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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

Meta's custom transport protocol embraces packet chaos to boost AI throughput

https://www.sdxcentral.com/news/metas-custom-transport-protocol-embraces-packet-chaos-to-boost-ai...
1•oavioklein•1m ago•0 comments

Black hole singularity is a surface not a point

https://arxiv.org/abs/2608.21590
1•raattgift•1m ago•0 comments

The Download: smarter AI in schools, and a robot "carnival" in Shanghai

https://www.technologyreview.com/2026/08/25/1142909/the-download-smarter-ai-in-schools-robot-carn...
1•joozio•1m ago•0 comments

Is Foodnevercomes.com a Stolen Idea?

https://dopamine-hits.fandom.com/음식만안와요
1•dhffl•3m ago•1 comments

AI payment rails exist. The rules for dividing value do not (SSRN 7321561)

https://ssrn.com/abstract=7321561
1•MECIP_Protocol•4m ago•0 comments

A new ceiling for Λ: the de Bruijn–Newman constant is at most 0.1787854

https://www.judegomila.com/posts/riemann-lambda-0.1787854
1•judegomila•4m ago•0 comments

Apple's on-device model takes no images. I measured what that rules out

https://tidymacapp.com/on-device-model-takes-no-images
1•sdiazthomas•4m ago•0 comments

Water Behind the Watts: The Hidden Risk of Powering Data Centers

https://www.ceres.org/resources/reports/water-behind-the-watts-the-hidden-risk-of-powering-data-c...
1•hn_acker•5m ago•0 comments

Waymo Is Coming to the EU

https://www.reuters.com/technology/waymo-begin-testing-autonomous-vehicles-munich-2026-08-25/
1•cwoebker•5m ago•0 comments

How the Legal System Is Ruining Plants [video]

https://www.youtube.com/watch?v=ZNWmy0CKePc
1•Teever•6m ago•0 comments

Skinner Box: How to Control People Habits and How Games Abuse This

https://steemit.com/gaming/@ahmadmanga/skinner-box-how-to-control-people-habits-and-how-games-abu...
1•Bluestein•7m ago•0 comments

Orbs

https://ampcode.com/notes/orbs-explained
1•tosh•7m ago•0 comments

Show HN: Typeclip – types your clipboard like a human, for screen recordings

https://github.com/cssllcio/typeclip
2•izenme•7m ago•0 comments

The AI Trade Is Becoming a Macro Trade

https://www.emergingtrajectories.com/lh/ai-trade-is-macro/
1•cl42•8m ago•0 comments

Understanding Server-side Commercial Fingerprinting [pdf]

https://www.sysnet.ucsd.edu/~voelker/pubs/server-fp-www26.pdf
1•bobbiechen•8m ago•0 comments

Turn your IG posts into T shirts

https://omeweed.com/creators
1•mmorga71•9m ago•0 comments

My Friend Aaron

https://rorz.io/writing/my-friend-aaron
4•sarreph•10m ago•1 comments

Intelligence Is the Primitive. Applications Are the Diffusion Layer

https://www.a16z.news/p/intelligence-is-the-primitive-applications
1•7777777phil•11m ago•0 comments

LatticeDB – Like SQLite but for graph databases

https://github.com/jeffhajewski/latticedb
3•smiths1999•12m ago•1 comments

I made an autonomous quadcopter for safely capturing drones over prisons etc. [video]

https://www.youtube.com/watch?v=u2dsefy-Dsc
2•avolare•13m ago•0 comments

Show HN: Is this the limit of what a solo founder can build?

https://limitpixel.com/
1•truth_behold•13m ago•1 comments

I made a list of developer programs

https://pran.sh/blog/awesome-developer-programs
1•snorlaxmorlax•16m ago•0 comments

Freedom to Handcraft Software

https://rohanrd.mataroa.blog/blog/freedom-to-handcraft-software/
1•quaintdev•18m ago•0 comments

Do Minimum Wages Help Workers in Poor and Low-Income Families?

https://www.nber.org/papers/w35628
1•paulpauper•18m ago•0 comments

Disabling the lid sensor on a ThinkPad P14s Gen4

https://blog.melnib.one/2026/08/23/disabling-the-lid-sensor-on-a-thinkpad-p14s-gen4/
1•speckx•19m ago•0 comments

Show HN: Offer discounts and get more visitors

https://outdiscount.lol/
1•devarifhossain•19m ago•0 comments

Re: Re: Re: Pritchard on Liberal Happiness

https://www.astralcodexten.com/p/re-re-re-pritchard-on-liberal-happiness
1•paulpauper•19m ago•0 comments

Fake GTA 6 Extended Look and demo sites deliver an infostealer

https://www.malwarebytes.com/blog/threat-intel/2026/08/fake-gta-6-extended-look-and-demo-sites-de...
1•Alephinitesimal•19m ago•0 comments

Programmer Science Fiction

https://stoates.substack.com/p/programmer-science-fiction
1•paulpauper•19m ago•0 comments

A hosted platform for Epic Game's lore VCS

https://lorepit.com/
1•forelle2•21m ago•1 comments