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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

Democratic governance of frontier AI, part II: Empowering cyber defenders

https://openai.com/index/empowering-cyber-defenders/
1•louiereederson•1m ago•0 comments

High-Priced Chips in Warehouses: Nvidia's Big Con?

https://cepr.net/publications/high-priced-chips-in-warehouses-nvidias-big-con/
1•DeepLogin•1m ago•0 comments

Hospitals Solved Agent Handoffs

https://jw.hn/agent-handoffs
1•jwpapi•3m ago•0 comments

Stay Human

https://stay-human.sofialiguori.com/
1•saikatsg•4m ago•0 comments

You Can't Solve AI Risk Without Solving the AI Evidence Problem

https://www.techpolicy.press/you-cant-solve-ai-risk-without-solving-the-ai-evidence-problem/
1•paimapi•5m ago•0 comments

Google staff resign in backlash over its AI contracts with military

https://www.bbc.com/news/articles/cmreyvepnv0po
8•saikatsg•6m ago•0 comments

Claude Duet

https://claude.com/product/claude-duet
6•kuberwastaken•6m ago•1 comments

Google's Rust Style Guide

https://google.github.io/styleguide/rustguide.html
2•kaycebasques•8m ago•0 comments

Expose only share links of a private service with caddy

https://dataswamp.org/~solene/2026-10-21-caddy-forward-auth-public-share-links.html
1•speckx•10m ago•0 comments

The explosive claim that's upended the AI world

https://www.technologyreview.com/2026/10/19/1147149/we-were-looking-at-it-wrong-the-explosive-cla...
2•digital55•11m ago•0 comments

Show HN: AI Agent Security Audit Console – offline audit in 15 min

https://theaioperatorstore.gumroad.com/l/uszyx
1•theaioperator•14m ago•0 comments

NLnet Publishes More Stringent Generative AI Policy

https://nlnet.nl/news/2026/20261020-AI-policy.html
1•enriquelop•14m ago•1 comments

Texas Continued Data Center Permitting After the Governor's Pause

https://fractracker.org/2026/10/texas-data-center-permits-after-governor-halt/
1•DeepLogin•17m ago•0 comments

Show HN: Whospair – a serverless Android messenger over Tor, with voice calls

https://github.com/Whospr/Whospair
1•whospair•17m ago•0 comments

Humans first wore clothing 170k years ago (2011)

https://www.nbcnews.com/id/wbna40965564
2•Tomte•18m ago•0 comments

AI Hasn't Spurred Widespread Layoffs Yet. Why Not?

https://www.library.hbs.edu/working-knowledge/ai-hasnt-spurred-widespread-layoffs-yet-why-not
1•password54321•18m ago•0 comments

Tech billionaires are disrupting biomedical science

https://www.nature.com/articles/d41586-026-03311-9
1•digital55•18m ago•0 comments

Show HN: I built a PHP2Shell tracker with hourly global updates

https://php2shell.uk/
1•hikerell•18m ago•0 comments

GitLab CVSS 10.0 Integer Overflow issue

https://docs.gitlab.com/releases/patches/patch-release-gitlab-19-5-1-released/
3•artooro•19m ago•0 comments

90% of My Skills Are Now Worth $0 – By Kent Beck (2023)

https://newsletter.kentbeck.com/p/90-of-my-skills-are-now-worth-0
1•fagnerbrack•19m ago•0 comments

DMS 2.0: DankMaterialShell is now Dux Shell

https://duxlabs.dev/blog/v2-0-release
3•phren0logy•20m ago•0 comments

Potential third critical PHP CVE

https://elk.zone/m.webtoo.ls/@elise@katze.sh/117479383721672027
2•mpaepper•22m ago•0 comments

Does a Form 144 filing mean the stock will drop? Evidence from 75,654 notices

https://equibles.com/research/does-a-form-144-filing-mean-the-stock-will-drop-evidence-from-75-65...
1•daniel3303•23m ago•0 comments

PHP Vulnerability – Helper Tool

https://speedbits.io/products/infinity-tools/
1•mrw381•23m ago•1 comments

Flint 40B: Frontier Local LLM (Fast 125 Tps on MacBook)

https://twitter.com/RichardSocher/status/2112944385415426249
2•debdut•23m ago•0 comments

Running ClickHouse on Nvidia Vera CPU

https://clickhouse.com/blog/clickhouse-performance-on-nvidia-vera
1•zX41ZdbW•25m ago•0 comments

xkcd: Vulnerability

https://xkcd.com/3314/
6•tnosirrah•25m ago•0 comments

Show HN: I built ESP32-S3 LED tubes for live coding

https://github.com/genbs/reactive-leds
3•genbs•25m ago•0 comments

Ask HN: How long before we use AI to hack John Deere or our Cars?

1•BizarroLand•26m ago•1 comments

Show HN: Word Press Function Trivia

https://wordpress.greg.technology/
1•gregsadetsky•26m ago•0 comments