VERIFIED TECHNICAL DOSSIERSources checked

Michael Ballard

Head of AI Engineering

2 Verified ArtifactsSource Checked & Attributed

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Verified Proof of Work Artifacts

2 items cataloged

Each artifact below represents an authenticated research publication, production code repository, or technical architectural framework directly authored or co-created by Michael Ballard. Every entry undergoes editorial source verification.

IMPLEMENTATION Checked Sep 20, 2026

Self-Healing Kubernetes CI/CD Pipeline with AI Log Anomaly Detection

Engineered an automated observability pipeline that ingests Kubernetes container logs, flags runtime memory spikes or deadlocks, and automatically recommends or executes configuration rollbacks.

Model & Execution Context:Prometheus, Grafana Loki, Mistral-7B-Instruct fine-tune for root cause analysis.

Scope & Limitations

High false-alarm rates during deliberate rolling updates require suppression windows during planned maintenance deployments.

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IMPLEMENTATION Checked Sep 20, 2026

Automated Code Review and PR Triage AI Assistant

Built a GitHub Action and webhook bot that analyzes incoming pull requests, identifies security vulnerabilities and formatting anti-patterns, and generates unit test coverage proposals automatically.

Model & Execution Context:Claude 3.5 Sonnet, GitHub Octokit API, AST tree-sitter parsers.

Scope & Limitations

Large pull requests exceeding 2,000 lines require chunking across logical Git commits to fit within prompt context ceilings.

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