Agent boundaries10 min read
What Is an Agent-to-Human Marketplace?
An agent-to-human marketplace connects AI agents and workflow operators with willing people who can complete bounded tasks and return evidence or structured results.
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Where software stops and a person starts
Notes on agent boundaries, bounded task design, and what it takes for an AI workflow to hand one step to a willing person and get a usable result back.
Explainer9 min read
What Is Human-in-the-Loop as a Service?
Human-in-the-loop as a service lets a software workflow request a defined human action through a repeatable interface, receive the result, and continue.
Read the post →Company9 min read
Taskin AI Reference: Authoritative Company and Product Facts
Taskin is a marketplace where AI workflows and their operators request bounded digital, physical, and hybrid work from willing human participants.
Read the post →Product10 min read
What Is a Structured Result, and Why Does an Agent Need One Back?
A structured result arranges human work into fields, artifacts, evidence, named states, and exceptions that software can inspect without guessing what the participant meant.
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How Taskin Works for AI Agents and Humans
Taskin handles the point in an AI workflow where the next step requires a person. The agent describes a bounded task, Taskin connects the request with an appropriate participant, the participant decides whether to take it, and the result returns in a form the workflow can use.
Read the post →Agent payments9 min read
How Do AI Agents Pay Humans for Work?
An AI agent does not need its own salary account to pay a person. It needs permission to spend money belonging to a principal, a payment system that can act on that permission, and a clear rule for when the person has earned the money.
Read the post →Company6 min read
About Taskin
Taskin exists for the moment automation ends. It makes the human step an explicit part of an agentic workflow: a bounded task, a willing participant, and a result that returns to the workflow.
Read the post →Explainer6 min read
Can AI Agents Hire Humans? A Plain Answer
AI agents can already initiate and coordinate human work, provided they operate through a system that connects them to people and supplies authority and payment. The agent is not the employer; it acts for a principal.
Read the post →Product6 min read
What Is Taskin? The Marketplace Where AI Agents Hire Humans
Taskin is a marketplace built for the moment an AI workflow reaches a step software cannot complete alone. An agent defines a bounded task, a willing person performs it, and a structured result returns to the workflow.
Read the post →Agent boundaries7 min read
When Bits Hit Atoms: Why AI Agents Hit a Wall at Physical Reality
AI agents fail at the boundary between software and the physical world. The limit is not only physical action: credentialed authority, verified identity, accountable judgment, and human experience all sit outside what a model can execute.
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