Working Surfacetopics
Topic · 17 links · since 16 September 2026

Human approval

A person other than the one who built a piece of AI-assisted work checks it and approves it before it reaches customers.

UX Tigers
User Vigilance Fails Twice in the AI Age: Watch Duty & Verdict Duty
Jakob Nielsen · 29 September 2026
Jakob Nielsen, a usability researcher, argues that people approving an AI agent's actions stop paying attention, and that products should ask less often and offer undo.
How-to · agents · critique & review
1 Oct · 02
Dropbox.Tech
Evolving our calendar assistant Reclaim to be AI-native without starting over
Greg Unrein, Josh Jensen and Christopher Wildman · 29 September 2026
Dropbox's engineers sent every AI agent change in Reclaim, their calendar assistant, through the same checks of scheduling rules that people's changes pass, and let users preview it first.
How-to · agents
30 Sep · 01
Agoda Engineering & Design
Key Takeaways from Agoda’s AI Developer Report 2026
Agoda Engineering · 29 September 2026
Agoda, the online travel company, surveyed developers in Southeast Asia and India: 53 percent use AI agents widely, and 79 percent require a person to approve production deployments.
Company story · agents · roles
29 Sep · 09
Medium
The Approve Button Is Not a Control
Rama Lingamgunta · 29 September 2026
Rama Lingamgunta, who builds AI agent platforms, replaced a single Approve button with three earlier approvals after a reviewer passed a 1,400-line agent change in under two minutes.
How-to · critique & review · agents
29 Sep · 10
Design Outcomes
Good Isn't Great
Leonardo De La Rocha · 26 September 2026
A designer fixed a billing problem for clinicians in an afternoon with an AI coding agent, and his design lead used the review to take it from good to great.
How-to · critique & review · roles
28 Sep · 03
Elevate
The Code Nobody Reads
Addy Osmani · 28 September 2026
Addy Osmani withdraws his advice to read every line of AI-written code and proposes automated review of every change, human review matched to risk, and a person approving every merge.
Company story · critique & review · roles
28 Sep · 06
Microsoft Inside Track
From the field: How agentic AI is reshaping adoption at Microsoft
Poly Palaiogeorgou · 24 September 2026
Microsoft reports that staff in its Europe South region now take up AI agents without being pushed, and that the hard part has moved to governing them.
Company story · agents · critique & review
26 Sep · 03
Cursor
Bots for the last mile: Rollouts, Security Review
Rustam Lalkaka · 23 September 2026
Cursor launched two AI bots for the work after a code change is proposed: one plans and watches the release, and one reviews every change for security flaws.
Company story · agents · critique & review
24 Sep · 03
Lenny's Newsletter
How I AI: Meta's Muse review + How Warp ships 2,000 PRs a month with AI factories
Lenny Rachitsky · 21 September 2026
Warp, which makes tools for software teams, lets the person who asked its AI agent for a code change review that change, instead of waiting for a separate reviewer.
Company story · critique & review · roles
22 Sep · 01
Bolt Labs
Design engineering at Bolt: shipping components with AI agents
Burak Özdemir · 17 September 2026
At Bolt, designers now build interface components with AI agents directly in the library that ships, and engineers review those components instead of rebuilding them.
Company story · design systems · handoff
22 Sep · 04
Design Outcomes
The Bottleneck Moved to Review
Leonardo De La Rocha · 19 September 2026
When designers at Leonardo De La Rocha's company began making code changes with AI agents, the review broke down, so he set out who reviews them and to what standard.
Company story · critique & review · roles
21 Sep · 01
The Product Picnic
Assigning agency to AI means surrendering your own
Pavel Samsonov · 20 September 2026
Pavel Samsonov argues that treating an AI model as a colleague lets people hand over work nobody has checked, and that whoever hands it over stays responsible for it.
Company story · roles · agents
21 Sep · 02
GitHub Blog
Should you read the code, is RAG dead, and did Skills kill MCP?
GPS (@madebygps) · 18 September 2026
A GitHub developer advocate argues that people must still review code written by AI, with effort matched to the risk, until they can explain and own the result.
Company story · critique & review
21 Sep · 03
DataHub
What Shipping an AI Agent to 16,000 People Taught Me About Reviewing One
Ananya Das · 17 September 2026
Ananya Das, an intern at DataHub, tested a support agent before its release and found that an unchecked human review had made the agent look worse than it was.
Company story · critique & review
18 Sep · 01
The Pragmatic Engineer
Inside OpenAI's agentic software factory
Gergely Orosz · 15 September 2026
Gergely Orosz describes how OpenAI builds software with its coding agent Codex: people define the problem, agents write and review the code, and high-risk changes can require a person's review.
Company story · agents
17 Sep · 01
Vercel
How Delphi ships 100 times a day with its Python backend on Vercel
Susan Aziz and Kevin Sundstrom · 15 September 2026
Delphi, a company with ten engineers, ships to production over 100 times a day and first sees its AI agents' work on live preview links, according to Vercel.
Company story · prototyping
17 Sep · 04
Nielsen Norman Group
AI Can Help Write an Article, but It Can't Stand Behind It
Raluca Budiu · 11 September 2026
Raluca Budiu, an editor at Nielsen Norman Group, explains that the firm uses AI to write and critique articles, but only a human expert decides whether it publishes them.
Company story · critique & review
16 Sep · 01