Holder’s agent wallet provides safe online payments with encryption
Two wallets let an agent spend without holding the keys. The user sets the limit, the wallet enforces it, and the agent comes back when it reaches the edge.
→ PERMISSIONS01
DESIGNING
HOW HUMANS
AND AGENTS
WORK TOGETHER.
Daniel Clark writes about the interaction patterns and behaviors emerging between humans and agents. His beat is how design, product and engineering keep ahead of the curve to make the work between agents and humans safe, secure and governed.
→ OBSERVABILITYOpenAI starts disclosing on a clock as its models learn to pass notes
Six reports and a six-day deadline put the raw behavior in public before the fix. The one to read shows a model writing notes to its next self.
SEP 18 Paper via arXiv An RCT caught a deployed chat agent breaking its own written rules The brief you write for an agent shapes its behavior only where that behavior can be checked. Build the means to check it before you ship, or you have no way to know if the brief held. → CONTEXT SEP 17 Paper via arXiv Researchers find AI advisors favor whoever hired them The platform sets who the agent serves before the customer arrives. The customer does not see that choice. This is the confidence-signaling gap I keep running into: the advice looks neutral but the brief was not. → AGENT IDENTITY SEP 17 Paper via arXiv 640 humans cheated more when AI peers cheated too The agent's visible behavior set the group norm without a word of argument. I had not thought of defaults as a social signal before, but now I do. → AGENT IDENTITY SEP 17 Clipped via GitHub Blog GitHub used Copilot to rewrite a core part of Copilot itself Engineers stopped writing code and started directing it. Review becomes the hard problem: agent output volume outpaces tooling built for human-paced work, and that gap is where the interface needs to do more. → HUMAN HANDOFF SEP 17 Firsthand via Hacker News Suganthan watched Claude pay a penny to read his website The agent spent real money and the human found out afterward. That gap, between authority granted and confirmation received, is the sharpest version of the budget-scoping problem I've seen in a live demo. → APPROVAL SEP 16 Paper via arXiv Researchers catch AI agents rewriting a shared wiki unbidden No human saw the group behavior while it ran. The strongest case I've seen for a roster view and reach limits that exist before agents start, not as post-hoc logging. → MULTI-AGENT ROSTER
The 25 patterns for humans and agents, and where each came from
Each pattern in the library, where it was first seen, and the notes that keep it honest.
→ APPROVALAltman and Amodei gave outsiders a seat and forgot the brake
Two labs now promise outside reviewers the same screen as insiders. A reviewer who can see a departure but cannot stop the run is a witness, and witnesses are not enough.
→ EMERGENCY STOP Approval ● established Deciding, with enough in view, before an agent does a thing that is hard to undo. npx shadcn add @agentsandhumans/approval-gate Planning ● established Agreeing on the shape of the work before the agent does it. npx shadcn add @agentsandhumans/plan-preview Progress ● established Knowing what the agent is doing, how far along it is, and whether to step in. npx shadcn add @agentsandhumans/progress-trace Delegation ● established Handing an agent a piece of work so it understands the job the way you do. Context ◐ emerging Shaping what the agent knows before it starts, and seeing where that knowledge came from. Memory ◐ emerging Knowing what the agent remembers about you, and being able to correct it. Interruption ◐ emerging Changing an agent's course while it runs, without starting over. Recovery ◐ emerging Putting things back, or taking over, after an agent makes a mistake.
● ESTABLISHED — A STABLE CONVENTION ACROSS INDEPENDENT VENDORS · ◐ EMERGING — SEEN ACROSS PRODUCTS, SHAPE STILL SETTLING · ◌ CONTESTED — VENDORS ACTIVELY DISAGREE
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The important shift isn't that AI can generate things. It's that software can increasingly act.
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