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Kwansub Yun

Scientific AI Systems Architect | BioAI & Physics-ML | Deploying Governance-Ready AI Systems to Production

Joined on Sep 17, 2025 https://flamehaven.space

Work

Founder & Scientific AI Systems Architect — Flamehaven

Beyond Repo Scanning: How AIRI Expanded the Risk Vocabulary in STEM BIO-AI 1.7.x

#ai #governance #bioinformatics #opensource

11 min read

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When Control Becomes Authority: Calibration Governance in STEM BIO-AI 1.7.x

#opensource #bioinformatics #governance #ai

11 min read

Building a Deterministic Governance Kernel: Separating Custody from Truth

#architecture #softwareengineering #governance #python

7 min read

From Score to Workflow: Turning STEM BIO-AI Into a Local Audit System

#bioinformatics #opensource #governance #ai

14 min read

How Do You Trust the AI Auditor? STEM-AI v1.1.2 and Memory-Contracted Bio-AI Audits

#bioinformatics #medicalai #aigovernance #ai

8 min read

Each /slop Is a Calibration Signal — AI-SLOP Detector v3.6.0 and the Claude Code Skill

#python #claudeai #codequality #ai

5 min read

When an AI Pipeline Passes — But One Path Still Must Be Held: EXP-034

#bioinformatics #reproducibility #governance #ai

7 min read

FLAMEHAVEN FileSearch: Why This RAG Engine Feels Different from the Usual Stack

#python #rag #opensource #architecture

9 min read

AI-SLOP Detector v3.5.0 — Every Claim, Verified Against Source Code

#aitools #opensource #codequality #python

4 min read

It Gets Smarter Every Scan: AI-SLOP Detector v3.5.0 and the Self-Calibration Loop

#devtool #architecture #ai #governance

8 min read

Can AI Review Physics? Yes — That Is Why We Built SPAR

#governance #ai #verification #computerscience

8 min read

AI SLOP Detector v3.1: Three Formula Refinements and the Adversarial Tester That Found Them

#opensource #python #architecture #devtool

12 min read

My AI Maintainer Kept Making Wrong Calls. So I Made It Report Its State Before Touching Anything.

#ai #architecture #contextengineering #governance

7 min read

How Auditing 10 Bio-AI Repositories Shaped STEM-AI

#medicalai #aigovernance #bioinformatics #healthtech

8 min read

Everyone Was Talking About Context Engineering. Nobody Had Solved Governance.

#ai #architecture #llm #contextengineering

9 min read

The Model Already Read the README. MICA v0.1.8 Made It a Protocol

#ai #llm #architecture #contextengineering

8 min read

The Stake Was Governance Outside the Schema. MICA v0.1.5 Pulled It In

#ai #llm #architecture #contextengineering

7 min read

Medical AI Repositories Need More Than Benchmarks. We Built STEM-AI to Audit Trust

#bioinformatics #medicalai #aigovernance #healthtech

9 min read

The Schema Existed. The Model Had No Way to Know.

#ai #contextengineering #architecture #llm

6 min read

My LLM Kept Forgetting My Project. So I Built a Governance Schema.

#ai #contextengineering #architecture #llm

8 min read

How do you know when your entire AI pipeline is wrong — not just one model? (EXP-033)

#mlops #biomedical #proteinstructure #governance

6 min read

I Built an Ecosystem of 46 AI-Assisted Repos. Then I Realized It Might Be Eating Itself.

#python #architecture #softwareengineering #testing

10 min read

The Tool That Turned on Itself: AI-Slop-Detector v2.9.0 v2.9.1

#python #codequality #opensource #ai

12 min read

We Accidentally Rewarded AI Spaghetti Code. Here is the Math We Used to Fix It. : AI-Slop Detector v2.8.0

#codequality #opensource #resources #ai

5 min read

Built with Google Gemini: Writing Challenge

I Built a Physics Verification Engine with Google Gemini. Here's What 700 Tests and 12 Months Taught Me.

#devchallenge #geminireflections #gemini

16 min read

What an AI Reasoning Engine Built for Alzheimer's Metabolic Research: A Code Walkthrough

#bioai #alzheimers #computationalbiology #machinelearning

6 min read

DEV Weekend Challenge: Community

I Survived a 300-Year Flood. Then I Built Flood Ready: On-Device AI for When the Internet Fails

#showdev #devchallenge #weekendchallenge

11 min read

Your Agentic Stack Has Two Layers. It Needs Three.

