---
title: "Discussion on \"Phase 2B — Building the ADIP AI Insight Engine\" | Hashnode"
description: "Discussion on \"Phase 2B — Building the ADIP AI Insight Engine\". Building an LLM-powered insight engine with context builders, prompt engineering, caching, and resilient AI architecture."
url: "https://hashnode.com/posts/phase-2b-building-the-adip-ai-insight-engine-with-python-and-llms/6a5692e1713d164b9b2d1659"
---

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# [Phase 2B — Building the ADIP AI Insight Engine](https://charlesonokohwomo.hashnode.dev/phase-2b-building-the-adip-ai-insight-engine-with-python-and-llms?utm_source=hashnode&utm_medium=feed)

Building an LLM-powered insight engine with context builders, prompt engineering, caching, and resilient AI architecture.

Jul 14 · 12 min read · charlesonokohwomo.hashnode.dev  
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-   [#ai](https://hashnode.com/tag/ai)
-   [#llm](https://hashnode.com/tag/llm)
-   [#python](https://hashnode.com/tag/python)
-   [#data-engineering](https://hashnode.com/tag/data-engineering)
-   [#data-pipeline](https://hashnode.com/tag/data-pipeline)

## Written by

[charles onokohwomo](https://hashnode.com/@ckohwo)

@ckohwo · Nigeria

  
[View profile](https://hashnode.com/@ckohwo)

AI · Python · LLM · CI/CD · IoT · Cloud · ADIP

Systems-focused Engineer building intelligent infrastructure. Currently developing the Automated Data Intelligence Platform (ADIP) - a self reasoning framework designed to replace manual workflows with intelligent autonomous agents. I architect intelligent automation systems, data infrastructure, and engineering workflows that convert raw data into decision ready intelligence. My work spans systems architecture, AI-driven analytics, and end-to-end automation engineering. I document my journey building scalable, autonomous systems applicable to complex domains; from digital ecosystems to industrial manufacturing.

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