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6 LLM Integration Mistakes That Look Fine in a Demo and Break in Production

Most LLM code you find online works great in a Jupyter notebook and falls apart the moment real traffic hits it. The bugs aren't exotic — they're small, structural decisions that don't show up until…

  • Split streaming and non-streaming functions into separate functions with clear signatures
  • Ensure proper cleanup of streaming connections using context managers
  • Cap conversation memory by slicing chats into pairs rather than by message count

Aletheia: What If AI Stopped Trying to Be Your Answer?

We taught machines to predict what humans say. We taught them to summarize knowledge, generate code, write essays, recommend products, imitate experts, and answer questions in milliseconds.

  • Aletheia AI is an open-source Reflective Intelligence Architecture examining human thought.
  • Its eight-layer epistemic decomposition breaks down statements into distinct epistemic layers.
  • Aletheia treats claims with explicit epistemic status to prevent speculation as fact.

Your AI agent can plan anything. It still can't click "Post".

Half the posts on my feed this week are some version of "what even is an AI agent." If-statements in a trench coat. Memory vs. RAG. Verification bottlenecks.

  • Ghost Browser enables AI agents to interact with websites like humans
  • Real Chromium browser used for real-time webpage interaction
  • Agent operates logged-in session for persistent authentication

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