#agents #devops #productivity #ai

15 min read

From Fail-Closed Blocking to Reproducible PASS/BLOCK Separation (EXP-032B)

#aigovernance #bioinformatics #modelvalidation #systemarchitecture

13 min read

Chaos Engineering for AI: Validating a Fail-Closed Pipeline with Fake Data and Math

#aigovernance #systemarchitecture #bioinformatics #modelvalidation

4 min read

From 97% Model Accuracy to 74% Clinical Reliability: Building RSN-NNSL-GATE-001

#healthcareai #patientsafety #clinicalgovernance #aivalidation

7 min read

GitHub Copilot CLI Challenge Submission

Copilot Guardian - Beyond the Red X: AI That Debugs With You, Not For You

#devchallenge #githubchallenge #cli #githubcopilot

6 min read

AI-SLOP Detector v2.7.0 — Why We Built a Linter We Actually Use

#opensource #vscode #codequality #python

2 min read

Trinity Protocol Part 2: When Adding Chai-1 and Boltz-2 Exposed Hidden Model Disagreement

#computationalbiology #machinelearning #bioinformatics #python

10 min read

Orchestrating AlphaFold 3 & 2 with Python: Handling AI Hallucinations using Adapter Pattern

#bioinformatics #computationalbiology #systemdesign #proteinstructure

6 min read

I Integrated AlphaFolder3 & AlphaGenome. It Looked Perfect. Then It Failed the "Honesty Test."

#machinelearning #drugdiscovery #bioinformatics #failure

6 min read

Why Reasoning Models Die in Production (and the Test Harness I Ship Now)

#architecture #rust #mlops #reasoning

5 min read

How Failing in 2 Hours Saved 8 Months of Drug R&D: Engineering a "Truthful Null" with Upadacitinib

#truthfulnull #drugdelivery #failfast #bioinformatics

6 min read

RExSyn Nexus 0.6.1 - Stop Hallucinating Proteins: How We Built a 7D Reasoning Engine with AlphaFold3

#bioinformatics #alphafold #architecture #cleanarchitecture

7 min read

Implementing "Refusal-First" RAG: Why We Architected Our AI to Say 'I Don't Know'

#nlp #reasoning #python #systemdesign

3 min read

LOGOS LawBinder: From Governed Reasoning to Audit-Grade Execution

#rust #aigovernance #mlops #reasoning

2 min read

LOGOS v1.4.1: Building Multi-Engine AI Reasoning You Can Actually Trust

#architecture #machinelearning #governance #systems

2 min read

LawBinder v1.3.0: Governance as a Kernel (Not a Guardrail)

#architecture #rust #bioai #fintech

4 min read

🧩 AI Slop Detector v2.6.3 is live — now on VS Code

#opensource #devops #codereview #vscode

3 min read

AI Slop Detector v2.6.2: Integration Test Evidence (because “green CI” can still be hollow)

#python #opensource #testing #devops

2 min read

I’m Not Building AI Demos. I’m Building AI Audits (ASDP + Slop Gates)

#devops #mlops #governance #aisafety

3 min read

AI Slop Detector v2.6.1 Self-Audit: I planted 3 bad files — did it catch them?

#opensource #aicode #nocode #softwareengineering

3 min read

AI-SLOP Detector v2.6.1: It now audits itself (and that’s the point)

#opensource #aicode #nocode #softwareengineering

3 min read

𝗪𝗵𝘆 𝗔𝗜-𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗲𝗱 𝗖𝗼𝗱𝗲 𝗢𝗳𝘁𝗲𝗻 𝗟𝗼𝗼𝗸𝘀 “𝗖𝗼𝗺𝗽𝗹𝗲𝘁𝗲” — 𝗯𝘂𝘁 𝗜𝘀𝗻’𝘁—𝗮𝗻𝗱 𝘄𝗵𝘆 𝗜 𝗯𝘂𝗶𝗹𝘁 𝗔𝗜-𝗦𝗟𝗢𝗣 𝗗𝗲𝘁𝗲𝗰𝘁𝗼𝗿

#opensource #codequality #devsecops #programming

2 min read

🐦‍🔥 Weekly Flamehaven Patch Report — this week was a “stack alignment” week.

#devops #opensource #github #observability

2 min read

HRPO-X v1.0.1: from HRPO paper production-hardened runnable code

#reinforcementlearning #mlops #opensource #github

2 min read

Romance Is Dead: Open Source’s Critical Inflection Point and the 14,000,605-to-1 Survival Strategy

#fairsource #opensource #cybersecurity #sustainability

4 min read

Undo Beats IQ: Building Flamehaven as a Governed AI Runtime (Not a Prompt App)

#ai #devops #architecture #security

2 min read

Turning a Research Paper into a Runnable System

#ai #algorithms #machinelearning #softwareengineering

2 min read

𝗘𝗻𝘁𝗲𝗿𝗽𝗿𝗶𝘀𝗲 𝗟𝗟𝗠 𝘀𝘆𝘀𝘁𝗲𝗺𝘀 𝗵𝗶𝘁 𝗮 𝗽𝗿𝗮𝗰𝘁𝗶𝗰𝗮𝗹 𝘄𝗮𝗹𝗹: 𝘁𝗵𝗲 𝗺𝗼𝗿𝗲 𝘆𝗼𝘂 𝘃𝗲𝗿𝗶𝗳𝘆, 𝘁𝗵𝗲 𝘀𝗹𝗼𝘄𝗲𝗿 𝘂𝘀𝗲𝗿𝘀 𝘄𝗮𝗶𝘁.

#llmops #dataarchitecture #ai #sovereignai

3 min read

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