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OptyxStack audits and recovers underperforming AI systems - LLM audit, RAG optimization, accuracy improvement, and inference cost reduction with measurable KPIs.

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A Small Rollout Plan for Prompt and Model Changes

A Small Rollout Plan for Prompt and Model Changes

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3 min read
The AI Incident Report Template I Actually Use for Wrong Answers and Tool Failures

The AI Incident Report Template I Actually Use for Wrong Answers and Tool Failures

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3 min read
We Are Looking for Partners Who Can Open the Right AI Conversations

We Are Looking for Partners Who Can Open the Right AI Conversations

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4 min read
How to Reduce OpenAI Bill Without Hurting Quality: A Practical Audit Framework

How to Reduce OpenAI Bill Without Hurting Quality: A Practical Audit Framework

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6 min read
Designing High-Precision LLM RAG Systems: An Enterprise-Grade Architecture Blueprint

Designing High-Precision LLM RAG Systems: An Enterprise-Grade Architecture Blueprint

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4 min read
We Built a Production-Ready Auto-Reply Chatbot (FastAPI + OpenAI + Hybrid Retrieval)

We Built a Production-Ready Auto-Reply Chatbot (FastAPI + OpenAI + Hybrid Retrieval)

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2 min read
OpenAI Bill Audit in 45 Minutes: Token Spend Decomposition (Retries, Tool Loops, Context Bloat)

OpenAI Bill Audit in 45 Minutes: Token Spend Decomposition (Retries, Tool Loops, Context Bloat)

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2 min read
RAG Recall vs Precision: A Practical Diagnostic Guide for Reliable Retrieval

RAG Recall vs Precision: A Practical Diagnostic Guide for Reliable Retrieval

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3 min read
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