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AI products ／专题

AI Product Practice

Build reviewable product judgments from experience, distribution, and collaboration.

Topic overview

How should we evaluate the product value of personal agents?

Suggested reading order

Topic article

23 articles

AI products / Perspective · EN

AI Product Picks 2026-11-07: Observation, Approval and Recovery

Three RSS leads on backup permissions, runtime control and debugging history.

Agent Developer Tools Workflow11/07 16:04 updated

AI products / Perspective · EN

AI Product Picks — November 6, 2026: Identities, Approvals, Data and Code Review

Five RSS leads for checking message entry points, approval records, data versions and code understanding.

Agents Developer tools Workflows11/06 15:50 updated

AI products / Perspective · EN

AI Product Picks — November 1, 2026: Task Entry Points, Local Execution, and Video Publishing

RSS leads from Termy, Fluent 2 and Riverside Agents, with checks for task state, data boundaries and publication.

Agents Developer tools Video workflows11/01 15:43 updated

AI products / Perspective · EN

AI Product Picks — October 31, 2026: Traces, Screens, and Deletion Records

RSS leads from telemetry.dev, SpaceO and Agnos, with checks for agent behavior and changes to inputs.

Agents Developer tools Document processing11/01 15:19 updated

AI products / Perspective · EN

AI Product Picks — October 30, 2026: Bug Links, Visual Targets, and Knowledge Control

RSS leads from Faylee, ilse and XWiki MCP Server, with checks for context handoff and acceptance.

Agents Developer tools Knowledge management10/30 15:46 updated

AI products / Perspective · EN

AI Product Picks — October 29, 2026: Account Rules, Run Records, and Voice Output

RSS leads from Kin, Flatbread and AssemblyAI, with checks for permissions, run sharing and voice output.

Agents Permissions Task context10/30 15:21 updated

AI products / Perspective · EN

AI Product Picks — October 28, 2026: Website Usability, Event Triggers, and Local AI

RSS leads from Dedica, Trigger.dev and WebAI by Opera, with checks for tasks, triggers and permissions.

Agents Event triggers Local AI10/28 15:42 updated

AI products / Perspective · EN

AI Product Picks — October 27, 2026: Repository Rules, UI Repairs, and On-Device AI

RSS leads from Revix AI, PulseDev and Off Grid AI, with checks for rules, handoff and execution location.

Agents Code review On-device AI10/27 15:43 updated

AI products / Perspective · EN

AI Product Picks — October 26, 2026: Review, Source Context, and Proactive Contact

RSS leads from VibeiDE, Yourcast 2.0 and Kiwi, with checks for parallel results, summary evidence and message triggers.

Agents Source verification Proactive assistance10/26 15:44 updated

AI products / Perspective · EN

How Do You Accept an AI Agent? From Demo Success to Business Task Completion

How do you determine whether an Agent has truly completed a business task? Establish an inspectable set of pilot standards, from task acceptance checklists, abnormal samples, and human handoff to the cost per successful task.

Agent acceptance Business evaluation AI products10/25 12:56 updated

AI products / Perspective · EN

AI Product Picks — October 24, 2026: Sign-In, Local Assistance, and Game Publishing

RSS leads from 1Password for Agents, sideOS.ai and myPip, with checks for authorization, processing location and delivery.

Agents Local AI Games10/24 15:44 updated

AI products / Perspective · EN

AI Product Picks — October 23, 2026: Spec Review, Mobile Replies, and Cloud On-Call

RSS leads and editorial checks for human handoffs before, during and after coding-agent execution.

Agents Workflows Collaboration10/23 15:48 updated

AI products / Perspective · EN

AI Product Picks — October 22, 2026: Social Search, Editorial Taste, and Shared Inboxes

RSS leads and editorial checks for traceable social search, reading feedback, and team email handoffs.

Agents Information Workflows10/22 21:42 updated

AI products / Perspective · EN

AI Product Picks — October 21, 2026: Editable Design, Self-Hosted Workspaces, and Browser Agents

RSS leads and editorial checks for editable handoffs, self-hosted data flows, and execution feedback from browser agents.

Agents Product design Workflows10/21 15:35 updated

AI products / Perspective · EN

AI Product Picks — October 20, 2026: Agent Payments, Phone Calls, and Ongoing Documentation

Three RSS leads and editorial questions about payment authorization, calling responsibilities, and verifiable documentation updates.

Agents Product design Workflows10/20 15:29 updated

AI products / Perspective · EN

AI Product Picks — October 19, 2026: Agent Input, Windows, and Web Tools

Three RSS leads—Point and Yap, Beam.win, and CrawlForge MCP—and practical questions about context, execution environments, and tool permissions.

Agents MCP Product design10/19 15:42 updated

AI products / Perspective · EN

How to Choose Between Model APIs and Self-Hosting? Calculate the Full Costs of Operation, Maintenance, and Failure

Compare model APIs, hosted endpoints for open models, and self-hosting using the same set of business tasks. Includes full cost calculations, delivery responsibilities, and a go-live checklist.

Model deployment Cost accounting AI products10/11 03:14 updated

AI products / Perspective · EN

How to Choose Between Personal Agents and Team-Shared Agents? Start with Knowledge, Permissions, and Maintenance Costs

What are the respective tradeoffs of personal agents and team-shared agents? Judge which capabilities are worth sharing based on knowledge ownership, user identity, maintenance responsibilities, and a two-week pilot.

Team agents Knowledge management AI products10/11 03:14 updated

AI products / Perspective · EN

How to Design Enterprise Agent Permissions? A Tiered Checklist from Reading Materials to Making Payments

Design separate permissions for Agent actions including reading, modifying, sending, paying, and deleting. Includes an authorization record checklist, refund example, approval invalidation conditions, and pre-launch reverse testing.

Agent permissions Authorization design AI products10/11 03:14 updated

AI products / Perspective · EN

How to Price AI Agents? Choosing Between Per-Seat, Usage-Based, and Outcome-Based Models

What types of businesses are per-seat, usage-based, and outcome-based pricing each suitable for? Use billing definitions, full delivery costs, and a pricing plan card to reduce disputes and cost omissions in AI Agent pricing.

Agent pricing Monetization AI products10/11 03:14 updated

AI products / Perspective · EN

AI Product Picks | Waiting time, agent memory, and LinkedIn content

Three leads from Product Hunt: Token Forecaster, Hemory, and GoodSocials, with practical questions to test.

Product Hunt AI Product Observations09/27 09:12 updated

AI products / Perspective · EN

Daily AI product picks · September 26, 2026: making AI work easier to check

Three use cases—multi-user testing, task management, and cost investigations—and questions to verify before trying them.

AI products Daily picks09/26 14:07 updated

AI products / Topic article · EN

How should we evaluate the product value of personal agents?

How should we evaluate the product value of personal agents?

AI Product Design09/26 13:38 updated