<![CDATA[Stories by Mustafa Genc on Medium]]> https://medium.com/@mustafa.gencc94?source=rss-6c94da972e82------2 https://cdn-images-1.medium.com/fit/c/150/150/1*jlmHUXFG_JDStEMmXm44hg.jpeg Stories by Mustafa Genc on Medium https://medium.com/@mustafa.gencc94?source=rss-6c94da972e82------2 Medium Sun, 15 Nov 2026 01:15:46 GMT <![CDATA[Voters Can Block a Data Center. They Can’t Take Back an AI Model.]]>

In the same week, towns across America voted against the buildings AI runs in, and OpenAI put a price of $1,279 on a working attack…

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]]> https://medium.com/@mustafa.gencc94/voters-can-block-a-data-center-they-cant-take-back-an-ai-model-2289ae539fcb?source=rss-6c94da972e82------2 https://medium.com/p/2289ae539fcb Fri, 06 Nov 2026 16:17:51 GMT 2026-11-06T16:27:41.897Z <![CDATA[Cost-Engineered Agentic Coding: Building a Production-Grade Local LLM Proxy, Multi-Agent…]]>

A comprehensive engineering deep-dive into eliminating SaaS vendor lock-in, cutting LLM context costs by up to 80%, and enforcing…

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]]> https://aiadvances.org/cost-engineered-agentic-coding-building-a-production-grade-local-llm-proxy-multi-agent-4f5d657f3175?source=rss-6c94da972e82------2 https://medium.com/p/4f5d657f3175 Wed, 09 Sep 2026 19:07:26 GMT 2026-09-10T07:27:22.970Z <![CDATA[Nine Days That Split the AI Industry: A Chinese Model, a Self-Inflicted Hack, and the Letter…]]>

A 2.8-trillion-parameter model shipped out of Beijing the same week OpenAI’s own red team accidentally proved how far its models could…

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]]> https://aiadvances.org/nine-days-that-split-the-ai-industry-a-chinese-model-a-self-inflicted-hack-and-the-letter-7553d27f2175?source=rss-6c94da972e82------2 https://medium.com/p/7553d27f2175 Fri, 31 Jul 2026 00:57:33 GMT 2026-09-10T07:28:44.171Z <![CDATA[The “Thinking” Penalty: Why Pushing AI to Reason Is Breaking Simple Tasks]]>

From 70x token taxes to degraded accuracy, new benchmarks reveal the hidden costs of Chain-of-Thought — and how to fix them with an…

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]]> https://pub.towardsai.net/the-thinking-penalty-why-pushing-ai-to-reason-is-breaking-simple-tasks-b73c43cdecad?source=rss-6c94da972e82------2 https://medium.com/p/b73c43cdecad Mon, 27 Jul 2026 11:23:22 GMT 2026-07-28T06:32:39.283Z <![CDATA[The Death of Token Economics: Why “Cost Per Outcome” is the New Return on Investment (ROI)]]>

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]]> https://medium.com/@mustafa.gencc94/the-death-of-token-economics-why-cost-per-outcome-is-the-new-return-on-investment-roi-f6c9d5d57c45?source=rss-6c94da972e82------2 https://medium.com/p/f6c9d5d57c45 Tue, 23 Jun 2026 15:30:30 GMT 2026-07-27T11:40:08.666Z <![CDATA[Walls, Not Trust: Building AI Systems That Work Despite Being Unreliable]]>

AI systems don't become trustworthy through smarter models. Trust comes from architecture, boundaries, validation, and control.

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]]> https://blog.gopenai.com/walls-not-trust-building-ai-systems-that-work-despite-being-unreliable-af2b622d1923?source=rss-6c94da972e82------2 https://medium.com/p/af2b622d1923 Sun, 14 Jun 2026 11:29:53 GMT 2026-07-30T11:38:03.271Z <![CDATA[The Model Was the Easy Part: A Practitioner’s Guide to AI Licenses]]>

A practical guide to the legal layer of AI — the one most engineers skip until it costs them.

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]]> https://pub.towardsai.net/the-model-was-the-easy-part-a-practitioners-guide-to-ai-licenses-cb28e53a825d?source=rss-6c94da972e82------2 https://medium.com/p/cb28e53a825d Fri, 05 Jun 2026 19:01:00 GMT 2026-07-27T11:41:37.370Z <![CDATA[Your Laptop Is the New Perimeter: The Real Lesson of the 2026 Supply-Chain Attacks]]>

Five breaches, one root cause: the attack surface moved from your servers to your laptop and your build pipeline.

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]]> https://aiadvances.org/your-laptop-is-the-new-perimeter-the-real-lesson-of-the-2026-supply-chain-attacks-cc91b88ea41d?source=rss-6c94da972e82------2 https://medium.com/p/cc91b88ea41d Tue, 02 Jun 2026 14:28:07 GMT 2026-07-27T11:44:01.087Z <![CDATA[Faster Code, Slower Understanding: A Survival Note from a Year of Agent-First Engineering]]>

Two of the year’s sharpest essays — one on AI’s hidden maintenance tax, one on why markdown stopped scaling — only make sense when you…

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]]> https://aiadvances.org/faster-code-slower-understanding-a-survival-note-from-a-year-of-agent-first-engineering-f154a665cc0f?source=rss-6c94da972e82------2 https://medium.com/p/f154a665cc0f Sat, 16 May 2026 13:11:16 GMT 2026-07-27T11:46:06.268Z <![CDATA[I Deployed Local LLMs in Production for a Year. Part 2: The Operational Playbook]]>

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]]> https://aiadvances.org/i-deployed-local-llms-in-production-for-a-year-part-2-the-operational-playbook-cc903d6a4426?source=rss-6c94da972e82------2 https://medium.com/p/cc903d6a4426 Mon, 04 May 2026 13:10:21 GMT 2026-05-04T13:51:23.284Z