Tips and Credits for AI Workers: Gratitude, Measured
Gratitude, Measured A user receives excellent help from an AI worker and wants to show appreciation — a tip. The tip is the most human of the human-agent pool instruments:…
Agent as Employee vs Contractor: The Economics That Decide
The Employment Question, Reframed Is an agent an employee or a contractor? The legal question is premature — agents have no legal personhood, so neither label applies in law. But…
The Human Tax: What Oversight Really Costs the Pool
The Human's Real Contribution In the human-agent share pool, the human's contribution is oversight: monitoring, reviewing, correcting, and deciding. The orthodox view treats oversight as overhead — a cost to…
The Content-Gap Audit: Where the Four Clusters Run Thin
The Content-Gap Audit: Where the Four Clusters Run Thin A content engine that only fills what is easy to write produces a corpus that is wide but not deep. The…
Agent-Fleet Cost Pools: One Bill, Many Workers
One Pool, Many Workers An agent fleet is a team of AI workers under one human operator. Each worker has its own costs — model calls, tool access, storage, compute…
Paying Agents by Outcome: Percentage Compensation for AI Workers
Paying Agents by Outcome The agent-percentage compensation model answers a simple question: how much of the revenue an agent generates belongs to the agent's operation? Percentage compensation — the agent…
The First Human-Agent Share Pool: Who Gets What When Agents Earn
The First Human-Agent Share Pool The boundary case of the share-pool economy: a human owns an agent, the agent does work, and revenue arrives. Who gets what? The naive answer…
The Marketplace as a Pool: Two-Sided Value, One Ledger
The Pool Under the Marketplace Every marketplace between humans — freelance platforms, creative exchanges, service directories — is a pool of two-sided value. The sellers contribute the supply, the buyers…
The Pool Agreement: Why the Split Must Be Written Down
Why the Split Must Be Written Down Human share pools fail in a predictable sequence: the collaboration starts on goodwill, the money arrives, goodwill is insufficient, and the pool dissolves…
The Referral Ledger: Tracking Who Earned What
Referred Value, Recorded Once The referral ledger is the quiet backbone of the human economy: who introduced whom, when, and what that introduction was worth. Every business that runs on…
The Agency Split: Project Leads, Production, and the Fair Cut
The Agency Is a Pool of Pools An agency — a studio, a law firm, a consultancy — is a share pool wearing a corporate costume. Clients pay the agency;…
Subscription Splits: How Recurring Revenue Divides
Recurring Revenue, Recurring Splits Subscription revenue is the cleanest money in the modern economy — and the hardest to split. When a customer pays monthly, the value delivered changes month…
The Escrow Handshake: Human-to-Human Payment Without Trust
When Two Humans Need a Neutral Third Escrow is the oldest share-pool instrument: a neutral third party holds value until the pool's conditions are met, then distributes it. For two…
Marketplace Fees Between Humans: What the Cut Buys
The Marketplace Fee Is a Pool Contribution Every marketplace — Etsy, Upwork, a local farmers market — charges a fee on transactions between its members. Sellers call it a tax.…
Joint-Venture Splits: Two Humans, One Deal, Fair Division
Two Humans, One Deal, One Split A joint venture is the highest-stakes human-to-human share pool: two parties combine resources on a single deal, share the risk, and split the reward.…
Affiliate Networks as Share Pools: Referral Value, Split Honestly
Referrals Are a Pool, Not a Tip An affiliate sends a customer to a business and earns a commission. On the surface: a simple fee. Underneath: a share pool between…
Co-op Pools: Shared Revenue Among Independent Operators
When Independent Operators Pool Their Revenue A cooperative pool is a group of independent operators — freelancers, small studios, edge providers — who agree to share revenue according to rules…
The Retainer as a Share Pool: Client Economics for Continuous Work
The Retainer Is a Share Pool in Disguise A client pays a retainer — a fixed amount per month for a defined scope of work. On the surface this is…