Streamlit: Build and Deploy ML Apps in Pure Python in 10 Minutes
Streamlit turns Python scripts into interactive web apps with no frontend knowledge required - build a working ML demo, RAG chatbot, or data dashboard and deploy it for free.
AutoGen: Microsoft's Framework for Conversational Multi-Agent AI
AutoGen enables multi-agent AI through structured conversation between specialized agents, with built-in code execution, group chat, and a no-code Studio interface.
GSC Index Coverage Report: Fix Crawl Errors and Get More Pages Indexed
A plain-English breakdown of every GSC index coverage status and a step-by-step guide to fixing the most common crawl errors.
Chain-of-Thought Prompting: The Google Paper That Made LLMs Better at Math
Wei et al. 2022 showed that prompting LLMs to show their reasoning steps - chain-of-thought - dramatically improves performance on arithmetic and logical reasoning tasks.
OpenAI text-embedding-3: The New Embedding Models and When to Use Each
OpenAI's text-embedding-3-small and text-embedding-3-large introduce Matryoshka representation learning - you can truncate dimensions without retraining, cutting storage costs while keeping most retrieval quality.
OpenHermes 2.5: Mistral Fine-Tuned on 1M Synthetic GPT-4 Conversations
Nous Research's OpenHermes 2.5 demonstrates that one million carefully curated synthetic conversations can produce an instruction model that rivals much larger open weights.
Gemini 1.5 Pro: Working With 1 Million Token Context Windows
Gemini 1.5 Pro offers a 1 million (and experimental 2 million) token context window with 99%+ needle-in-haystack recall. Here's how to use it for long-context tasks.
Open WebUI: Deploy a ChatGPT-Like Interface for Your Local Models
Open WebUI gives you a full-featured, self-hosted chat interface with RAG, multi-user support, and image generation - running entirely on your infrastructure.