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Independent AI product publication

Technology is moving fast. Context has to move faster.

Interface Report covers AI products, agents, Human–AI interaction, design, engineering and the business decisions behind them — with source-first reporting and practical analysis.

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The Interface Report edit · September 2026

Ten ideas shaping what comes next.

Original analysis of AI products, agent work and design systems. Swipe or scroll to explore.

Analysis01 / 10 · Design & UX

One Founder, Three Brands: A Product System in Public

How SuperPrompt, Interface Report and Ship Index Grow show three different jobs connected by one product-thinking method.

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Analysis02 / 10 · Design & UX

Agents Need Component Contracts, Not Screenshot Guesswork

Coinbase’s Code Connect test reframes design systems as executable context for coding agents.

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Analysis03 / 10 · AI Products

The AI Work System Has Two Ledgers

Microsoft’s September AI-at-work framing separates seats from usage. Product teams should separate control from consumption too.

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Analysis04 / 10 · Human–AI

Specialized Agents Make Service Policy a UX Surface

Zendesk’s new agent categories move service automation closer to business rules, handoffs and visible accountability.

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Analysis05 / 10 · AI Agents

Before Agents Automate Work, Map the Exceptions

UiPath Cartographer puts process knowledge, rules and exceptions into a living artifact. The UX challenge is keeping it true.

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Analysis06 / 10 · Human–AI

Rabbit OS3 Turns the Device into an Agent Boundary

Rabbit OS3 promises action across devices. The harder interface question is how users see authority, context and interruption.

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Analysis07 / 10 · Design & UX

Persistent Agents Need an Identity That Explains Work

xAI’s Grok Bot design notes offer a lens on persistent agents: fewer visible primitives, stronger expectations around memory.

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Analysis08 / 10 · Engineering

Agent Loops Need a Review Loop of Their Own

Atlassian’s agent-loop roadmap puts context, standards and measurement around continuous software work.

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Analysis09 / 10 · Design & UX

A Clickable Prototype Is No Longer the Hard Part

Figma’s September product essay puts direction and differentiation beside speed. Here is the product decision framework it suggests.

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Analysis10 / 10 · AI Agents

Agent Script Exposes the Line Between Reasoning and Rules

Salesforce’s agent portfolio makes a key product distinction visible: flexible reasoning within explicit business boundaries.

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Featured analysis · Human–AI

The AI product interface is becoming a control surface, not a chat box.

As agents take action, good UX shifts from prompting toward intent, permission, progress, interruption and recovery.

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Desk signals

What we track

Our coverage ↗
AI ProductsWhere product value ends and model capability begins.Coverage lane
AgentsAutonomy, permissions, orchestration, failure and recovery.Coverage lane
DesignInterfaces for uncertainty, trust, context and human control.Coverage lane
BusinessWhat ships, what scales and what founders can actually defend.Coverage lane
Product services · same founder

Need the product fixed, not just covered?

Interface Report is editorially independent. For hands-on product work, Oleh Hebel & Co runs fixed-scope design sprints at SuperPrompt.

Commercial service link · Interface Report editorial coverage is not sold or influenced by SuperPrompt client relationships.