Articles
Latest news and updates from Grey Haven
For the Love of God, Please Stop Using Langchain
Your favorite AI framework is a house of cards. Here's why Langchain is probably making your life worse, not better, and what to do instead.
2025 AI Engineering Predictions: What Actually Matters
Tired of AI predictions from people who've never deployed a model? Here's what's actually going to matter for AI engineering in 2025, minus the VC-friendly buzzwords.
Your AI Documentation Pipeline is Broken
Think throwing OCR and ChatGPT at your documents is a strategy? Here's why your document processing pipeline is a house of cards, and how to actually make it work.
The Enterprise LLM Trap
So you think fine-tuning an LLM will solve all your problems? Cute. Here's why your model training strategy is probably making things worse, not better.
Stop Treating Your Vector DB Like a Toy
Your vector database is not a SQL database with extra math. Here's why your semantic search is slower than a snail in molasses, and how to actually make it work at scale.
Beyond ChatGPT: Building AI Agents That Actually Work
Tired of AI agents that are just ChatGPT in a trench coat? Here's why your agents keep failing and how to build ones that actually deliver.
The Real Cost of Bad AI Architecture
Stop throwing good money after bad RAG implementations. Here's the painful truth about why your retrieval pipeline is a costly mess, and what to do about it.
Future-Focused Applied AI That Actually Works
Tired of AI solutions that fall apart in production? Here's how we're building systems that actually work, scale, and don't need constant babysitting.
Introducing Grey Haven AI
Tired of AI consultants who've never shipped working code? Here's how we're actually building enterprise AI that doesn't fall apart in production.