Generic embedding models are trained on everything — Wikipedia, Common Crawl, GitHub, and a million other sources. That’s great for…
Browsing: automation
You’re building a legitimate product — a legal research tool, a security training platform, a mental health support bot —…
If you’re building a knowledge-critical application — a research assistant, a medical triage bot, a legal document analyzer — LLM…
Most teams shipping LLM-powered agents have no idea whether their prompts are actually improving. They tweak a system prompt, eyeball…
Most developers I talk to are running Claude one-off — paste some text, get a response, done. But the moment…
If you’ve spent more than an hour trying to wire an LLM into a business process, you’ve already hit the…
Email is where most business logic goes to die. You’ve got support requests mixed with sales leads, partner updates buried…
If you’re running document analysis, classification, or extraction tasks against Claude one request at a time, you’re paying roughly twice…
Most agent failures in production don’t look like crashes — they look like subtle quality drops that nobody notices until…
Most customer support automation projects fail the same way: someone wires up a chatbot, it handles 20% of tickets, and…