Essays

Essays are original long-form arguments, interpretations, and syntheses by Mohammad Bayat. Their canonical home is determined by content type, not by subject: a software-architecture essay, a company-building reflection, and an essay about human relationships can all belong here.

Subject discovery is handled separately. Each conceptual work is classified by one or more bodies of work and themes, then linked from the relevant Building or Human Transformation publication index. A work still has one canonical page and one revision history.

A page belongs elsewhere when its main purpose is different:

unfinished investigations and evidence reviews belong in Research Notes;
source-specific reflections belong in Reading Notes;
work written by another author belongs in Translations with clear attribution.

Browse by Body of Work

Building Systems & Organizations

Building a High-Signal LLM Judge for GitHub Pull Requests: The Architecture Behind K2 (نسخه‌ی فارسی) — A practical architecture for secure, SHA-aware, multi-agent pull-request review with evidence gates, low-noise inline findings, and a separate remediation loop.
Designing Large Agent Skills as Deterministic, Phase-Oriented Systems (نسخه‌ی فارسی) — A reference architecture for explicit phases, lazy loading, bounded side effects, resumable handoffs, and testable agent execution.
Ten Years of FamilyLink: What We Built, Why It Paused, and What Remains — A reflection on a decade-long social-impact project, the limits of its evidence, and the failure of its funding and continuity model.
When Too Many Tasks Stop the Work: Clarity, Scope, and the Question of What Transfers (نسخه‌ی فارسی) — A practice-based inquiry into task overload, discussable priorities, end-to-end work scopes, reflective awareness, and whether better ways of working persist across changing contexts.
From AI Guardrails to Human Judgment: When Training Was Not Enough (نسخه‌ی فارسی) — A retrospective practitioner reflection on transferring evidence gates from an AI-agent workflow to high-stakes human decisions, supporting self-coaching, and reducing unsupported judgment.
The Last Pickaxe: Reflective Practice, Hyperfocus, and a Founder’s Decision to Continue (نسخه‌ی فارسی) — A retrospective founder reflection on persistence, hyperfocus, reflective practice, decision criteria, and whether reflective capacity survives a change of context.
When the Question Changes, the Organization Changes: From a Money Worldview to a Commitment Beyond the Self (نسخه‌ی فارسی) — An experience-based argument about how shifting from a money worldview to a commitment beyond the self changes attention, coordination, business models, and organizational learning.

Related technical, organizational, startup, and project writing is also collected in All Writing.

Human Transformation

Acceptance Before Change; On Human Nature and Relationships (نسخه‌ی فارسی) — An argument about seeing human and relational reality clearly enough to set boundaries, learn, and make responsible change possible.
What Remains When the Learning Space Disappears? (نسخه‌ی فارسی) — An evidence-aware synthesis of temporary performance, durable learning, transfer, and what learners may carry into changing groups and contexts.
When Too Many Tasks Stop the Work: Clarity, Scope, and the Question of What Transfers (نسخه‌ی فارسی) — A practice-based inquiry into task overload, discussable priorities, end-to-end work scopes, reflective awareness, and whether better ways of working persist across changing contexts.
From AI Guardrails to Human Judgment: When Training Was Not Enough (نسخه‌ی فارسی) — A retrospective practitioner reflection on transferring evidence gates from an AI-agent workflow to high-stakes human decisions, supporting self-coaching, and reducing unsupported judgment.
The Last Pickaxe: Reflective Practice, Hyperfocus, and a Founder’s Decision to Continue (نسخه‌ی فارسی) — A retrospective founder reflection on persistence, hyperfocus, reflective practice, decision criteria, and whether reflective capacity survives a change of context.
When the Question Changes, the Organization Changes: From a Money Worldview to a Commitment Beyond the Self (نسخه‌ی فارسی) — An experience-based argument about how shifting from a money worldview to a commitment beyond the self changes attention, coordination, business models, and organizational learning.
Can Awareness Open Space for Change? A Retrospective Practitioner Reflection (نسخه‌ی فارسی) — A retrospective practitioner reflection on structured self-observation, the limits of interpreting past participant material, and an ethical path for future study.

