Latest Articles & Insights
Agents of Chaos: what a live-lab red team found when AI agents ran loose
Agents of Chaos: what a live-lab red team found when AI agents ran loose
A two-week red-team study gave autonomous LLM agents real shells, email and memory. Ten of eleven scenarios produced a security or safety failure.
How Nous Research cut LLM pretraining time by 2.5x without changing the model
How Nous Research cut LLM pretraining time by 2.5x without changing the model
Nous Research's Token Superposition Training reduces LLM pretraining time by 2.5x at matched compute using a two-phase approach that requires no changes to model architecture, optimizer, or tokenizer.
Cheap Vector Databases in 2025: Save Money While Building AI Apps
the top affordable vector databases in 2025 for handling 1,000-5,000 high-dimensional embeddings without breaking the bank. Explore free tiers, performance insights, and expert tips to build efficient RAG systems – start your prototype today!
VSC Format Won't Cut Your AI Costs by 71% (Despite the Hype)
Why the new VSC (Values Separated by Comma) format for AI prompts isn't the breakthrough it claims to be. Learn when token optimization actually matters and when JSON is still your best choice with real examples and code.
TOON: Cut LLM Token Costs by 50% - Python Guide
Cut LLM API costs by 54% with TOON format. Replace JSON to save 62% tokens, reduce latency 12%, and save $336K annually. Python implementation guide included
Best RAG Frameworks 2025: Complete Comparison
Compare top RAG frameworks for 2025: LangChain, LlamaIndex, Haystack with performance data, adoption stats & cost analysis. Choose the best for your needs