Application Analysis
Automated pipelines process system signals and surface potential issues for review and prioritization.
- Analysis pipeline orchestration
- Signal grouping and deduplication
- Configurable evaluation workflows
Security platform · AI-assisted triage · automated reporting
Find and prioritize application risk —
without losing human judgment.
We're building Glitch, an AI-assisted platform that helps engineering teams identify,
understand, and prioritize system risks through automated analysis and structured workflows.
No guesswork. No noise. Human decision-making stays in control.
Early stage
Human-reviewed analysis
Engineering-focused outcomes
GLITCH:
Human-in-the-loop
Controlled automation
Audit-ready outputs
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The Glitch Platform
Glitch is an early-stage platform that helps engineering teams analyze application behavior, surface risks, and prioritize fixes through structured, repeatable workflows. It automates repetitive analysis tasks so teams can focus on engineering decisions — not manual review work.
AI-Assisted Prioritization
AI helps classify and prioritize findings, with human oversight at every key decision point.
- Severity reasoning assistance
- Human-reviewed decision gates
- Full audit trail of outputs
Structured Outputs
Findings are transformed into clear, actionable reports designed for engineering teams.
- Structured issue reports
- Reproduction context where applicable
- Engineering-focused remediation guidance
How It Works
Glitch is designed around one principle: automation handles repetitive analysis, and humans make the final decisions.
The Workflow
- Define scope: systems, constraints, and permissions are set upfront.
- Run analysis: platform processes signals and system behavior.
- Prioritize findings: AI-assisted classification with human review.
- Deliver output: structured, actionable engineering reports.
What Makes It Different
- Built by a security researcher focused on engineering outcomes
- Designed for real-world system analysis workflows
- Human-in-the-loop decision making for critical steps
- Outputs designed for engineering teams, not raw data dumps
Glitch operates only in authorized and controlled environments. No external scanning. No unsolicited analysis.
Projects & Research
Active work focused on improving system analysis, signal quality, and structured reporting.
Core platform
Glitch
An AI-assisted platform for application risk analysis, signal correlation, prioritization, and structured reporting — built for controlled environments and scaling toward production.
- Analysis pipeline orchestration
- Human-reviewed automation workflows
- Structured engineering outputs
Early access runs in controlled test environments.
Learning environment
System Analysis Toolkit
Reproducible environments used to validate Glitch's analysis workflows and improve structured reasoning about real-world system behavior.
- Repeatable evaluation setups
- Structured analysis workflows
- Clear documentation of system behavior
Experimental concept
ScrapOS
An educational platform aimed at middle and high schoolers, disguised as a rediscovered operating system — found in a basement, retooled from punchcards to modern tooling. ScrapOS teaches core application security and system behavior through the fiction of a salvaged machine: cursed, cobbled together, and somehow still running.
- Concept-based learning environments
- Structured system narratives
- Security fundamentals for the next generation
Concept stage. The OS was always here. We just found it.