Not a new tool. A new institution.
Most AI strategies are technology plans. The harder question is what the company itself becomes once useful intelligence can be produced, copied, directed, and measured at machine scale — how work is organized, how knowledge compounds, who decides, and what society will accept.
- The Agentic Firm · Essay 09
Positive-Sum AI: earning permission for the agentic future
A company deploys AI across customer operations. Response time falls 70%, operating cost 35%, profit hits a record. The investor deck calls it a successful transformation. Now read the same two years from four other ledgers: the customer who cannot reach a human, the experienced employee producing more value and capturing none of it, the junior whose entry role vanished into promised jobs that require experience they were never allowed to acquire, and the town carrying the grid and the water. The defining question of the AI era is not how much value AI creates. It is who receives it, who bears the transition, who keeps their agency — and what evidence shows the result is better for society rather than merely more profitable for its owners.
By Misagh Akhondzad/38 min read - The Agentic Firm · Essay 08
Frontier Models for Frontier Problems: how enterprises allocate intelligence
A company sends two million supplier invoices a year through its most capable frontier model. Accuracy is high. So is the bill, the latency at month-end, and the rate at which reviewers read persuasive narratives instead of checking extraction confidence. A later review finds the workload was never one problem: 82% used layouts seen many times, 14% held manageable variation, 3% contained genuine ambiguity, and under 1% needed both frontier reasoning and human expertise. The original architecture asked whether the frontier model could solve this. The redesign asks what the simplest reliable system is for each part. That is the difference between an AI demonstration and an intelligence-allocation system.
By Misagh Akhondzad/36 min read - The Agentic Firm · Essay 07
AI Sovereignty: the illusion nations are buying and the asset firms are ignoring
On the evening of June 12, 2026, a letter from the US Commerce Department did more to educate the world about AI sovereignty than a decade of policy papers. Banks, manufacturers, hospitals and government agencies across dozens of countries had built critical operations on top of a specific machine intelligence. Then the letter arrived, and the intelligence went away. No invasion, no embargo, no notice period. Here is the uncomfortable symmetry it exposed: every argument about national dependency on foreign AI applies, clause for clause, to your company's dependency on its AI vendors. Nations at least have armies, treaties and trade negotiators. Your company has a subscription agreement and a hope.
By Misagh Akhondzad/34 min read - The Agentic Firm · Essay 06
Cognitive Coverage: the new responsibility of human workers
A senior manager receives an impressive AI recommendation — clear summary, financial tables, market evidence, confident conclusion. They read the first page and approve. Three weeks later the decision performs badly: one dataset covered the wrong period, shipments were read as consumer demand, a rebate was omitted, a cautious assumption had been rewritten as fact. The audit trail shows a human approved it. But what did the approval mean? A person can be inside the workflow and outside the understanding. This essay is about closing that gap — without pretending the answer is to stop delegating.
By Misagh Akhondzad/37 min read - The Agentic Firm · Essay 05
The Governed Agent Estate: inventory, identity, authority, and control at scale
A procurement agent gets a few extra tools, its owner changes jobs, a business unit copies the workflow, a vendor ships an embedded version. Soon there are six, and nobody knows all six exist. Then one reads a supplier document containing hidden instructions. The investigation goes nowhere: a shared service identity, no preserved prompt version, no named owner, and three parties each assuming another one governed it. The failure was never the malicious document — it was the absent governance system. This essay is the control system: how a company inventories, identifies, authorizes, observes, secures, evaluates and retires machine agency at scale.
By Misagh Akhondzad/43 min read - The Agentic Firm · Essay 04
The Human-Agent Organization: redesigning work, teams, management and accountability
It is Monday morning. A regional commercial director formally manages twelve people — and her workspace shows 846 active agents. Over the weekend they reviewed 16,000 stores, investigated 92 exceptions, resolved 61 within policy, and paused two workflows on incomplete evidence. She reviews none of those conversations; she sees three decisions that need her authority and one agent population whose error rate is rising. Now imagine the same company without the organizational design. The agents are individually useful and collectively chaotic. This essay is about the difference.
By Misagh Akhondzad/39 min read - The Agentic Firm · Essay 03
The Enterprise AI Supply Chain: from energy and chips to agents and business outcomes
A simple request — analyze this customer agreement and recommend a response — may require cooperation across dozens of companies, several countries, multiple physical infrastructures and an invisible network of legal dependencies. The response feels instantaneous. The supply chain behind it is not. This essay maps the whole thing: the forward chain that runs from a power station to a business outcome, the reverse chain that turns outcomes back into capability the firm owns, and the chokepoints, costs, security exposures and sovereignty decisions sitting between them.
By Misagh Akhondzad/43 min read - The Agentic Firm · Essay 02
Token Capital: the asset your balance sheet cannot see
An analyst resolves a €14,000 retailer deduction in eleven minutes instead of two days. Here is the question almost nobody asks: what does the company own on Wednesday morning? If the answer is a resolved claim and a productivity statistic, it rented intelligence and kept nothing. If the answer is a corrected reasoning trace that makes the next thousand claims cheaper, it just formed capital. Same model, same task, same eleven minutes — entirely different economic events. This essay names the asset, explains why your balance sheet cannot see it, and gives you the instruments to measure and govern it.
By Misagh Akhondzad/29 min read - The Agentic Firm · Essay 01
The Agentic Firm: reinventing the company for the age of machine intelligence
A chief executive announces an AI strategy: an enterprise agreement, some copilots, a chatbot, an innovation lab, a pile of pilots. A year later the company has thousands of AI users, hundreds of disconnected prototypes, a growing token bill — and no meaningful change in how it operates. The organization adopted AI. The firm itself barely changed. This essay works through the deeper transformation: what a company should become now that useful intelligence and limited forms of agency can be produced, copied, directed, measured, and deployed at machine scale.
By Misagh Akhondzad/58 min read