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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

Alphabet in talks to acquire assistant startup Howie AI

https://www.axios.com/pro/merger-deals/2026/11/02/google-alphabet-howie-ai-assistant
1•simonpure•1m ago•0 comments

h1: A Taste of the Bitter Lesson in Automated Theorem Proving

https://arxiv.org/abs/2610.35962
1•matt_d•8m ago•0 comments

The Hitchhiker's Guide to Training on Compute Islands – Core Automation

https://www.coreauto.com/hitchhikers-guide-to-training-on-compute-islands
2•mkmk•8m ago•0 comments

Anthropic's growth just flattened (really)

https://www.regenerator1.com/p/anthropics-growth-just-flattened
3•cdrnsf•9m ago•0 comments

Shotwell-Bench: An annotation benchmark that accepts valid alternatives

https://shotwell.ai/blog/shotwell-bench/
1•aliabd•10m ago•0 comments

Turning elementary arithmetic into an enterprise-wide operational capability

https://fizzbuzz.biz/about/
1•cobbzilla•11m ago•0 comments

The SEC Should Block Anthropic's IPO to Protect the Public

https://www.techpolicy.press/the-sec-should-block-anthropics-ipo-to-protect-the-public/
4•cdrnsf•12m ago•0 comments

V100 SXM2 pinout and NVLink reference

https://github.com/pigeon-labs-stack/v100-sxm2-reference
1•airhangerf15•12m ago•0 comments

Internals of FP8 MMA on Hopper

https://simonveitner.substack.com/p/internals-of-fp8-mma-on-hopper
1•matt_d•13m ago•0 comments

The AI bubble could expose your deepest secrets

https://www.bbc.com/future/article/20261029-the-ai-bubble-could-expose-your-deepest-secrets
3•mrkn1•15m ago•0 comments

LLMs are not superhuman at reading and writing neural network weights

https://www.seangoedecke.com/llms-are-not-superhuman-at-reading-and-writing-neural-network-weights/
4•agrm•15m ago•0 comments

Most of our measures of a key cognitive process don't agree

https://arstechnica.com/science/2026/11/most-of-our-measures-of-a-key-cognitive-process-dont-agree/
2•rbanffy•17m ago•0 comments

The latency cost of hosting an API in India

https://latencyradar.com/learn/hosting-in-india-api-response-times/
1•marcascode•17m ago•0 comments

I discovered a sound that leaks your exact location (and it's everywhere) [video]

https://www.youtube.com/watch?v=UytYrhYLOKI&list=TLPQMDIxMTIwMjaw69sXf7oe4A&index=10
4•fortran77•21m ago•1 comments

Web host Squarespace lays off 19% of its employees

https://techcrunch.com/2026/11/02/web-host-squarespace-lays-off-19-of-its-employees/
3•bobbiechen•22m ago•3 comments

Making CUDA Checkpointing 15x Faster on a B300: A Worklog

https://maknee.github.io/blog/2026/Cuda-Checkpointing/
1•matt_d•23m ago•0 comments

Show HN: HackerProducts – HackerTube, but for products mentioned on HN

https://hackerproducts.pages.dev
1•bin01•25m ago•0 comments

Trump vows to protect Musk, floats pre-emptive staff pardons

https://www.forbes.com/sites/saradorn/2026/11/02/trump-says-he-might-pardon-musk-if-democrats-win/
4•TheAlchemist•25m ago•1 comments

Three Dots

https://randsinrepose.com/archives/three-dots/
1•mooreds•28m ago•0 comments

Apple reports fourth quarter results

https://www.apple.com/newsroom/2026/11/apple-reports-fourth-quarter-results/
7•mfiguiere•29m ago•0 comments

I'm Turning into a Project Manager

https://www.310networks.com/posts/im-turning-into-a-project-manager/
1•kookster310•30m ago•0 comments

Tariff talk on S&P 500 earnings calls fell 80%, and refunds now drive most of it

https://equibles.com/research/are-companies-still-talking-about-tariffs-evidence-from-4-952-s-p-5...
1•daniel3303•32m ago•0 comments

A benchmark of data-analysis traps for coding agents

https://github.com/boranfurkan/trustworthy-data-analysis
1•boranfurkan•33m ago•0 comments

How Open Models Win Against OpenAI and Anthropic [video]

https://www.youtube.com/watch?v=zsO5RktNB7k
1•pretext•34m ago•0 comments

On Learning and LLMs

https://julienvincent.io/posts/on-learning-and-llms
3•julienvincent•34m ago•0 comments

China publicly discloses plan for a lunar landing within three years

https://arstechnica.com/space/2026/11/china-releases-timeline-for-lunar-landing-on-the-moon-targe...
1•motionlessveloc•35m ago•1 comments

Why dogs catch yawns from their owners but not other dogs

https://www.economist.com/science-and-technology/2026/10/28/why-dogs-catch-yawns-from-their-owner...
1•vinni2•36m ago•0 comments

Who Powers the Token Economy?

https://hxu296.github.io/ai-compute-landscape/
1•hxu296•37m ago•0 comments

OAuth Client ID Metadata Document

https://oauth.net/2/client-id-metadata-document/
1•mooreds•37m ago•0 comments

Stop Hogging RAM You Monster

https://ramhogger.monster/
1•cooldevcoding•37m ago•1 comments