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iOS Apps,  SaaS, AI MODELS, AI Tools, Web Services, Learning & Digital Products

iOS Apps, SaaS, AI MODELS, AI Tools, Web Services, Learning & Digital Products

pegah tafvizi

  • pegah tafvizi
  • August 4, 2026
  • Articles To Read

Llm & Chatgpt Problem Is Giving Us —- Wrong References ( HALLUCINATION) —- What Can Be The Solution ?

How Citation Checking Systems Work: Algorithms & AI in 2026 ingoampt · Technical Deep Dive How Reference & Citation Checking Systems Actually Work — The […]

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  • pegah tafvizi
  • July 31, 2026
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THE THREE STAGES IN ONE LINE EACH : Stage A — the machine: convert one record perfectly Stage B — the conveyor belt: run that machine millions of times without losing anything. Stage C — the real run: prepare carefully, then actually do it on real data.

From One Record to Twelve Million: The Complete Guide From One Record to Twelve Million: The Complete Guide Three stages every large data-conversion project must […]

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  • pegah tafvizi
  • July 30, 2026
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The Complete Mapping Stage: Sixteen Decisions, Sixteen Diagrams, One Running Example: How Raw Records Become One Clean, Searchable Shape.

Sixteen decisions, sixteen diagrams, one running example — how raw records become one clean, searchable shape. By ingoampt. Sixteen decisions, sixteen diagrams, one running example — […]

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  • pegah tafvizi
  • July 28, 2026
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From A Big Data Mess To A Searchable Tidy Document

Clean Layer & Search Layer: Build Search Over Messy Data From a 5 GB Mess to Fast Search: The Clean Layer and the Search Layer A […]

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  • pegah tafvizi
  • July 26, 2026
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Apply these in order to any new raw-to-clean data pipeline:

Testing a Python Data-Transformation Pipeline: Code Guide How to Write Tests for a Data-Transformation Pipeline in Python A code-level guide you can copy into any […]

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  • pegah tafvizi
  • July 26, 2026
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how a messy Data becomes a search box

Messy Data to Searchable Data: A Beginner’s Recipe Story From Messy Data to Searchable Data A friendly, beginner-friendly story about how a giant pile of […]

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  • pegah tafvizi
  • July 25, 2026
  • Articles To Read

Lets Learn Important Terms To Know About Ideas Behind Big Data & Search Engines

Data Pipelines & Search Explained Simply | ingoampt Data Pipelines and Search, Explained Simply By ingoampt · A beginner-friendly teaching guide · Updated July 2026 […]

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  • pegah tafvizi
  • July 23, 2026
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Turning am unsearchable file into a searchable database, safely, meaning without corrupting or silently altering a single original value

From 5 GB of XML to Instant Search: The 8 Steps of Safe Data Migration | INGOAMPT INGOAMPT · ARTICLES Data Engineering · Databases · […]

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  • pegah tafvizi
  • July 23, 2026
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SQLite large dataset migration

How to Prepare Large Datasets for SQLite: A 6-Stage Migration Framework | INGOAMPT IA INGOAMPT Engineering Migration checklist Print / Save PDF Data Engineering · […]

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  • pegah tafvizi
  • July 20, 2026
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The hidden engineering of safe large-scale data migration — told through the story of moving a library of twelve million books.

INGOAMPT · ARTICLES Data Engineering · Databases · For Everyone Why You Can’t Just Copy 12 Million Records The hidden engineering of safe large-scale data […]

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  • How to Automate LinkedIn Posts From Your Website (Step-by-Step)

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