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Juwon1405/README.md

Juwon Bang — DFIR & Detection Engineering, Tokyo

website   email   youtube   followers


Building autonomous detection systems and architectural security guarantees. Currently exploring agentic DFIR — MCP-based forensic agents that encode the reasoning pattern of a senior analyst as architecture, not as a prompt.

The interesting problem in "AI for security" isn't the model — it's the architecture: tool boundaries, deterministic correlation, evidence chains, audit trails. Guardrails belong in the surface, not the system prompt.

◆  Focus

  • Digital Forensics & Incident Response  ·  Windows / macOS / Linux
  • Detection Engineering  ·  MITRE ATT&CK coverage modeling, Sigma
  • DevSecOps & Security Automation
  • Agentic AI for Security  ·  MCP, audit-chained reasoning loops
  • Personal Agentic Systems  ·  trading, market intelligence, operator dashboards

◆  Stack

◆  Featured Projects

Pinned reading order

Order Repository Signal
1 agentic-dart Flagship agentic DFIR system.
2 yushin-trade-showcase Private autonomous trading cockpit, public operator surface.
3 yushin-watch-showcase Private market-intelligence monitor for luxury watches.
4 yushin-mac-forensics-platform Archived DFIR intelligence platform with evidence review and reporting surfaces.
5 yushin-mac-artifact-collector Archived macOS triage collector and supply-chain IOC reference.
6 yushin-gendfir-rag Archived DFIR research replication behind the agentic intelligence direction.

🎯 Agentic-DART  flagship — SANS FIND EVIL! 2026

Agentic-DART

Autonomous DFIR agent. Architecture-first, not prompt-first. Read-only MCP surface (native pure-Python + SIFT adapters) makes destructive ops impossible by construction — a typed, read-only toolset built from native Python plus SIFT adapters, a full passing test suite, and ground-truth-scored case studies on real-world images. External case-study slots include NIST CFReDS, Ali Hadi, and Digital Corpora M57. SANS FIND EVIL! 2026 entry.

github.com/Juwon1405/agentic-dart  ·  Submission to SANS FIND EVIL! 2026  ·  MIT

Supporting module: agentic-dart-collector-adapter converts Velociraptor offline-collector ZIPs into the evidence_root layout Agentic-DART consumes.

🧭 Personal Agentic Systems  private runtime · public showcase

Not everything I build is DFIR. I also run personal agentic systems where the same engineering idea shows up in a different domain: deterministic runtime first, database-backed evidence, LLMs as supervisors, and dashboards/Telegram as the operator surface.

YuShin Trade live dashboard

Private Bithumb KRW spot trading cockpit. The trading loop is deterministic; the LLM supervisor reviews evidence, rejected entries, market context, and policy history without becoming the runtime dependency.

dashboard · showcase repo

YuShin Watch live dashboard

Private luxury-watch market-intelligence monitor. It combines sold-price baselines, active listings, reference extraction, catalog context, and vision-assisted review while keeping purchase decisions human-controlled.

dashboard · showcase repo

🧠 DFIR Intelligence Systems  public archive · still useful

These repositories are archived intentionally. They show the security-intelligence building blocks behind Agentic-DART: collection, evidence normalization, analyst review, reporting, and research-backed retrieval.

stars last commit

macOS DFIR web platform — ingests collector ZIPs and disk images, parses artifact categories, and produces searchable evidence plus PDF incident reports. Archived as a reference for future Agentic-DART web/reporting surfaces.

stars last commit

Single-file macOS collector — zero-dependency collection script with selective module execution and supply-chain IOC sweeps. Archived as a portable triage and collection reference.

stars last commit

DFIR RAG replication — unofficial Python replication of Loumachi, Ghanem & Ferrag (2024), kept as the research artifact that preceded the shift from pure RAG to agentic, tool-grounded DFIR.

stars last commit

Velociraptor to evidence_root adapter — supporting module for Agentic-DART. It belongs beside the flagship project rather than above it.

◆  Published Work

  • Network Attack Packet Analysis for Security Practitioners  ·  보안 실무자를 위한 네트워크 공격 패킷 분석  (co-author, lead)
    Freelec, 2019.11  ·  ISBN 9788965402589  ·  ~370 pp.
    A practitioner's reference covering DDoS, web exploitation, malicious traffic, wireless intrusion, system exploitation, and large-volume packet analysis.
    Yes24  ·  Aladin  ·  Kyobo  ·  Google Books

◆  Selected Recognition

  • 🥇 Gold Prize, 2017 Korea Open-Source Software Developer Contest  (NIPA, national OSS award)
  • 📜 Patent (filed): Security Event Correlation Analysis Apparatus  (2018, Netmarble Corp.)
  • 🎯 4th place, 2017 CCE National Cyber Defense Competition  (National Intelligence Service of Korea)
  • 🐛 Special Prize, 2015 LINE Bug Bounty Program  (LINE Corp.)

◆  Curated & Community

◆  Open to

Research collaboration · CTF · CSIRT exchange · Open-source security tooling


full site   agentic-dart CI

Juwon Bang · 방주원 · 優心 (YuShin)

Pinned Loading

  1. agentic-dart agentic-dart Public

    Agentic-DART — autonomous detection & response agent. Architecture-first, not prompt-first. Starts as agentic DFIR; designed to expand toward agentic SOC and beyond.

    Python 8 5

  2. yushin-trade-showcase yushin-trade-showcase Public

    Public showcase for YuShin Trade: private autonomous trading cockpit with policy audit, LLM supervision, and Telegram ops.

    1

  3. yushin-watch-showcase yushin-watch-showcase Public

    Public showcase for YuShin Watch: private luxury-watch intelligence cockpit with pricing, refs, and vision review.

    1

  4. yushin-mac-forensics-platform yushin-mac-forensics-platform Public archive

    macOS DFIR Forensics Platform — Flask-based web platform that ingests collector ZIPs and disk images (DD/RAW/E01/AFF/DMG), parses 30+ artifact categories, and produces searchable evidence + PDF inc…

    Python 1

  5. yushin-mac-artifact-collector yushin-mac-artifact-collector Public archive

    macOS DFIR Artifact Collector — single-file, zero-dependency, modular collection script with selective module execution and supply-chain IOC sweeps.

    Shell 1

  6. yushin-gendfir-rag yushin-gendfir-rag Public archive

    Unofficial Python replication of Loumachi, Ghanem & Ferrag (2024) — RAG + LLM pipeline for DFIR cyber-incident timeline analysis. Equation-by-equation, fully unit-tested.

    Python 1