AI
Building with language models, AI APIs, and intelligent automation systems.
OpenAI API Rate Limits Breaking Your Application
Your application is throwing 429 RateLimitError at random intervals, bringing down request pipelines and frustrating users. Here is the systematic fix.
Why Your OpenAI API Bill Increased Overnight
Your OpenAI spend doubled without a traffic increase. The culprit is almost always prompt bloat, missing caching, or the wrong model for the job.
OpenAI Responses Became Slow in Production
OpenAI completions that took 2 seconds now take 15 seconds. The fix starts with streaming and ends with model selection and parallel request design.
RAG System Returning Incorrect AI Responses
Your RAG system confidently returns wrong answers. The bugs are in your chunking strategy, similarity threshold, or context assembly not the LLM.
AI Agent Tool Calls Randomly Failing in Production
Your AI agent calls the wrong tools, generates malformed JSON, or silently drops tool results. The bug is in your schema definition or response handling.