<![CDATA[Stories by Umair Ali Khan, Ph.D. on Medium]]> https://medium.com/@umairali.khan?source=rss-5ab614522a5a------2 https://cdn-images-1.medium.com/fit/c/150/150/1*W6QR3nUNe8K7hoDN0rJ4-g.png Stories by Umair Ali Khan, Ph.D. on Medium https://medium.com/@umairali.khan?source=rss-5ab614522a5a------2 Medium Thu, 05 Nov 2026 16:40:36 GMT <![CDATA[Layout-Aware Document Parsing for Reliable Structured Extraction with AI]]>

AI can extract everything correctly and still lose the meaning. Here’s what to check before trusting its output.

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]]> https://aiadvances.org/layout-aware-document-parsing-for-reliable-structured-extraction-with-ai-60d3d51cc21e?source=rss-5ab614522a5a------2 https://medium.com/p/60d3d51cc21e Wed, 21 Oct 2026 19:40:46 GMT 2026-10-25T11:36:20.710Z <![CDATA[I Built a Claude Skill for Accurate Knowledge Extraction & Report Writing]]>

A normalize-curate-synthesize workflow that turns mixed-source material into long-form reports with traceable evidence.

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]]> https://aiadvances.org/a-claude-skill-that-curates-knowledge-from-scattered-sources-and-writes-structured-reports-0a3f1a4c8718?source=rss-5ab614522a5a------2 https://medium.com/p/0a3f1a4c8718 Tue, 20 Oct 2026 12:24:56 GMT 2026-10-21T18:29:17.592Z <![CDATA[How Much Research Can We Safely Hand Over to AI Agents?]]>

Where AI can help with research, grant writing, and peer review, and where human judgement remains essential.

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]]> https://medium.com/codetodeploy/how-much-research-should-we-hand-over-to-ai-046e39c60290?source=rss-5ab614522a5a------2 https://medium.com/p/046e39c60290 Sun, 18 Oct 2026 22:50:49 GMT 2026-10-22T19:19:59.482Z <![CDATA[Your Smart Devices Could Become the Next Victims of Rogue AI Agents]]>

Early experiments suggest small AI models may soon be able to copy themselves across cheap home devices.

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]]> https://briefs.aiadvances.org/your-smart-devices-could-soon-host-rogue-ai-agents-6eded2f7c0bb?source=rss-5ab614522a5a------2 https://medium.com/p/6eded2f7c0bb Fri, 16 Oct 2026 13:00:01 GMT 2026-10-17T21:47:42.717Z <![CDATA[Why Use an Unknown Model? How SenseNova U1.5 Quietly Challenges the Giants in Native 4K]]>

I tested an open-source model on text-heavy design, complex scenes, and precise editing. The results were astonishing.

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]]> https://medium.com/data-science-collective/why-use-an-unknown-model-how-sensenova-u1-5-quietly-challenges-the-giants-in-native-4k-48fceed35888?source=rss-5ab614522a5a------2 https://medium.com/p/48fceed35888 Fri, 09 Oct 2026 05:01:03 GMT 2026-10-09T05:02:05.973Z <![CDATA[I Built a Claude Skill That Turns Short Briefs Into Slides You Can Actually Present]]>

A reusable PowerPoint workflow for source-grounded content, useful visuals, speaker notes, and quality checks.

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]]> https://medium.com/data-science-collective/i-built-a-claude-skill-that-turns-short-briefs-into-slides-you-can-actually-present-a0c0ffb1a924?source=rss-5ab614522a5a------2 https://medium.com/p/a0c0ffb1a924 Tue, 06 Oct 2026 09:12:41 GMT 2026-10-08T14:48:12.344Z <![CDATA[Structured Data Extraction With AI That “Can’t Hallucinate”]]>

How AI decision models offer a fast and cost-effective approach to turning unstructured text into decisions

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]]> https://pub.towardsai.net/the-rise-of-ai-decision-models-structured-extraction-that-cant-hallucinate-2dc700e754de?source=rss-5ab614522a5a------2 https://medium.com/p/2dc700e754de Thu, 24 Sep 2026 14:01:05 GMT 2026-09-25T06:31:54.423Z <![CDATA[Why Most Organizations Are Buying AI, Not Building It]]>

Only a few organizations have turned AI adoption into sustained innovation and business value

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]]> https://medium.com/codetodeploy/why-most-organizations-are-buying-ai-not-building-it-69df2e948210?source=rss-5ab614522a5a------2 https://medium.com/p/69df2e948210 Tue, 22 Sep 2026 18:54:23 GMT 2026-09-24T18:33:52.939Z <![CDATA[How to Evaluate AI-Based Structured Data Extraction]]>

A practical guide to accuracy, completeness, source evidence, and cost

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]]> https://aiadvances.org/how-to-evaluate-ai-based-structured-data-extraction-9723d8c9ef7b?source=rss-5ab614522a5a------2 https://medium.com/p/9723d8c9ef7b Mon, 31 Aug 2026 01:50:17 GMT 2026-08-31T13:55:27.439Z <![CDATA[How To Build A Reliable AI-Based Structured Data Extraction Pipeline]]>

Building, testing, and deploying a structured data extraction workflow.

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]]> https://aiadvances.org/building-reliable-ai-document-extraction-pipelines-bbd12dfbe392?source=rss-5ab614522a5a------2 https://medium.com/p/bbd12dfbe392 Fri, 28 Aug 2026 11:18:42 GMT 2026-08-28T14:53:19.714Z