#llm

Articles tagged with #llm

Enterprise AI ROI: stop measuring prompts, start measuring workflows
Every enterprise AI meeting I've sat in this year eventually lands on the same question: "where's the ROI?" Fair enough. Companies have been buying GPUs and API credits for two years now. The patience is running out. A MIT NANDA report based on 150 l...
Apr 16, 20266 min read1
Full autonomy is a trap. Human-in-the-loop is the production architecture.
The pitch is always the same: "Our AI agent handles everything end-to-end, no human intervention required." Sounds great in a demo. In production, full autonomy is how you get agents that process refu
Mar 14, 20266 min read5
Agent memory shouldn't be a hack. Here's what a real implementation looks like.
Every agent framework has a memory story. Most of them amount to "we append previous messages to the context window." Some get fancier with vector stores for long-term recall. A few use summary chains
Mar 14, 20266 min read6
Why 40% of AI projects fail (and it's not the model's fault)
You've seen the stat. Gartner predicts over 40% of agentic AI projects will be canceled by end of 2027 due to escalating costs, unclear business value, or inadequate risk controls. Leadership blames t
Mar 14, 20265 min read14