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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

Does a context gate for search agents work?

https://bluenotebook.io/blog/context-gating-browsecomp/
1•k2so•23s ago•0 comments

DMARC Has Been Public Since 2012. 68.4% of Domains Still Don't Enforce It

https://ciphercue.com/blog/dmarc-enforcement-gap-rua-fragmentation-2026
2•adulion•6m ago•0 comments

Tideman

https://cs50.harvard.edu/x/psets/3/tideman/
1•microsoftedging•7m ago•0 comments

Pre-registered trading backtests – 27 kills, 2 passes, 0 funded

https://strategygraveyard.com
1•Strawburry•15m ago•0 comments

Super Simple Sync with Durable State and TanStack DB

https://streamsy.gandrew.com/articles/the-simplest-possible-sync-engine
1•ghendrix•17m ago•0 comments

My best friend vouched for the developer who took my money

https://fablesofafailedfounder.substack.com/p/yeah-okay-thats-fine
1•OroOmi•17m ago•0 comments

AI sell-off intensifies as investors ditch chip stocks

https://www.theguardian.com/business/2026/jul/28/ai-sell-off-chip-stocks-sk-hynix-samsung
2•lilerjee•18m ago•0 comments

Draws fractals defined by iterated function systems (IFS) using the chaos game

https://opam.ocaml.org/packages/ifs-fractals/
1•cedricbonhomme•23m ago•0 comments

Radio Image Framing Protocol (RIFP)

https://www.ietf.org/archive/id/draft-dulaunoy-rifp-00.html
2•_____k•23m ago•0 comments

Twitter raving about one-shot games with Sol-5.6 and Opus 5

https://xcancel.com/antibot/captcha
3•spwa4•24m ago•2 comments

Insurtech Amsterdam Announces Third Edition of Its Magazine

https://insurtechamsterdam.com/magazine/Insurtech-Digest-Announces-Third-Edition-of-Its-Magazine-...
1•Venesha•25m ago•0 comments

Radio Image Framing Protocol over low-rate radio links

https://github.com/adulau/rifp
1•adulau•26m ago•0 comments

Google's Beyond Zero: Enterprise Security for the AI Era

https://spawn-queue.acm.org/doi/10.1145/3819083
2•jordigg•27m ago•0 comments

We Built Our Knowledge Base

https://www.cerebras.ai/blog/how-we-built-our-knowledge-base
1•cesarrg•31m ago•0 comments

High energy prices force Playmobil to end production in Germany

https://brusselssignal.eu/2026/06/high-energy-prices-force-playmobil-to-end-production-in-germany/
2•Markoff•31m ago•0 comments

Ask HN: Thoughts on AMD Ryzen AI MAX+ 395 for Local AI?

1•mempirate•33m ago•1 comments

What Even Are Microservices?

https://var0.xyz/posts/what-even-are-microservices.html
13•tuxie_•34m ago•18 comments

Intel shows off Starfire, a new space grade chip

https://www.tomshardware.com/tech-industry/semiconductors/intel-shows-off-starfire-space-grade-chip
2•incognito124•35m ago•0 comments

Cooveb Experience – Travel, Refined

https://hotels.cooveb.com
1•sshinde•36m ago•1 comments

Try GossipStack on iOS – a drop-in social SDK for any app

https://gossipstack.com/app-showcase
1•iBuildMobileApp•37m ago•1 comments

Nudists, peaceniks, freeloading travellers: the people keeping Esperanto alive

https://www.theguardian.com/news/ng-interactive/2026/jul/28/nudists-peaceniks-freeloading-travell...
1•trocado•39m ago•0 comments

How to Download and Run Kimi K3 Open Weights

https://comfyfile.com/blog/how-to-download-kimi-k3-open-weights
1•rakibtg•39m ago•0 comments

About the security content of macOS Tahoe 26.6

https://support.apple.com/en-us/128067
20•andor•41m ago•8 comments

Show HN: Kiln – a fast, native batch image processor

https://kilnimage.app
1•the-hangry-dev•41m ago•1 comments

Show HN: DiscountHub – AI-assisted search for deals and promo codes

https://discounthub.uz/
3•MasterBek•41m ago•0 comments

How AI Can Locate Hidden Defence Labs and Military Installations Without Breach

https://zenodo.org/records/21627527
1•sangamdas•43m ago•1 comments

Building Real-Time Analytics with Streaming Engines

https://medium.com/@DolphinDB_Inc/stop-waiting-for-insights-building-streaming-analytics-with-dol...
2•yiweileng•47m ago•0 comments

Can We Hillclimb to Heaven?

https://medium.com/@CasparAddyman/can-we-hillclimb-to-heaven-86e6a2054a99
1•czzprr•48m ago•0 comments

Ask HN: Is there legal risk in AI memory?

1•sarjann•50m ago•0 comments

Someone runs K3 on 80x 5090s, for 20 tok/s

https://twitter.com/totheagi/status/2081855316443205717
3•zkmon•51m ago•0 comments