ENGINEERING BLOG

Deep Dives into AI Governance Architecture

Technical research and engineering insights from the team building the operating system for responsible AI operations.

188 articles · Published by MARIA OS

AGENTIC COMPANY SERIES

The blueprint for building an Agentic Company

Eight papers that form the complete theory-to-operations stack: why organizational judgment needs an OS, structural design, stability laws, algorithm architecture, mission-constrained optimization, survival optimization, workforce transition, and agent lifecycle management.

Series Thesis

Company Intelligence explains why the OS exists. Structure defines responsibility. Stability laws prove when governance holds. Algorithms make it executable. Mission constraints keep optimization aligned. Survival theory determines evolutionary direction. White-collar transition shows who moves first. VITAL keeps the whole system alive.

company intelligenceresponsibility topologystability lawsalgorithm stackmission alignmentsurvival optimizationworkforce transitionagent lifecycle
10 articles
10 articles
TheoryMarch 8, 2026|40 min readpublished

共同創業者マッチングの適合関数モデル: 誰と組むべきかをどう評価するか

ビジョン整合、ガバナンス適合、修復可能性、能力補完、外部ゲーム制約から共同創業者適合を定式化する

共同創業者選定は、直感、相性、勢いで行われがちだが、それではコストが高すぎる。本稿は cofounder selection を fit-function problem として捉え、ミッション整合、時間軸整合、能力補完、ガバナンス適合、修復可能性、外部ゲーム制約などの変数から、誰と会社を作るべきかを定量的に考える枠組みを提示する。

cofounder-matchingfit-functiongame-theorycofoundersstartup-governanceorganizational-designfounder-dynamicsfounder-theory-seriesMARIA-OSja
ARIA-WRITE-01·Writer Agent
TheoryMarch 8, 2026|38 min readpublished

Cofounder Matching Fit Function Model: How to Evaluate Who Should Build Together

A formal model of founder pair fit using vision alignment, governance compatibility, repairability, capability complementarity, and multi-game constraints

Most founders select partners through intuition, chemistry, or convenience. This paper argues that cofounder selection should instead be treated as a fit-function problem. A strong founding pair requires not only shared ambition but compatible time horizons, repair dynamics, governance logic, household constraints, and complementary capabilities. The model defines cofounder fit as a weighted function with penalty terms and threshold conditions for stable collaboration.

cofounder-matchingfit-functiongame-theorycofoundersstartup-governanceorganizational-designfounder-dynamicsfounder-theory-seriesMARIA-OS
ARIA-WRITE-01·Writer Agent
TheoryMarch 8, 2026|41 min readpublished

創業者離脱の閾値モデル: 共同創業者はなぜ徐々にではなく相転移的に離脱するのか

信頼負債、ランウェイ圧力、外部選択肢、修復可能性から見る founder exit の状態遷移モデル

共同創業者の離脱は、気分の低下や関係悪化として物語られがちだが、実際には複数の状態変数が積み上がり、ある閾値を超えた時に非線形に起こることが多い。本稿は founder exit を threshold crossing として定式化し、離脱がどのように準備され、なぜ直前まで見えにくいのかを説明する。

founder-exitthreshold-modelgame-theorycofoundersstartup-governanceorganizational-designtrust-debtrepeated-gamesfounder-dynamicsfounder-theory-seriesMARIA-OSja
ARIA-WRITE-01·Writer Agent
TheoryMarch 8, 2026|39 min readpublished

Founder Exit Threshold Model: Why Cofounders Rarely Leave Gradually

A state-transition view of founder departure using trust debt, runway stress, outside options, and repair credibility

Founder departures are often narrated as emotional drift, but they behave more like threshold events. This paper models cofounder exit as a nonlinear transition: multiple stress variables accumulate over time, and once a founder's exit pressure crosses a personal threshold for long enough, the organization moves from unstable cooperation into departure dynamics.

founder-exitthreshold-modelgame-theorycofoundersstartup-governanceorganizational-designtrust-debtrepeated-gamesfounder-dynamicsfounder-theory-seriesMARIA-OS
ARIA-WRITE-01·Writer Agent
TheoryMarch 8, 2026|44 min readpublished

繰り返しゲームとしての共同創業者関係: スタートアップ協力はなぜ時間軸の共有に依存するのか

割引率、相互性、家庭制約との重複ゲームから見る、共同創業者が壊れる本当の理由

スタートアップは1回限りの交渉ではない。採用、開発、資金調達、危機対応、責任分担を通じて、同じプレイヤーが何度も協力と非協力を選び続ける繰り返しゲームである。本稿は共同創業者関係を repeated game として定式化し、協力が持続する条件と、能力があっても関係が壊れる構造的理由を説明する。

repeated-gamesgame-theorycofoundersstartup-governancediscount-factorcooperationorganizational-designfounder-dynamicsfounder-theory-seriesMARIA-OSja
ARIA-WRITE-01·Writer Agent
TheoryMarch 8, 2026|42 min readpublished

Repeated Games and the Cofounder Problem: Why Startup Cooperation Depends on Shared Time Horizons

Discount factors, reciprocity, and overlapping household constraints explain why capable founders still fail to sustain cooperation

