Posts by Flamehaven
@Flamehaven
Yun Kwansub
Scientific AI Systems Architect | BioAI & Physics-ML | Deploying Regulated AI Mo...
Posts by Flamehaven
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 ...
The Slop Gap: Why Rising Model Capability Hasn't Solved Code Quality And what happens when you turn “slop” into a falsifiable engineering hypothesis
The gap nobody's benchmark shows
!2https://coderlegion.com/?qa=blob&qablobid=7984006102791652378
...
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 ...
The Illusion of the Green Light
!https://coderlegion.com/?qa=blob&qablobid=9142298931602403537
Not long ago, porting code from one language to another was a job for human hands.
You read a line, doubted it, moved it, read it again, stopped when so...
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
!2https://coderlegion.com/?qa=blob&qablobid=6341999130821584442
Biotech and health-AI didn't slow down in 2026.
By June, the Flamehaven team's tracking of disclosed biotechnology equity rounds...
!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 ...
!titlehttps://coderlegion.com/?qa=blob&qablobid=7182322320887322452
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...
!coverhttps://coderlegion.com/?qa=blob&qablobid=1036492842589157619
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...
!coverhttps://coderlegion.com/?qa=blob&qablobid=443347642390904533
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...
chevron_left