Product roadmap
MikeHacksAI is building a focused family of technology products across cybersecurity, AI accountability, operational intelligence, transcription, governance, automation, and technical training. Development status is stated clearly so planned capabilities are not presented as finished products.
Defensive Drift is cybersecurity and AI-behavior evaluation work focused on detecting, measuring, and documenting problematic model behavior and defensive response patterns.
AI Operational Intelligence is being developed as an evidence-based platform for measuring and analyzing AI behavior across vendors, models, workflows, and environments using standardized incident records.
TIP is designed to transform recordings into useful, searchable knowledge while preserving controlled storage and useful downstream outputs.
MikeHacksAI Academy is the separate learning property for technical training, structured courseware, and certification-practice experiences. Assessment and practice-test capabilities continue to expand as content is validated.
Additional R&D and roadmap work
Structured regulatory, standards, security, vendor, and AI-policy intelligence with evidence collection, provenance, and change history.
Receipt ingestion and analysis work exploring structured extraction, merchant intelligence, reward tracking, savings opportunities, and operational workflows.
A reusable software foundation for controlled workflows spanning data, documents, notifications, approvals, AI-assisted processing, and operational reporting.
An evolving concept focused on private and hybrid AI with control over data, deployment, models, identity, cost, monitoring, backup, and recovery.
Product discipline
Each product status is stated clearly. Work progresses through narrow implementations, testing, evidence, and iteration.
MikeHacksAI
The roadmap evolves as systems are built, tested, and validated.