Mohammad Bayat

Founder, Software Engineer, Leadership Facilitator, and Independent Researcher

Portrait of Mohammad Bayat

I build quantitative systems and organizations, and I study how language, identity, context, and learning shape human performance and durable change.

OkBayat.com is a research and practice portfolio: a public record of what I am building, what I am asking, what evidence is available, where the limits are, and how the work changes.

Current Inquiry

What remains when the learning space disappears?

I am examining what allows learning, performance, identity, or group coordination to persist after the original course, facilitator, team, product, or supportive context is no longer present.

Read the current inquiry · View the research profile

Selected Work

Research direction

Active

What Remains When the Learning Space Disappears?

What distinguishes durable transfer from change that depends on the original context?

My Role
Practitioner-researcher
Evidence
Published sources, bounded field records, professional observation, and explicit open questions
Limits
No causal or universal claim; study design is still being narrowed
View this work

Company

Active

K2Quant

How can quantitative systems, AI-assisted workflows, and a technical organization be built reliably?

My Role
Founder
Evidence
Operating software, engineering systems, organizational practice, and published architecture essays
Limits
Confidential operations and future goals are not presented as public evidence
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Project

Active

Vocora

How should a learning product distinguish activity, current performance, and durable learning?

My Role
Founder, builder, and independent researcher
Evidence
Open-source software, product instrumentation, research notes, and planned delayed measures
Limits
Current product use does not yet demonstrate long-term learning effectiveness
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Field project

Ongoing record

Learning Circle

What can a learning group continue doing after the facilitator leaves the center?

My Role
Designer and facilitator
Evidence
Generalized practice-based observation and a longitudinal field record
Limits
No control group or causal claim; public details are restricted for child privacy
View this work

Explore the Portfolio

  • About — biography, professional journey, mastery, values, and resume.
  • Research — profile, current inquiry, agenda, methods, ethics, evidence, publications, and notes.
  • Leadership & Learning — leadership, human transformation, facilitation, coaching, programs, and courses.
  • Projects — K2Quant, Vocora, K2 OS, FamilyLink, and documented experiments.
  • Writing & Media — essays, reading notes, translations, podcast, and the complete writing index.
  • Contact — professional, research, project, or speaking inquiries.

Publication Standard

An essay, research note, participant account, project record, and experiment report do not carry the same evidential weight. I try to distinguish published evidence, direct observation, participant self-report, interpretation, and open hypothesis—and to state what the available material cannot establish.

Read Methods, Ethics & Evidence