---
title: "Discussion on \"Phase 1: Developing a Data Ingestion System for the Automated Intelligence Platform\" | Hashnode"
description: "Discussion on \"Phase 1: Developing a Data Ingestion System for the Automated Intelligence Platform\". Engineering Intelligence: GitHub Actions IP blocks, Render + UptimeRobot scraper hacks, API secret injection, orchestrator registry. Python, Pandas, Flask."
url: "https://hashnode.com/posts/engineering-intelligence-adip-data-ingestion/69394540363cbc9fe7ae1b54"
---

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# [Phase 1: Developing a Data Ingestion System for the Automated Intelligence Platform](https://charlesonokohwomo.hashnode.dev/engineering-intelligence-adip-data-ingestion?utm_source=hashnode&utm_medium=feed)

Engineering Intelligence: GitHub Actions IP blocks, Render + UptimeRobot scraper hacks, API secret injection, orchestrator registry. Python, Pandas, Flask.

Dec 10, 2025 · 21 min read · charlesonokohwomo.hashnode.dev  
Updated Aug 21  
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## 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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