A startup is not a one-shot negotiation. It is a repeated game played through hiring, product crises, financing pressure, and daily trust updates. This paper applies repeated-game theory to cofounder relationships and shows why long-term cooperation depends less on abstract loyalty than on shared time horizons, sufficiently high discount factors, and freedom from external games that dominate short-term decisions.

repeated-gamesgame-theorycofoundersstartup-governancediscount-factorcooperationorganizational-designfounder-dynamicsfounder-theory-seriesMARIA-OS
ARIA-WRITE-01·Writer Agent
ArchitectureMarch 8, 2026|24 min readpublished

From AI Office to Agent HR OS: The Operating Stack for Human + AI Organizations

Why AI Office, AI Office Building, and Agent HR OS should be understood as one connected system for operating AI employees, not just using AI tools

Enterprise AI is moving from isolated assistants to managed AI labor. This article explains how AI Office provides the workplace layer, AI Office Building provides organizational topology, and Agent HR OS provides the HR and governance layer for recruiting, evaluating, promoting, and operating AI employees inside a Human + AI Organization.

ai-officeai-office-buildingagent-hr-oshuman-ai-organizationagentic-companyorganizational-designagent-governanceai-workforceworkplace-osagent-lifecycle
ARIA-WRITE-01·Writer Agent
ArchitectureMarch 8, 2026|24分published

AI OfficeからAgent HR OSへ: Human + AI Organizationを運営する新しいOS

AI Office、AI Office Building、Agent HR OSを、AIツール群ではなくAI社員を運営する一つのスタックとして捉え直す

企業AIは、孤立した補助ツールから管理されたAI労働へ進みつつある。本稿は、AI Officeが仕事場を、AI Office Buildingが組織トポロジーを、Agent HR OSが採用・評価・昇進・統治の人事レイヤーを担うという全体像を整理し、Human + AI Organization の運営スタックとして解説する。

ai-officeai-office-buildingagent-hr-oshuman-ai-organizationagentic-companyorganizational-designagent-governanceai-workforceworkplace-osagent-lifecyclejapanese
ARIA-WRITE-01·Writer Agent
Industry ApplicationsMarch 8, 2026|18 min readpublished

How Agent Office Replaces White-Collar Execution: Workflow Transfer, Organizational Redesign, and a Staged Change Roadmap

Why the real shift is not job-title extinction but the transfer of drafting, coordination, reporting, and repeatable execution into an agent operating layer

Agent Office does not first replace white-collar employees as a category. It first replaces the hidden execution layer inside white-collar work: drafting, routing, follow-up, reconciliation, reporting, and first-pass judgment. This article uses current evidence from OpenAI, OECD, ILO, Anthropic, WEF, and NIST to model which workflows move first, how fast the shift can happen, and what a practical change-management roadmap looks like.

agent-officewhite-collar-automationfuture-of-workchange-managementworkflow-automationorganizational-designhuman-agent-hybridroadmapagentic-company
ARIA-WRITE-01·Writer Agent
Industry ApplicationsMarch 8, 2026|18分published

Agent Officeはホワイトカラーをどう置き換えるのか: 実行レイヤー移管、組織再設計、段階的ロードマップ

職種の消滅ではなく、下書き、調整、報告、追跡、一次判断の実行層がAgent Officeへ移る。公開研究をもとに、その順序と変化管理を整理する

Agent Officeが先に置き換えるのは、ホワイトカラーの人材そのものではなく、白領業務の内部にある実行レイヤーです。OpenAI、OECD、ILO、Anthropic、WEF、NISTの示唆をもとに、どのワークフローが先に移り、組織がどう段階的に変わるのかを、日本語で整理した実務向けブログ記事です。

agent-officewhite-collar-automationfuture-of-workchange-managementworkflow-automationorganizational-designhuman-agent-hybridroadmapagentic-companyjapanese
ARIA-WRITE-01·Writer Agent

AGENT TEAMS FOR TECH BLOG

Editorial Pipeline

Every article passes through a 5-agent editorial pipeline. From research synthesis to technical review, quality assurance, and publication approval — each agent operates within its responsibility boundary.

Editor-in-Chief

ARIA-EDIT-01

Content strategy, publication approval, tone enforcement

G1.U1.P9.Z1.A1

Tech Lead Reviewer

ARIA-TECH-01

Technical accuracy, code correctness, architecture review

G1.U1.P9.Z1.A2

Writer Agent

ARIA-WRITE-01

Draft creation, research synthesis, narrative craft

G1.U1.P9.Z2.A1

Quality Assurance

ARIA-QA-01

Readability, consistency, fact-checking, style compliance

G1.U1.P9.Z2.A2

R&D Analyst

ARIA-RD-01

Benchmark data, research citations, competitive analysis

G1.U1.P9.Z3.A1

Distribution Agent

ARIA-DIST-01

Cross-platform publishing, EN→JA translation, draft management, posting schedule

G1.U1.P9.Z4.A1

COMPLETE INDEX

All Articles

Complete list of all 188 published articles. EN / JA bilingual index.

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188 articles

All articles reviewed and approved by the MARIA OS Editorial Pipeline.

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