Learn
HAL-E
Depth engine. Establishes domain structure, isolates what always holds, and stress-tests weak points until the model is usable without notes.
Founder · systems · capability transfer
I build learning and assessment architecture for adults and institutions operating with scarce time, budget, and attention — designed for retained skill, not completion metrics.
Product platform: thecognitionfactory.com · This site is a personal overview.
About
Background in electrical engineering (digital signal processing), with subsequent depth in accounting and enterprise systems — including Dynamics 365 Finance & Supply Chain consulting and cross-certification across SAP and Oracle.
Parallel operating context: household of five children, three with complex care plans. That environment sets the design requirement: methods must survive interruption, incomplete attention, and hard deadlines.
The through-line is structural: how knowledge is organized, how competence is tested, and how work resumes after a break without restarting from zero.
Governing question. Is the individual still able to perform a month later — or did they only complete the material? Product and pedagogy are optimized for the former.
Path
Four phases. Each increased the premium on clear architecture under real load.
Work
Thesis: organizations and individuals over-invest in content volume and under-invest in conceptual architecture. The result is familiarity without transferable skill.
Response: two complementary engines in a closed loop. HAL-E builds durable domain maps. AAE measures competence under exam-grade conditions. Between-session tools protect progress when work is interrupted.
Primary segments: high-agency solo learners with a defined outcome, and institutions that require capability transfer rather than seat-time compliance.
Learn
Depth engine. Establishes domain structure, isolates what always holds, and stress-tests weak points until the model is usable without notes.
Prove
Assessment engine. Closed-notes sampling, error classification, and targeted remediation — one source map, multiple goal-specific practice packs.
Contact
For product, partnership, or fit discussions, include domain, operating constraints, and the outcome that defines success. Primary channel: The Cognition Factory contact form.