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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•8mo ago

Comments

anuragdt•8mo 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•8mo 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•8mo 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

What Happened in 2025

https://avc.xyz/what-happened-in-2025
1•wslh•6m ago•0 comments

Cinderella Stamp

https://en.wikipedia.org/wiki/Cinderella_stamp
2•bookofjoe•9m ago•0 comments

Show HN: LeadSynth – Capture leads at the exact moment they're looking

https://www.leadsynthai.app/
1•datamine007•10m ago•1 comments

Securing MCP Infrastructure

https://aliparnan.com/blog-mcp-security.html
1•aliparnan•20m ago•0 comments

Nokia went from iPhone victim to $1B Nvidia deal

https://www.ft.com/content/0a07cbc3-dac4-4b89-9f26-038deb833060
1•mmarian•21m ago•1 comments

Fountain pens are enjoying a revival among the digital generation

https://www.theglobeandmail.com/life/social-trends/article-fountain-pens-are-enjoying-a-revival-a...
1•pseudolus•21m ago•1 comments

One Number I Trust: Plain-Text Accounting for a Multi-Currency Household

https://lalitm.com/post/one-number-i-trust/
1•todsacerdoti•22m ago•0 comments

Starlink 2025 Progress Report

https://starlink.com/progress
1•davidgh•23m ago•0 comments

Dembrandt – Extract Design Systems in Seconds

https://www.dembrandt.com/
1•s4i•24m ago•0 comments

Corroded: Illegal Rust

https://github.com/buyukakyuz/corroded
1•christoph-heiss•31m ago•0 comments

Shipping publicly taught me more than months of "preparing to launch"

https://www.google.com/search?q=site:vect.pro&sca_esv=6ac9360805b83292&prmd=ivns&sxsrf=AE3TifMYbm...
1•afrazullal•32m ago•0 comments

Show HN: I built a weather alert system for photographers

https://app.photoweather.app/demo/live-demo
2•pontussw•33m ago•1 comments

AI and Open Source: A Maintainer's Take (End of 2025)

https://st0012.dev/ai-and-open-source-a-maintainers-take-end-of-2025
1•st0012•35m ago•2 comments

An LLM-Driven Multi-Agent Framework for Telescope Proposal Peer Review

https://arxiv.org/abs/2512.24754
1•TMEHpodcast•42m ago•0 comments

Instagram boss says the platform's polished feed is 'dead' thanks to AI

https://www.businessinsider.com/instagram-head-ai-images-polished-feed-dead-adam-mosseri-2026-1
2•pseudolus•43m ago•1 comments

The Accountability Trap: Why School Systems Abandon Gifted Students

https://wendyx3.substack.com/p/the-accountability-trap-why-school
1•barry-cotter•44m ago•1 comments

We've made an Open Source video platform

https://www.boostervideos.net
1•machimilah•45m ago•1 comments

Critique of Techno-Feudal Reason (2023) [pdf]

https://eclass.uoa.gr/modules/document/file.php/ECON969/Evgeny%20Morozov%20-%20Critique%20of%20Ne...
2•wslh•45m ago•0 comments

Destroying x86_64 instruction decoders with differential fuzzing

https://blog.trailofbits.com/2019/10/31/destroying-x86_64-instruction-decoders-with-differential-...
1•fanf2•45m ago•0 comments

Games in PostScript [pdf]

https://seriot.ch/ps_talk/gambiconf.pdf
2•beefburger•47m ago•0 comments

Brazil's largest lottery prize ever delayed due to 125k bets per second

https://manualdousuario.net/en/brazils-largest-lottery-prize-ever-postponed/
2•rpgbr•47m ago•0 comments

The NYC subway station chosen for Mamdani's swearing-in

https://www.npr.org/2025/12/31/nx-s1-5662726/mamdani-nyc-subway-station-history
2•wslh•49m ago•1 comments

Snoop Project Update (search for usernames on 5k websites)

https://github.com/snooppr/snoop/blob/master/README.en.md
1•zaharqoops•50m ago•0 comments

A Declaration of Interdependence

https://github.com/experimental-123/doi-2026
2•engiserstakr•51m ago•0 comments

Clojure: Transducers

https://clojure.org/reference/transducers
1•tosh•53m ago•0 comments

Real-life experiment shows Bohr was right in theoretical debate with Einstein

https://phys.org/news/2025-12-real-life-niels-bohr-theoretical.html
3•pseudolus•54m ago•0 comments

Meta made scam ads harder to find instead of removing them

https://sherwood.news/tech/rather-than-fully-cracking-down-on-scam-ads-meta-worked-to-make-them-h...
6•wtcactus•58m ago•0 comments

China's first real gaming GPU is here, benchmarks are brutal

https://www.howtogeek.com/are-chinese-gpus-coming-to-eat-nvidias-lunch/
3•msolujic•1h ago•0 comments

The Graphics Chip Chronicles

https://www.electronicdesign.com/graphics-chip-chronicles
2•jnord•1h ago•0 comments

Nvidia to buy AI21 Labs for $3B

https://www.reuters.com/business/nvidia-advanced-talks-buy-israels-ai21-labs-up-3-billion-report-...
2•warthog•1h ago•0 comments