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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

Can a Million AI Agents Create Superintelligence?

https://www.noahpinion.blog/p/can-a-million-ai-agents-create-superintelligence
1•speckx•31s ago•0 comments

Summonos: An omarchy-inspired macOS environment

https://github.com/RohiRIK/SummonOS
1•RohiRik•2m ago•0 comments

Deriving Efficient Hardware in the Bluespec Style

https://stng.substack.com/p/deriving-efficient-hardware-in-the
1•matt_d•3m ago•0 comments

What Shall I Teach My Son?

https://stevekrouse.com/ends
2•Curiositry•3m ago•0 comments

Redux, docs, and career advice with Mark Erikson

https://www.youtube.com/watch?v=oKFAFAU50sA
1•jdauriemma•4m ago•0 comments

My coding agent deleted a project without asking. The audit log says I did it

https://zabta.ai/blog/my-coding-agent-deleted-a-project
3•Regzaar•5m ago•0 comments

MSP 101: Simply Typed Lambda Calculus [video]

https://www.youtube.com/watch?v=lluk5MOrtHM
1•matt_d•5m ago•0 comments

Blanets and Weird Worlds

https://www.antipope.org/charlie/blog-static/2026/10/bizarre-blanets-and-other-weir.html
2•dan-bailey•6m ago•0 comments

Amazon ECS Gateway: A fully-managed ingress solution for ECS services

https://aws.amazon.com/blogs/aws/introducing-amazon-ecs-gateway-a-fully-managed-ingress-solution-...
1•ilreb•6m ago•0 comments

Show HN: FacilisCam, Android camera in one line of code

https://github.com/al3j4ndrolm/FacilisCam
1•lopezalejandro•6m ago•0 comments

How a Differential Works

https://www.autotechart.com/how-it-works/differential/
1•at1as•6m ago•0 comments

Phalanx CIWS Defense Simulator

https://ciws.obliscence.com/
1•mik3y•7m ago•0 comments

Show HN: Open-source edge data governance library

https://www.csvpath.org
1•djekershaw•8m ago•0 comments

Language models can learn to tell when their activations are being read

https://github.com/SauersML/watching
1•torsi0n•8m ago•0 comments

Show HN: Vistas – slow-moving scenes generated by Opus 5.5

https://www.emergentmind.com/vistas
1•matt1•8m ago•0 comments

NPM and Left-Pad: Have We Forgotten How to Program? (2016)

https://web.archive.org/web/20160323230602/http://www.haneycodes.net/npm-left-pad-have-we-forgott...
2•Apocryphon•11m ago•0 comments

GPT-6.1 Terra is in a Microsoft PR

https://twitter.com/LuminaBench/status/2112189697388613850
1•theanonymousone•13m ago•0 comments

Announcements

https://www.anthropic.com/news/announcements
2•surprisetalk•13m ago•0 comments

From hackathon prototype to production ML: Building PredictPay at Affirm

https://tech.affirm.com/predictpay-from-hackathon-idea-to-smarter-payments-at-scale-a8dc7c3837db
2•alexanderstatni•14m ago•0 comments

Linux 7.4 Removing Its Broken and Rarely Touched Code for ARM64 Big Endian

https://www.phoronix.com/news/Linux-7.4-Removes-ARM64-BE
2•haunter•14m ago•0 comments

Omnii-1: a leap toward general biological intelligence

https://www.radicalnumerics.ai/blog/omnii-1
3•ilreb•14m ago•0 comments

AI's Midas problem: When code is free, features are worthless

https://thenewstack.io/ai-commoditizes-software-value/
1•theanonymousone•14m ago•0 comments

Who is Yuki Chen, China's 'superstar' hacker who just joined AI leader Z.ai?

https://www.scmp.com/tech/tech-trends/article/3371530/who-yuki-chen-chinas-superstar-hacker-who-j...
4•theanonymousone•15m ago•0 comments

Home-based coffee shops provide unique perks for owners and customers

https://www.marketplace.org/story/2026/10/19/microbusiness-programs-help-incubate-homebased-cafes
1•mooreds•15m ago•0 comments

A dispatch from China's most fashionable city

https://www.cnn.com/2026/10/20/style/shanghai-fashion-week-china-designers-art
1•mooreds•16m ago•0 comments

The Prompts Used by AI Reply Bots

https://twitter.com/simonw/status/2112541511032426857
3•bigwheels•16m ago•0 comments

A Google Interviewing Story (2007)

https://tyma.com/google-interviewing-story/
1•romanhn•16m ago•0 comments

Show HN: dp_intl – Gettext-compatible internationalization library for C++

https://danpla.github.io/dp_intl/
1•danpla•18m ago•0 comments

Benchmarking Bot Detection Systems Against Modern AI Agents in 2026

https://research.poh.org/bot-benchmarking-2026/
4•mdahardy•18m ago•0 comments

The Kevin Bacon

https://pudding.cool/2026/10/kevin-bacon/
1•xnx•19m ago•0 comments