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Ask HN: Is agent-driven QA a thing?

1•straydusk•1h ago
TDD has become the default workflow for AI coding agents, for a lot of reasons.

Something I recently started doing that I really like is, when building a feature, I write acceptance criteria and then I make sure the agents have everything they need to do QA and verify it themselves. The main difference from before is that instead of QAing it myself (which I still do but it's almost always working), the agent can exercise the whole flow itself and verify the acceptance criteria. It takes more work because I often have to set up MCPs, accounts, credentials, etc - but the output is better.

My question... do people have good approaches to this? Is this a common workflow? I see some of this conversation called harness engineering; I see some called feedback-loop engineering; I see some startups (Shiplight AI, Autosana, Ranger). I'm trying to find more discussion & best practices here, and see how others are thinking about this.

I built a pixel oven that tells you if you're cooked

https://broamicooked.com/
1•HealthAI47•1m ago•0 comments

Ask HN: What are the most joyful AI projects you've seen?

1•adagradschool•3m ago•1 comments

San Francisco's housing market has lost its mind

https://techcrunch.com/2026/05/08/san-franciscos-housing-market-has-lost-its-mind/
1•littlexsparkee•5m ago•0 comments

Iran war's global energy crisis sharpens China's advantage in clean tech

https://apnews.com/article/iran-middle-east-war-energy-asia-china-05d198d6e8dc99d0209dddfff26ae52a
1•breve•13m ago•0 comments

Reduce friction and latency for long-running jobs with Webhooks in Gemini API

https://twitter.com/GoogleAIStudio/status/2051421109506228656
1•gmays•19m ago•0 comments

Pushing Local Models with Focus and Polish

https://lucumr.pocoo.org/2026/5/8/local-models/
1•wrxd•20m ago•0 comments

Show HN: [Video] Tribute to LLM releases in April 2026

https://www.youtube.com/watch?v=uu5ffMH_X9w
1•everlier•24m ago•0 comments

The FCC Wants Your ID Before You Get a Phone Number

https://reclaimthenet.org/the-fcc-wants-your-id-before-you-get-a-phone-number
7•bilsbie•28m ago•1 comments

You Might Be a Late Bloomer (2024)

https://www.theatlantic.com/ideas/archive/2024/06/successs-late-bloomers-motivation/678798/
2•breve•29m ago•0 comments

The Tax of Living in a Low-Trust Society: How Collapsed Trust Costs You

https://yourbrainonmoney.substack.com/p/low-trust-society-cost
9•ot•31m ago•0 comments

U.S. Schools Face a Crisis as the Number of Children Drops

https://www.nytimes.com/2026/05/08/upshot/public-schools-enrollment-crisis.html
4•Teever•32m ago•0 comments

Grafting a Speech Head onto Gemma 4 E4B

https://www.frisson-labs.com/gemma4-e4b-architecture
1•ymaws•38m ago•1 comments

Tesla Model Y Passes NHTSA's New 'Advanced Driver Assistance System' Tests

https://www.nhtsa.gov/press-releases/tesla-model-y-first-vehicle-pass-nhtsa-new-advanced-driver-a...
20•amanaplanacanal•39m ago•8 comments

US Salary Explorer

https://corvi.careers/salary-explorer/
1•sp1982•43m ago•0 comments

I built a alternative market I fixed what Gumroad coudnt do

https://BuyAndSell.market
1•Zophos•43m ago•0 comments

Show HN: CADara – I made an open-source in-browser CAD

https://cadara.app
6•ttouch•50m ago•1 comments

Ask HN: How to do a Personal health audit

1•preciousoo•52m ago•1 comments

Vedit – Git-style version control for video timelines

https://github.com/explicit09/vedit
2•tadies09•55m ago•0 comments

Show HN: Run and debug ThingWorx services locally with TypeScript

https://github.com/ssilvestri15/thingworx-local-dev
1•simonesilve•57m ago•0 comments

RISC-V Server Platform Spec Ratified

https://github.com/riscv-non-isa/riscv-server-platform/releases/tag/v1.0
4•fork-bomber•1h ago•0 comments

Show HN: I mirrored war.gov's UAP archive in pure Rail with verifiable bytes

https://ledatic.org/aliens
2•zem0g•1h ago•0 comments

Context-compiler: graph-based code retrieval for Claude Code

https://github.com/bytewise-ca/claude-context-compiler
1•sumeshpk•1h ago•0 comments

DeepSeek Seeks Funding at $45B Valuation as China Backs Homegrown AI Rival

https://theaiinsider.tech/2026/05/08/deepseek-seeks-first-outside-funding-at-45b-valuation-as-chi...
2•nsoonhui•1h ago•0 comments

Jetro – JSON query engine for Rust (jq-like DSL with compilation and VM)

https://github.com/mitghi/jetro
2•mitghi•1h ago•0 comments

The Chinese Realtime Deepfake Software Powering Scams Around the World

https://www.404media.co/hello-boss-inside-the-chinese-realtime-deepfake-software-powering-scams-a...
3•SpyCoder77•1h ago•1 comments

New anti-tank round punches through high-tech explosive armor

https://newatlas.com/military/saab-anti-tank-round-defeats-high-tech-explosive-armor/
9•breve•1h ago•0 comments

Using Claude Code: The Unreasonable Effectiveness of HTML

https://x.com/trq212/article/2052809885763747935
1•malshe•1h ago•0 comments

Brembo's fluid-free electronic braking system is coming to a car near you

https://newatlas.com/automotive/brembo-fluid-free-electronic-braking-system-sensify-production/
9•breve•1h ago•0 comments

Canada and US income tax and RSU calculator and comparison

https://takehome.tax
1•ccnomas•1h ago•0 comments

Missing information can misinform

https://today.ucsd.edu/story/missing-information-can-misinform
1•hhs•1h ago•0 comments