AI behavior evaluation
Research and tooling focused on detecting, measuring, and documenting problematic AI behavior and defensive response patterns.
AI · Cybersecurity · Governance · Automation · Training
Building software for trustworthy AI-enabled operations.
MikeHacksAI is an early-stage technology company developing AI-assisted software for cybersecurity, AI accountability, operational intelligence, automation, transcription, and technical training.
What we build
Technology products grounded in real operational problems.
Operational intelligence
Systems that make AI behavior, incidents, evidence, and operational changes easier to measure, compare, and inspect.
Operational workflows
Software that connects AI capabilities with controlled workflows, data handling, evidence, notifications, and operational processes.
Technical learning systems
Training and certification-practice experiences designed around current technical skills, structured content, and repeatable learning workflows.
From task to reliable system
AI is one component of an operational workflow.
Useful AI systems need more than a model. MikeHacksAI explores how automation, infrastructure, evidence, governance, security, and human oversight fit together around AI-enabled work.
Explore current products →
Current product work
Products and platforms in active development.
Defensive Drift
Cybersecurity and AI-behavior evaluation work focused on measurable drift, defensive testing, evidence, and reproducible evaluation.
View public project evidence →🌐 Research site →AI Operational Intelligence
The Drift Intelligence Platform is being developed to measure and analyze AI behavior across vendors, models, workflows, and environments using standardized evidence.
Learn about AI Operational Intelligence →Transcription Intelligence Platform
Transform recordings into searchable knowledge, transcripts, summaries, decisions, and action items with controlled storage and retention.
Learn about TIP →MikeHacksAI Academy
Technical training and certification-practice experiences, with learning systems and assessment tooling continuing to expand.
Visit MikeHacksAI Academy →Engineering approach
Operational reliability around AI.
MikeHacksAI develops systems with attention to evidence, privacy, security, infrastructure, automation, observability, failure modes, and the controls required to operate technology responsibly.
- Inspectable evidence and documented provenance
- Privacy and data-control considerations
- Documented assumptions, controls, and limitations
- Reproducible workflows and operational visibility
MikeHacksAI technology
Follow what we're building.
Explore the products, technical initiatives, and learning systems currently being developed by MikeHacksAI. Development status is stated clearly rather than presenting unfinished work as completed software.