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How HN: GreenTree – Cache test results by Git tree, not commit SHA

https://github.com/Reachpad/greentree
1•officezage•37s ago•0 comments

Context Bombs: stopping AI attackers in their tracks

https://agentic.tracebit.com/context-bombs/
1•decimalenough•1m ago•0 comments

What's New in Flutter 3.47

https://flutter.dev/blog/whats-new-in-flutter-3-47
1•gumby271•2m ago•0 comments

The Asset with No Line Item

https://medium.com/@alanscottencinas/the-asset-with-no-line-item-f17d0e657ea4
1•encinas88•4m ago•1 comments

Build Wide, Ship Narrow

https://adapt.com/blog/build-wide-ship-narrow
1•ashumz•4m ago•0 comments

The Wrong Defaults is why enterprise AI agents fail at adoption

https://imphan.substack.com/p/the-wrong-defaults-an-ai-agent-manifesto
2•pltc•6m ago•1 comments

Leeching Free Compute from Corporate Chatbots

https://www.youtube.com/watch?v=zYnoQxOZQ44
1•htk•7m ago•0 comments

Show HN: ponzy.io, a online multiplayer trading game in the browser

https://ponzy.io
1•ponzy_io•10m ago•0 comments

Pentagon missile buildup changing the factory floor

https://spacenews.com/pentagon-missile-buildup-changing-the-factory-floor/
1•defrost•11m ago•0 comments

Not Ready for Prime Time: The Current State of Legal Ethics and AI

https://www.techdirt.com/2026/08/12/not-ready-for-prime-time-the-current-state-of-legal-ethics-an...
1•hn_acker•12m ago•0 comments

White House Lifts Ban on TikTok from US Government Devices

https://www.bloomberg.com/news/articles/2026-08-11/white-house-lifts-ban-on-tiktok-from-us-govern...
1•mfiguiere•12m ago•0 comments

Apple Leasing Program

https://www.apple.com/shop/apple-upgrade
2•MehrdadKhnzd•12m ago•0 comments

White House Authorizes Private U.S. Companies to Hack Foreign Cybercrime Groups

https://www.whitehouse.gov/presidential-actions/2026/08/expanding-capabilities-to-combat-transnat...
4•iamronaldo•18m ago•0 comments

Cursor Design Mode

https://cursor.com/blog/design-mode
1•indigodaddy•19m ago•0 comments

Beyond the Backrooms: Creating Public Spaces to Be Less Liminal

https://www.calmtech.institute/post/beyond-backrooms-creating-public-spaces-to-be-less-liminal-an...
1•SLHamlet•20m ago•0 comments

Hong loses Wisconsin primary after late-night "human error" in Milwaukee

https://notthebee.com/article/francesca-hong-loses-wisconsin-primary-after-late-night-ballot-dump
1•bilsbie•21m ago•0 comments

The Bench as a Made Object.

https://idle.news/blog/the-bench-as-a-made-object/
1•bookofjoe•21m ago•0 comments

Principia Mathematica is modern and insightful

https://okmij.org/ftp/Computation/Impressions/PrincipiaMathematica.html
2•matt_d•22m ago•0 comments

Booksellers suspect AI firms are buying and then destroying rare books

https://arstechnica.com/tech-policy/2026/08/heres-a-balm-if-the-idea-of-destroying-books-to-train...
2•throw0101a•26m ago•0 comments

World Model Architectures: A Survey (2018–2026)

https://github.com/natemurthy/world-models
2•natemurthy•27m ago•1 comments

Who wants to fuck with Elon Musk?

https://www.cardsagainsthumanity.com/elonhasnofriends
13•embedding-shape•28m ago•1 comments

LiteLLM supply chain attack hit 2,488 organisations

https://twitter.com/IntCyberDigest/status/2087581727619162296
2•plurby•31m ago•0 comments

The tug-of-war between engagement and dysregulation

https://www.sciencedirect.com/science/article/pii/S0747563226001226
2•asoberbeck•34m ago•0 comments

Stealing Reasoning Traces from Proprietary LLM APIs

https://www.alphaxiv.org/abs/2608.09867
5•buredoranna•38m ago•0 comments

Show HN: WindStrap – Bootstrap 5.3.8 to Tailwind CSS Using DeepSeek V4 Flash

https://github.com/rip747/windstrap
2•thrownaway561•39m ago•0 comments

Why space is a terrible place to cool a data center

https://thenewstack.io/spacex-and-nvidias-orbital-ai-datacenter-fantasy/
10•CrankyBear•40m ago•1 comments

Show HN: A marketplace where AI agents buy services from AI agents

https://aaas-marketplace-1089237826218.asia-northeast1.run.app
4•mt2user•41m ago•3 comments

Talent Disrupted (2024)

https://www.strada.org/reports/talent-disrupted
2•toomuchtodo•41m ago•1 comments

Paper-mill papers peddled in ads were later published

https://www.science.org/content/article/hundreds-paper-mill-papers-peddled-ads-were-later-published
2•sbulaev•41m ago•0 comments

New 'treatment-first' addiction toolkit emphasizes faith, abstinence

https://www.statnews.com/2026/08/12/addiction-homelessness-hhs-toolkit-harm-reduction/
2•EA-3167•41m ago•0 comments
Open in hackernews

Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•1y ago

Comments

anuragdt•1y ago
Generating tests is good, but how to handle the updating tests? Also how will you handle the flakiness and side effects of AI models?
siddhant_mohan•1y ago
We handles flakiness with retries, smart waits, and isolation, while side effects are avoided using clean setups, teardowns, and state-safe mocks. Each tests scenarios are independent of each other and can be configured in a way to have prerequisite to setup the system and the post callback to cleanup the system

About updating test scenarios, we map it with your github commits and when a new commits come, we use the diff to figure out if tests failing are because of a bug or because of a new feature.

kshitijzeoauto•1y ago
It claims to plug into your CI pipeline, detect what changed, and generate relevant test cases using LLMs.

As someone who’s struggled with stale or missing tests—especially in fast-moving codebases—I find this idea quite compelling. But I’m also curious about how it handles:

Contextual understanding across large codebases (e.g., multiple modules touched in a PR) Avoiding flaky or non-deterministic tests Matching team-specific coding styles or conventions