Posts by Flamehaven
@Flamehaven
Yun Kwansub
Scientific AI Systems Architect | BioAI & Physics-ML | Deploying Regulated AI Mo...
Posts by Flamehaven
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 ...
The Comment
A few weeks ago I posted something I had put real care into. A public verification ledger, dozens of records, a session-start contract that checks an AI maintainer's working state before it touches an archive. The kind of post where the...
When a Health-AI Release Becomes a Governance Surface
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Biotech and health-AI didn't slow down in 2026.
By June, the Flamehaven team's tracking of disclosed biotechnology equity rounds...
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Part 9 of the MICA series — Read from the beginning1
The Question Nobody's Asking
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The advice is consistent enough to ...
The shape of the work right now
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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 ...
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Why there is a second post
About six months ago we built and published the original QSOT artifact. The name — Quantum State Over Time — promised a deeper link between quantum evol...
💡 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
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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...
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