Posts by Flamehaven
@Flamehaven
Yun Kwansub
Scientific AI Systems Architect | BioAI & Physics-ML | Deploying Regulated AI Mo...
Posts by Flamehaven
💡 Note: This is not an argument to dismiss the Nature Medicine paper. It is an argument for stronger validation infrastructure around medical AI benchmarks before practice-shaping claims become settled wisdom.
Two Critics, Two Reasonable Conclusion...
Not just a new framework, but a clearer answer to what the score means, why the report exists, and how the artifact should be read.
The real change in v1.8.0 through v1.8.4 was not that STEM BIO-AI cited one more framework.
The real change was th...
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An AI agent fixed a release for me.
That sentence sounds cleaner than the session felt.
What actually happened: the agent audited the documentation, found a public-output problem...
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 ...
On where craftsmanship went, why verification gaps appear in its absence, and the one practice AI cannot automate for you.
From Writing Code to Judging Code
There is a sentence that has been circulating through developer circles since 2026, attri...
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For a long time, the hardest part of software development was writing code.
That is no longer true.
As AI-assisted coding and agent-driven workflows become mainstream, the cost of g...
When the Memory Gate Met a Real Archive
This article is the practical side of the MICA series. MICA means Memory Invocation and Context Archive. In this workflow, it is a small package loaded at the start of a maintenance session so the active rule...
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...
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In 2024 and 2025, YouTube updated its monetization policies to explicitly exclude "repetitious" and "mass-produced" content from the YouTube Partner Program 1https://support.google.com...
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> 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...
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Glossary: terms used in this article
MICA Memory Invocation & Context Archive: A governance schema for AI context management. Defines how context should...
Our team runs fast. Everyone uses AI — for code review, architecture decisions, issue triage, sprint planning. The individual work is solid. The outputs are good.
The problem shows up in the meeting.
Someone opens a PR and shares the AI-generated a...
!Beyond Repo Scanninghttps://dev-to-uploads.s3.amazonaws.com/uploads/articles/kyj7biyn850iewno8ywf.png
This is the second half of the same 1.7.x transition.
In the previous post, I wrote about calibration governance: how STEM BIO-AI keeps score aut...
When Control Becomes Authority: Calibration Governance in STEM BIO-AI 1.7.x
Control slowly becomes authority when nobody marks the boundary.
That is the calibration problem I kept running into while building STEM BIO-AIhttps://github.com/flamehave...
A governance engine should not pretend to know the truth of every domain.
That was the architectural lesson behind CGF.
At Flamehaven Labs, we build B2B governance engines for highly regulated environments. Over the past year, we developed speciali...
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...
I. The Cave
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I once wrote a document that described a system called an "Existential Invocation Engine." It had layers — a Codex Drift-Lock Core, a Scroll Resonator, an Archival Nexus w...
!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...
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