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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

The Labor Market for Recent College Graduates

https://www.newyorkfed.org/research/college-labor-market#--:explore:outcomes-by-major
1•birdculture•18s ago•0 comments

Advancing Coding in Low-Resource Programming Languages

https://openai.com/index/low-resource-programming-languages/
1•tech234a•1m ago•0 comments

Software Will Eat Software (2020)

https://www.readmargins.com/p/software-will-eat-software-in-a-remote
1•dzonga•2m ago•0 comments

Blocking Identity Resolution Infrastructure

https://webkit.org/blog/18438/blocking-identity-resolution-infrastructure/
1•wondersky•5m ago•0 comments

Dayfly Mail – Free temporary inbox with selectable lifetime (10M to 3D)

https://dayfly.email/en
1•xianye•7m ago•0 comments

Tell HN: PagerDuty incident causing repeated alerts/escalations

https://status.pagerduty.com/posts/details/PX0PUSQ
1•gtirloni•8m ago•1 comments

Who Verifies the Agents?

https://commentary.dev/blog/who-verifies-the-agents
1•Bootstrapper909•10m ago•0 comments

Show HN: Spacebar – Preview .sqlite3, .geojson, .ipynb and more in the Finder

https://spacebar.greg.technology/
1•gregsadetsky•11m ago•0 comments

Japanese players liken Tekken rollback mod to serious crimes, playerbase split

https://www.ign.com/articles/japanese-tekken-players-are-likening-tekken-6s-rollback-netcode-mod-...
2•anigbrowl•14m ago•0 comments

Elysia 2.0 RC: Rebuilding a JavaScript framework from scratch

https://next.elysiajs.com/blog/elysia-20-rc/
1•saltyaom2•14m ago•1 comments

PyTorch-native TPU back end for vLLM

https://github.com/vllm-project/vllm-torchtpu
1•zniturah•15m ago•0 comments

Profiling the Attack Surface of AI Agent Skills

https://arxiv.org/abs/2610.19264
1•ratneshiiita•16m ago•0 comments

Cronomonitor.com Is Now Live

https://cronomonitor.com
1•iambenc•16m ago•1 comments

Elias in the Lighthouse, Again? Diagnosing Low Diversity in LLM Stories

https://arxiv.org/abs/2605.26492
2•gradus_ad•16m ago•0 comments

No Linus Torvalds, you are not just using a new and interesting tool

https://unixdigest.com/articles/no-linus-torvalds-you-are-not-just-using-a-new-and-interesting-to...
2•iio7•17m ago•0 comments

An ad-free Android TV

https://cretezy.com/2026/ad-free-android-tv
1•CraftThatBlock•17m ago•0 comments

The Singularity: a philosophical analysis [pdf]

https://consc.net/papers/singularity.pdf
2•measurablefunc•19m ago•0 comments

Greg Abbott raked in $9M from data center-related donors

https://www.texastribune.org/2026/10/19/greg-abbott-data-center-donors-texas/
2•DeepLogin•20m ago•0 comments

EFF Launches Privacy Badger for Safari on macOS

https://www.eff.org/deeplinks/2026/10/announcing-privacy-badger-safari-macos
2•DeepLogin•23m ago•0 comments

Mission blasts off for Mars to grab a piece of its moon

https://www.bbc.com/news/articles/cmvgxvkv54w1o
2•tagawa•24m ago•0 comments

Show HN: barn.app – a digital stream deck like agent monitoring tool for macOS

https://barn.ope.cool
1•TheGoodBarn•24m ago•0 comments

Richard Riehle, prolific actor from 'Office Space', dies at 78

https://www.yahoo.com/entertainment/celebrity/article/richard-riehle-prolific-character-actor-kno...
4•bigwheels•27m ago•3 comments

MLIR CodeGen Dialects for Machine Learning Compilers (2022)

https://www.lei.chat/posts/mlir-codegen-dialects-for-machine-learning-compilers/
1•peter_d_sherman•27m ago•1 comments

What happened to open weights models?

1•sparse-Matrix•28m ago•0 comments

A Russian satellite is stalking a U.S. spacecraft in orbit. Experts are worried

https://www.scientificamerican.com/article/alarm-grows-over-russian-satellites-provocative-approa...
2•tusslewake•29m ago•0 comments

Universal Basic AI

https://www.bloomberg.com/opinion/newsletters/2026-10-19/universal-basic-ai
1•ent101•30m ago•0 comments

Show HN: Open-source AAS digital twin studio with live PLC data collection

https://github.com/waceinc/vexplor-aas
1•effectsno1•32m ago•0 comments

Caching in Gemini 4 Argon has some quirks

https://www.induction.ai/blog/caching-in-gemini-4-argon
2•bleonard•35m ago•0 comments

Jev Helps Multiplayer AI

https://www.runtype.com/blog/jev-in-the-group-chat
1•bookernath•36m ago•0 comments

Serverless LibSQL

https://layerbase.com/db/libsql
1•cs1996•36m ago•0 comments