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By Noah Ogbi

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Omniscient Media

Friday, October 2, 2026


Older Dispatches — Page 15

AI Research

Vol. 1·Saturday, April 18, 2026·No. 57

GLM-5.1 and the Benchmark That Got Complicated


GLM-5.1 and the Benchmark That Got Complicated

Z.ai's GLM-5.1 briefly led the SWE-Bench Pro leaderboard with a self-reported 58.4% score, trained entirely on Huawei Ascend chips with no NVIDIA silicon in the stack. The benchmark story has already moved on. The geopolitical one has not.


Frontier ModelsResearch
Noah Ogbi10 min read
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AI Research

Vol. 1·Tuesday, April 14, 2026·No. 55

LangChain: A Comprehensive Guide to the Agent Engineering Ecosystem


LangChain: A Comprehensive Guide to the Agent Engineering Ecosystem

From an 800-line GitHub side project to a $1.25 billion platform used by 35% of the Fortune 500, LangChain has become the de facto infrastructure layer for production AI agents. This comprehensive guide covers how the ecosystem works, what it costs, who uses it, and how it compares to its competitors.


Agents
Noah Ogbi19 min read
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AI Research

Vol. 1·Thursday, April 9, 2026·No. 53

The Benchmark Racket: Why the Frontier Model Race Is Measuring the Wrong Thing

The Benchmark Racket: Why the Frontier Model Race Is Measuring the Wrong Thing

Six publicly available frontier models are clustered within 1.3 percentage points on the industry's most-cited coding benchmark. Meanwhile, a withheld model just scored 93.9% on the same test. The measurement system isn't broken - it's being gamed at two levels simultaneously.


Frontier ModelsResearch
Noah Ogbi13 min read
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Reference Library

Vol. 1·Friday, April 17, 2026·No. 56

The MCP Deep Dive: What It Is, How It Works, Why It's Broken, and What Comes Next


The MCP Deep Dive: What It Is, How It Works, Why It's Broken, and What Comes Next

Model Context Protocol is the closest thing AI has to a universal plug standard - and it arrived with the same security debt that plagued every previous universal plug standard. A comprehensive technical guide to MCP architecture, attack surfaces, optimization, and one uncomfortable prediction about where this is all heading.


Agents
Noah Ogbi28 min read
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AI Research

Vol. 1·Saturday, April 11, 2026·No. 54

Isomorphic Labs Is Designing Drugs on a Computer. Now It Has to Prove They Work.


Isomorphic Labs Is Designing Drugs on a Computer. Now It Has to Prove They Work.

Isomorphic Labs has a Nobel Prize-winning platform, $600 million in fresh capital, and partnerships worth up to $3 billion with Eli Lilly and Novartis. Its first AI-designed drug was supposed to enter human clinical trials by end of 2025. It didn't. What the delay reveals about the gap between computational elegance and biological proof.


Bio & Science
Noah Ogbi13 min read
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AI Policy

Vol. 1·Wednesday, April 8, 2026·No. 52

Anthropic Built a Model Too Dangerous to Release. Its Fix Is to Give It Away to Big Tech.


Anthropic Built a Model Too Dangerous to Release. Its Fix Is to Give It Away to Big Tech.

Claude Mythos Preview can autonomously find and exploit zero-day vulnerabilities in every major operating system and browser. Rather than shelve it, Anthropic has handed it to a coalition of 50-plus firms under Project Glasswing. The strategy is defensible. Whether it holds depends on who else is building the same thing - and Washington's posture toward the company that built it.


SafetyAI PolicyAnthropic
Noah Ogbi15 min read
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