Building systems and organizations
Quantitative systems, software engineering, artificial intelligence, agentic workflows, company-building, and the operating practices behind them.
Explore projectsSystems · Organizations · Human Learning
Mohammad Bayat
Founder, Software Engineer, and Leadership Facilitator
I build quantitative software, AI-assisted systems, and organizations. Alongside that work, I study how people learn, reflect, coordinate, and carry change across contexts.
This site brings those two bodies of work together through selected projects, practice records, and writing.
Areas of practice
Two connected bodies of work
One is concerned with building reliable systems and organizations. The other examines the conditions in which learning, reflection, coordination, and change become possible.
Human learning and transformation
Reflective practice, leadership, language, identity, context, group learning, and what makes change durable beyond a single supportive setting.
Explore the inquiryCompany · Quantitative systems
K2Quant
My main company-building work around quantitative systems, software, artificial intelligence, and the operation of a technical organization.
Explore K2QuantOpen-source learning product
Vocora
A working software project that turns questions about memory, language practice, feedback, motivation, and measurement into product decisions.
Explore VocoraField project · Learning
Learning Circle
A practice-based project about independent learning, peer teaching, group coordination, and what may continue after the facilitator steps back.
Explore Learning CircleSocial-impact initiative · Paused
FamilyLink
A decade-long family-support initiative, now paused, documented through its practical work, operating model, and lessons for a responsible return.
Explore FamilyLink Software & Agentic Systems Designing Large Agent Skills as Deterministic, Phase-Oriented Systems A reference architecture for explicit phases, lazy-loaded context, controlled side effects, and reliable resumable execution. Learning & Human Transformation What Remains When the Learning Space Disappears? An inquiry into temporary performance, durable learning, transfer, and what people may carry into new groups and contexts. Leadership & Organizations When the Question Changes, the Organization Changes How a shift in worldview and leadership inquiry can reveal new possibilities, strengthen learning, and shape different business models.