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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

If AI companies avoid AI slop, shouldn't we?

https://www.machinesociety.ai/p/if-ai-companies-avoid-ai-slop-shouldnt
2•mikelgan•4m ago•1 comments

Patreon Lays Off 20 Percent of Its Workforce

https://www.404media.co/patreon-lays-off-20-percent-of-its-workforce/
5•cdrnsf•16m ago•0 comments

Saying Goodbye to My Office

https://manilsuri.substack.com/p/on-saying-goodbye-to-my-office
4•tzury•18m ago•0 comments

Palo Alto Networks Plans to Buy Embrace in Observability Push

https://www.morningstar.com/news/dow-jones/202607219336/palo-alto-networks-plans-to-buy-embrace-i...
2•pranay01•22m ago•0 comments

Measuring the Performance Cost of High Availability in Postgres

https://clickhouse.com/blog/postgresbench-ha
3•saisrirampur•25m ago•0 comments

Middleware that catches when LLM conversations slowly drift off-topic

https://github.com/ojki74/hallucinatoff
1•ojki•29m ago•0 comments

Feral cats fail at urban rodent control (2018)

https://wildlife.org/rats-feral-cats-fail-at-urban-rodent-control/
2•vector_spaces•30m ago•0 comments

Now on the American Road: Bulletproof Cars

https://www.nytimes.com/2026/07/20/style/armored-cars-bulletproof-american-drivers.html
1•bookofjoe•30m ago•1 comments

The Visual 6502

http://visual6502.org/JSSim/index.html
2•infiniteregrets•32m ago•0 comments

How working out at the gym replaced the home improvement project

https://www.cnn.com/2026/07/23/business/gyms-millennials-gen-z-equinox
1•mooreds•35m ago•0 comments

China won the car wars with cheap EVs loaded with technology

https://www.rnz.co.nz/news/world/782063/how-china-won-the-car-wars-with-cheap-evs-loaded-with-tec...
11•billybuckwheat•40m ago•1 comments

The Online MBA

https://theonline.mba
2•multiplesauces•40m ago•1 comments

The Elm Architecture, Without Elm

https://bichanna.github.io/posts/tea-time/
3•theanonymousone•40m ago•0 comments

Sherlock Search – find anyone by photo

https://sherlocksearch.net
1•thefirstname322•41m ago•0 comments

AI bet goes awry: Oracle fires 21,000 employees

https://www.jpost.com/business-and-innovation/tech-and-start-ups/article-903442
4•willmarch•42m ago•1 comments

About 1 in 4 workers keep unwanted jobs for health insurance, poll finds

https://www.washingtonpost.com/business/2026/07/24/about-1-4-workers-keep-unwanted-jobs-health-in...
3•bookofjoe•45m ago•1 comments

Show HN: Verified B2B leads with the reason to reach out now

https://madleadz.com/
1•not_wowinter14•45m ago•0 comments

CodeCrafters – Build Your Own <X> repo

https://github.com/codecrafters-io/build-your-own-x
2•matthberg•45m ago•0 comments

Ukraine's Kill Zone

https://www.reuters.com/graphics/UKRAINE-CRISIS/KILL-ZONE/znpnojmknvl/
6•mathgenius•48m ago•0 comments

There isn't a single consumer Wi-Fi router that is 100% American-made

https://www.engadget.com/2218707/no-100-percent-american-made-wifi-router/
1•speckx•49m ago•0 comments

OpenAI's Dean Ball on Chinese Open-Weight Models

https://twitter.com/deanwball/status/2078133895766114412
3•matt_daemon•50m ago•0 comments

India's CJP Protests Meet Internet Shutdowns and Pervasive Surveillance

https://www.techpolicy.press/indias-cjp-protests-meet-internet-shutdowns-and-pervasive-surveillance/
2•sid_talks•52m ago•0 comments

Canva uses S3 for logged-in session management

https://www.canva.dev/blog/engineering/session-revocations-at-scale/
3•birdculture•53m ago•0 comments

Quick Followup on the Truth Social Thing

https://www.businesslawprofessors.com/2026/07/quick-followup-on-the-truth-social-thing/
4•petethomas•53m ago•0 comments

Ask HN: What Linux distro do you daily drive?

7•addajones•53m ago•8 comments

FreeBSD ports frozen after someone commits the 150MB Linux Copilot binary

https://www.osnews.com/story/145593/freebsd-ports-frozen-after-someone-commits-the-entire-150mb-l...
2•iamnothere•54m ago•0 comments

Light Flip Phone

https://www.thelightphone.com/lightflip
4•agilek•56m ago•0 comments

Recent Modeling Systematically Underestimates Warming from IMO2020 Shipping Regs

https://egusphere.copernicus.org/preprints/2026/egusphere-2026-2654/
1•littlexsparkee•56m ago•0 comments

A DEX aggregator whose quotes are computed on-chain (free API, no key)

https://blazephoenix.xyz/
1•mitraxyz•56m ago•1 comments

Show HN: SQL service for tables with billions of rows or up to 1M columns

2•synsqlbythesea•59m ago•1 comments