Ask how much of the code shipping today is AI-authored and even the headline number turns out to be harder to define than it looks. Veracode’s 2026 GenAI Code Security Report cites research from DX putting the figure at 51.9% 1. But the underlying D...

> 💡TL;DR > > > ▪️GraphRAG helps most when questions require multi-document relationships, temporal reasoning, or corpus-level synthesis; it does not consistently beat standard RAG on direct factual retrieval. > ️️▪️Automatically constructed graphs ...

Translating Parcae's Stability Questions into an Agent-Level Control Loop 💡TL;DR — Across three fresh seeds on the same 42-fact development benchmark, an offline-informed two-sample fallback cap moved four or five facts per seed from fail to pass ...

In short: PYRHELIX is an offline dual-control release gate for sensitive BIO/PII artifacts. It does not replace perimeter security, compliance review, or clinical judgment. It closes one specific gap: no single actor, key, or approval should be able ...

!https://coderlegion.com/?qa=blob&qablobid=14914080016213615833 Part 9 of the MICA series — Read from the beginning1 The Question Nobody's Asking !2https://coderlegion.com/?qa=blob&qablobid=8524171406895368086 The advice is consistent enough to ...

The shape of the work right now !1https://coderlegion.com/?qa=blob&qablobid=14808488737358335165 Zenodo views: 1. Downloads: 0. No external citations to the ledger to date. The code still runs. That is the uncomfortable shape of this work right ...

We Made a High-Formality, Fake Physics Slop Artifact QSOT Quantum State Over Time Compiler - A Post-Mortem on AI-Native Paper Implementation Gone Wrong > "The most dangerous form of scientific fraud is not the one that looks wrong. It is the one ...

Prologue: The Mirage & The Pivot In the summer of 2024, our team began with an ambition that felt almost impossible: to use frontier AI for drug discovery, theoretical physics, and problems that seemed unreachable. We imagined systems that could re...

!coverhttps://coderlegion.com/?qa=blob&qablobid=4234498897804287785 > When a repository carries this kind of pedigree, people stop asking questions. Runchuan-BU/BioClaw 1 — a biomedical AI assistant published on bioRxiv on April 14, 2026 by a multi...

Why a proved theorem still needs reproducible claim custody !open aihttps://coderlegion.com/?qa=blob&qablobid=2108443327152872531 On May 20, 2026, OpenAI announced1 that an internal reasoning model had produced a counterexample to the Erdős planar...

Why a proved theorem still needs reproducible claim custody !open aihttps://coderlegion.com/?qa=blob&qablobid=2108443327152872531 On May 20, 2026, OpenAI announced1 that an internal reasoning model had produced a counterexample to the Erdős planar...

!cover imagehttps://dev-to-uploads.s3.amazonaws.com/uploads/articles/f3k7jz1voscq51d9kuu7.png Glossary: terms used in this article MICA Memory Invocation & Context Archive: A governance schema for AI context management. Defines how context should...

From BASIC to Modern Dev: My Path Into Programming Programmer, Coder, Developer. I’ve always believed that every developer has an origin story. Some people discover coding in a college course, some stumble into it through a job, and some — like me...

From BASIC to Modern Dev: My Path Into Programming Programmer, Coder, Developer. I’ve always believed that every developer has an origin story. Some people discover coding in a college course, some stumble into it through a job, and some — like me...

Earlier in this series, I wrote about why bio/medical AI repositories need more than benchmarks, what I learned after auditing 10 public repositories, and why an AI auditor itself needs a memory contract. That work led to STEM-AI v1.1.2 and the MICA...

The term “snake oil salesman” is often used to describe individuals who engage in deceptive marketing practices. Wild west characters like Clark Stanleyhttps://en.wikipedia.org/wiki/ClarkStanley advertised their snake oil as a wondrous cure-all remed...

!The Quiet Failure of AI Developmenthttps://dev-to-uploads.s3.amazonaws.com/uploads/articles/f2hqsg05873bhhlmli4u.png AI-assisted development has a quiet failure mode: the assistant that creates the pattern often becomes the assistant that reviews i...

!The Quiet Failure of AI Developmenthttps://dev-to-uploads.s3.amazonaws.com/uploads/articles/f2hqsg05873bhhlmli4u.png AI-assisted development has a quiet failure mode: the assistant that creates the pattern often becomes the assistant that reviews i...

Why maintaining a healthy skepticism gets you better outcomes. One of my old hobbies was writing for independent music magazines, such as Spill Magazine distributed free at music venues and DV8 distributed free at hair salons. Over the years, I saw ...