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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

Do you have a Plan B?

1•aucls1•1m ago•0 comments

Show HN: Zero-knowledge zero-overhead LLM routing mesh using pure web primitives

https://bringYourOwnBrain.org
1•pathmap•6m ago•0 comments

Papers to End All Papers

https://www.condmatjclub.org/jccm_october_2026_01/
1•agarttha•7m ago•0 comments

Temperature soars at Swedish grocery store freezers, one store blames hackers

https://www.reuters.com/business/retail-consumer/temperature-soars-swedish-grocery-store-freezers...
3•aleda145•11m ago•2 comments

Show HN: How Enigma worked and was cracked, explained with moving figures

https://www.readfp.com/chapters/how-enigma-was-cracked
2•shaikhmubin•11m ago•0 comments

The Problem with C++ Safety (Part 2): Modern C++ Is a Mindset, Not a Standard

https://www.modernescpp.com/index.php/cpp-and-memory-safety-part-2/
1•signa11•12m ago•0 comments

Proving and Improving the Platonic Representation Hypothesis with JEPAs

https://www.alphaxiv.org/abs/2610.39302
1•olalonde•13m ago•0 comments

Nine killed as small jet crashes on Florida street

https://www.bbc.co.uk/news/articles/cm369yy7lw73o
3•m4tthumphrey•14m ago•1 comments

Duckrouting: Graph routing for DuckDB, following pgRouting's

https://duckdb.org/community_extensions/extensions/duckrouting
2•boshomi•16m ago•0 comments

Mktemp: Make unique temporary file or directory

https://www.mktemp.org/docs/mktemp.man/
1•ankitg12•20m ago•0 comments

Ask HW: Best frontier AI model for mind map generation?

1•daitangio•21m ago•0 comments

In-camera film simulation app for the Sony A7 II / A7S / A7R II open source

https://github.com/jegly/sonyalpha-film
1•lqgtilnkmard•22m ago•0 comments

Documenting an undocumented chip: the TensorCore of TPU v5e

https://gherkinlabs.com/v5e-tensorcore-instructions
5•gherkinlabs•22m ago•0 comments

Show HN: URL Shortener – A Chrome Extension by Shortener.dev

https://chromewebstore.google.com/detail/shortenerdev-url-shortene/ocpliefdcodaeidgjkfppecfbppljhfn
1•vrathee•22m ago•0 comments

Show HN: I've updated my Linux System Call website and API

https://syscall.sh/
2•guitmz•22m ago•0 comments

Show HN: LibreCosmos – navigate your space-ship through SSH

https://librecosmos.com/
1•zchira•26m ago•0 comments

Another supermarket hit with freezer attack

https://nltimes.nl/2026/11/02/cyberattack-hits-delhaize-supermarket-fridges-freezers-dozens-belgi...
4•casparz•28m ago•1 comments

Textpattern CMS 4.9.2

https://textpattern.com/weblog/textpattern-492-released-security-fixes-patches-and-tweaks
1•petecooper•29m ago•0 comments

Ask questions using the model and knowledge saved on your phone, no connection

https://www.getfieldatlas.com/
1•ZacnyLos•29m ago•0 comments

Ask Wikipedia in Airplane Mode

https://askcommonplace.app/
3•ZacnyLos•29m ago•0 comments

The First Nintendo Switch 2 Emulator for PC Has Just Been Released

https://www.dsogaming.com/news/the-first-nintendo-switch-2-emulator-for-pc-has-just-been-released/
3•ndesaulniers•32m ago•0 comments

Jevons paradox is lazy analysis: Evaluating the risk of AI overbuilding

https://twitter.com/bookwormengr/status/2116705246856741114
1•pretext•35m ago•1 comments

Aulico: Track NVDA, BTC and global markets

https://www.aulico.com/tradespaces/new?symbol=82615e2c-053f-5b02-aea7-792e4d571e32
1•ratonbigger•36m ago•0 comments

MongoDB: One Write, Two Logs

https://franejelavic.github.io/writing/mongodb-wiredtiger-storage-engine/
1•fjelavic•36m ago•0 comments

Show HN: Konvene, private browser-to-browser video calls with on-device effects

https://konvene.app
1•rakeshmenon•38m ago•0 comments

Entire Police Department Quits After Learning What It Feels Like to Be Tracked

https://www.gadgetreview.com/tables-turned-entire-police-department-quits-after-finding-out-what-...
3•robtherobber•38m ago•0 comments

Exploring Super-Agent Design: Towards a More Autonomous Agent System

https://twitter.com/DeepSeekHarness/status/2116857257245987236
1•pretext•38m ago•0 comments

Ukraine and Russia say emergency apps hacked

https://www.bbc.co.uk/news/live/cm4g1yjxv38gt
3•shaftoe444•39m ago•0 comments

Org-Mode November 2026: Fabulously Fancy [LaTeX] Fragments

https://blog.tecosaur.net/tmio/2026-11-01-preview.html
2•internet_points•41m ago•0 comments

Moving Authorization Out of Your App Code: If-Statements vs. Cerbos vs. SpiceDB

https://devops-daily.com/posts/authorization-if-statements-vs-cerbos-vs-spicedb
1•emreb•42m ago•0 comments