Related research-facing writing about learning, identity, language, relationships, leadership, and coordination is also collected in Selected Research-Related Work.

Browse by Theme

Software, AI & Agent Systems

Building a High-Signal LLM Judge for GitHub Pull Requests: The Architecture Behind K2 (نسخه‌ی فارسی) — A practical architecture for secure, SHA-aware, multi-agent pull-request review with evidence gates, low-noise inline findings, and a separate remediation loop.
Designing Large Agent Skills as Deterministic, Phase-Oriented Systems (نسخه‌ی فارسی) — A reference architecture for explicit phases, lazy loading, bounded side effects, resumable handoffs, and testable agent execution.
From AI Guardrails to Human Judgment: When Training Was Not Enough (نسخه‌ی فارسی) — A retrospective practitioner reflection on transferring evidence gates from an AI-agent workflow to high-stakes human decisions, supporting self-coaching, and reducing unsupported judgment.

Entrepreneurship, Company Building & Project Reflection

Ten Years of FamilyLink: What We Built, Why It Paused, and What Remains — A reflection on a decade-long social-impact project, the limits of its evidence, and the failure of its funding and continuity model.
The Last Pickaxe: Reflective Practice, Hyperfocus, and a Founder’s Decision to Continue (نسخه‌ی فارسی) — A retrospective founder reflection on persistence, hyperfocus, reflective practice, decision criteria, and whether reflective capacity survives a change of context.
When the Question Changes, the Organization Changes: From a Money Worldview to a Commitment Beyond the Self (نسخه‌ی فارسی) — An experience-based argument about how shifting from a money worldview to a commitment beyond the self changes attention, coordination, business models, and organizational learning.

Relationships, Identity & Human Transformation

Acceptance Before Change; On Human Nature and Relationships (نسخه‌ی فارسی) — An argument about seeing human and relational reality clearly enough to set boundaries, learn, and make responsible change possible.
What Remains When the Learning Space Disappears? (نسخه‌ی فارسی) — An evidence-aware synthesis of temporary performance, durable learning, transfer, and what learners may carry into changing groups and contexts.
When Too Many Tasks Stop the Work: Clarity, Scope, and the Question of What Transfers (نسخه‌ی فارسی) — A practice-based inquiry into task overload, discussable priorities, end-to-end work scopes, reflective awareness, and whether better ways of working persist across changing contexts.
From AI Guardrails to Human Judgment: When Training Was Not Enough (نسخه‌ی فارسی) — A retrospective practitioner reflection on transferring evidence gates from an AI-agent workflow to high-stakes human decisions, supporting self-coaching, and reducing unsupported judgment.
The Last Pickaxe: Reflective Practice, Hyperfocus, and a Founder’s Decision to Continue (نسخه‌ی فارسی) — A retrospective founder reflection on persistence, hyperfocus, reflective practice, decision criteria, and whether reflective capacity survives a change of context.
When the Question Changes, the Organization Changes: From a Money Worldview to a Commitment Beyond the Self (نسخه‌ی فارسی) — An experience-based argument about how shifting from a money worldview to a commitment beyond the self changes attention, coordination, business models, and organizational learning.
Can Awareness Open Space for Change? A Retrospective Practitioner Reflection (نسخه‌ی فارسی) — A retrospective practitioner reflection on structured self-observation, the limits of interpreting past participant material, and an ethical path for future study.

Language Editions

Persian and English versions of the same conceptual work are displayed as one entry with multiple language links. Each edition keeps its own URL and language metadata, while translation_key or the central publication registry prevents the archive from presenting one idea as two unrelated works.

Publication Rule

The publication registry in _data/publications.yml is the machine-readable source for content type, body of work, theme, project relationship, language editions, and canonical URLs. Index pages may cross-list a work under several relevant lenses, but they must not copy or republish its body.