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mwill20/README.md

Michael Williams

Cybersecurity Analyst · Detection Engineer · AI Security Practitioner

LinkedIn AgentLedger GitHub

Multi-tenant enterprise security operations background across 60+ clients. Currently building at the intersection of detection engineering, AI security, and autonomous agent infrastructure.


🔭 Current Focus

AgentLedger — Trust & Discovery Infrastructure for the Autonomous Agent Web

104,000+ AI agents registered across 15+ incompatible registries. No shared trust layer exists. AgentLedger fills that gap: a universal capability ontology, blockchain-anchored Trust Ledger, and tamper-proof Audit Chain for autonomous agent commerce.

Docs Repo


🎯 Professional Experience

🔵 Detection & Threat Operations

Targeting: Cybersecurity Analyst · Detection Engineer · Threat Hunter · SOC Engineer (L2/L3)

My core foundation. Multi-tenant SOC operations across 60+ enterprise clients — building detection logic, running hunts, and automating investigation pipelines at scale.

Project What It Proves
MultiAgent_SOC Multi-agent architecture applied to SOC workflows — automated triage, investigation routing, and response orchestration
High-Recall_Malware_Detector Supervised + unsupervised ML for malware classification — precision/recall tradeoffs in detection engineering
ThreatPrism API-driven SOC investigation and threat hunt automation pipeline — built for analyst velocity

Skills in this space: SIEM rule development · Behavioral analytics · Alert fidelity optimization · Hypothesis-driven threat hunting · IOC development · Adversary emulation · Sigma · YARA · KQL · Splunk SPL


🟠 AI Security & Adversarial ML

Targeting: AI Security Engineer · AI Red Team · Adversarial ML · DevSecOps Engineer

Where my detection background meets the AI threat surface. I build tools that attack, evaluate, and harden AI systems — mapped to real frameworks, not theoretical exercises.

Project What It Proves
LLM-Red-Teaming-Audit-Demo Structured LLM red team evaluation with audit trail — adversarial prompt testing mapped to OWASP LLM Top 10
Trust-Bench-SecureEval-Ops Benchmarking framework for AI trust and security evaluation — behavioral consistency testing at scale
ai-guardrails Production guardrail implementations for LLM-based systems — input/output validation and policy enforcement
SecureCLI-Tuner QLoRA fine-tuning pipeline for hardened NL → CLI translation — reduces command injection surface in agentic workflows
AI DevSecOps Platform End-to-end adversarial testing framework for AI systems — OWASP LLM Top 10 and MITRE ATLAS alignment

Skills in this space: LLM threat modeling · Prompt injection defense · Agentic attack surface analysis · Adversarial ML · OWASP LLM Top 10 · MITRE ATLAS · NIST AI RMF · Fine-tuning pipelines · AI governance


🟢 Technical Customer & Solutions Roles

Targeting: Customer Success Engineer · Solutions Engineer · Security Architect · Technical Advisor

I translate complex security and AI infrastructure into actionable guidance — for clients, collaborators, and technical audiences. Demonstrated through 60+ enterprise client engagements and public technical writing.

Project What It Proves
AgentLedger Whitepaper authorship, full technical docs site, architecture spec — communicating complex infrastructure clearly to multiple audiences
SageVault Secure data architecture and vault implementation — translating security requirements into working systems
Trust-Bench-SecureEval-Ops Evaluation framework designed to surface security posture clearly — built for decision-making, not just testing

Skills in this space: Client-facing security advisory · Technical documentation · Architecture specification · Stakeholder communication · Security posture translation · Whitepaper authorship · Enterprise onboarding


🔧 Framework Alignment

Domain Frameworks & Standards
Threat Modeling MITRE ATT&CK · MITRE ATLAS · STRIDE
AI Security OWASP LLM Top 10 · CoSAI MCP Security Taxonomy · NIST AI RMF
Agent Protocols MCP · A2A · agents.txt · AgentLedger Manifest Spec
Compliance EU AI Act · SOC 2 · GDPR · CCPA
Detection Sigma · YARA · KQL · Splunk SPL

📡 Connect

LinkedIn AgentLedger Docs GitHub

Pinned Loading

  1. AgentLedger AgentLedger Public

    Python

  2. threatprism threatprism Public

    AI-assisted SOC analysis pipeline with deterministic guardrails, evidence-first reporting, and multi-source security log ingestion.

    Python

  3. AI-DevSecOps AI-DevSecOps Public

    Python

  4. MultiAgent_SOC MultiAgent_SOC Public

    Python

  5. SecureCLI-Tuner SecureCLI-Tuner Public

    Python

  6. LLM-Red-Teaming-Audit-Demo LLM-Red-Teaming-Audit-Demo Public

    Jupyter Notebook