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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

PHP warns it plans to release 2 emergency patches imminently

https://arstechnica.com/security/2026/10/php-maintainers-tell-web-devs-to-prepare-themselves-for-...
1•jaredwiener•8m ago•1 comments

Giving AI video some Remembrance of things past

https://www.unite.ai/giving-ai-video-some-remembrance-of-things-past/
1•50kIters•9m ago•0 comments

Pragtical v3.14 Lua-based text editor adds menus, floating views, and sessions

https://pragtical.dev/blog/pragtical-v3140-release
1•rd07•9m ago•0 comments

MagicRoute: Routing Without Physical Routers

https://tailscale.com/blog/magicroute-beta
1•mfrw•13m ago•0 comments

World Classics: Modern Translations of the Iliad and Odyssey (EN, FR, DE, ES)

https://worldclassics.org/
1•epsteingpt•14m ago•1 comments

What Will Be Scarce

https://aleximas.substack.com/p/what-will-be-scarce
1•thewileyone•15m ago•0 comments

Omarchy made me rethink my Mac

https://cloudjourneyblog.rohi-lab.org/blog/summon-os
1•RohiRik•19m ago•1 comments

Static vs. dynamic tradeoffs – Rich Hickey (Clojure/Conj 2026) [video]

https://www.youtube.com/watch?v=P5eO7BNyJao
1•fmjrey•21m ago•1 comments

Claude Opus 5.5 finished Baldur's Gate 3 on its own in 39 hours

https://bogdantruta.com/blog/claude-finished-baldurs-gate-3/
2•swyx•22m ago•1 comments

Kvleak:my Claude Code cache hit was 95%,fifth of input spend leaked

https://github.com/shangliy/kvleak
1•shangliy•24m ago•0 comments

Android 17 for RISC-V Available for the RVA23 Profile Through Rise

https://riseproject.dev/2026/10/20/android-17-available-on-rva23-with-rise/
1•fork-bomber•26m ago•0 comments

What They're Not Telling You About Data Centers [video]

https://www.youtube.com/watch?v=1V_o8tfuGdw
1•jonbaer•27m ago•0 comments

C vs. C#: racing VLC's Gaussian blur

https://martinfinkel.com/blog/gaussian-blur-c-vs-csharp/
1•martz•30m ago•0 comments

Why We Still Need an IDE

https://blog.jetbrains.com/blog/2026/10/20/why-we-still-need-an-ide/
2•snafu109•30m ago•0 comments

AI Benchmarks: Climbing the Wrong Hills

https://research.contrary.com/report/ai-benchmarks-climbing-the-wrong-hills
3•gmays•32m ago•0 comments

SaaS Is Dead

https://saasisdead.si/
3•tokozedginidze•35m ago•1 comments

'Phenomenal sighting': Beluga whale spotted off Donegal

https://www.rte.ie/news/ulster/2026/1020/1596169-beluga-whale-donegal/
1•austinallegro•37m ago•0 comments

Letter to a worried student (David Madore)

http://www.madore.org/~david/weblog/d.2026-10-20.2862.letter-to-a-worried-student.html#d.2026-10-...
2•baruchel•38m ago•0 comments

Delivery Robots Accused of Scanning Customers' Faces and Sharing Biometric Data

https://apnews.com/article/chicago-food-delivery-robots-biometric-data-lawsuits-16ead54eb7dc7c6ea...
2•armcat•40m ago•0 comments

TotalBodyIQ, an iOS workout planner that assumes your week will go wrong

https://apps.apple.com/us/app/totalbodyiq-workout-coach/id6760733953
1•andytotalbodyiq•46m ago•0 comments

What should I use instead of Firefox on Android?

2•trystrawberries•49m ago•1 comments

The Flying Pig Problems

https://tianyin.github.io/flying_pig_problems.html
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Design files are becoming text

https://polotno.com/blog/json-design-format
1•Interfaces_pro•55m ago•0 comments

Larry Ellison Went on Borrowing Spree to Bankroll His Son's Warner Bros. Bid

https://www.wsj.com/finance/larry-ellison-warner-bros-loans-49918714
4•JumpCrisscross•56m ago•0 comments

Don't Be Hapless

https://www.paulgraham.com/relres.html
1•nvader•56m ago•0 comments

Ask HN: Does anyone else just want to disconnect from everything?

3•lualover•59m ago•1 comments

Alibaba hikes DeepSeek V4 Flash 0731 output prices by 230%

https://www.stork.ai/newsletter/2026-10-20-alibaba-quietly-tripled-deepseek-prices#lead
12•GloVin•1h ago•9 comments

Legacy of Technology Bubbles

https://medium.com/@smoking2man/legacy-of-technology-bubbles-from-dot-coms-to-web-2-0-b7c97bcfe908
3•Aldus551•1h ago•0 comments

ChatGPT Bulk Delete

https://chatgptbulkdelete.net/
3•vinghunter•1h ago•0 comments

Quantum error correction goes well beyond breakeven

https://arstechnica.com/science/2026/10/quantum-error-correction-goes-well-beyond-breakeven/
2•pveierland•1h ago•0 comments