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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•9mo ago

Comments

anuragdt•9mo 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•9mo 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•9mo 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

Cleatus, Fox Sports's football robot (2019)

https://www.fastcompany.com/90293253/the-secret-history-of-cleatus-foxs-enduringly-weird-football...
1•firloop•3m ago•0 comments

Show HN: AetherLang – A DSL for building AI workflows with visual debugging

https://github.com/contrario/aetherlang
1•contrario•5m ago•1 comments

'Goldilocks' Effect for Online Teens? Moderate Social Media Users Fare Better

https://reason.com/2026/02/09/a-goldilocks-effect-for-online-teens-moderate-social-media-users-fa...
1•pseudolus•6m ago•0 comments

Show HN: AICO – Manage AI collaborators like managing employees

https://www.the-aico.com/
1•funiqlab•8m ago•0 comments

Baby headcams reveal how babies encounter faces during development

https://medicalxpress.com/news/2026-01-baby-headcams-reveal-babies-encounter.html
1•PaulHoule•11m ago•0 comments

Equality Saturation Meets ML: The Next Step for Smarter Optimizing Compilers [video]

https://www.youtube.com/watch?v=hqqVTss_mKc
1•matt_d•11m ago•0 comments

Btrfs Brings Experimental Remap-Tree Feature and More in Linux 7.0

https://www.phoronix.com/news/Linux-7.0-Btrfs-Changes
1•mikece•13m ago•0 comments

ClawWatcher – Cost and token monitoring for OpenClaw agents

https://clawwatcher.com/
1•Robinbuilds1•15m ago•2 comments

The Lost Dog That Made Constant Surveillance Feel Like a Favor

https://reclaimthenet.org/the-lost-dog-that-made-constant-surveillance-feel-like-a-favor
1•bilsbie•16m ago•0 comments

Why demand for code is infinite: How AI creates more developer jobs

https://stackoverflow.blog/2026/02/09/why-demand-for-code-is-infinite-how-ai-creates-more-develop...
2•mikece•17m ago•0 comments

A decades-old video game has helped me defeat the doomscroll

https://www.theguardian.com/games/2026/feb/09/how-a-decades-old-video-game-has-helped-me-defeat-t...
1•shadow28•17m ago•0 comments

Show HN: Find automation ideas and creators by sharing your business problem

https://www.humation.ai/
1•nectoinc•18m ago•0 comments

Designing and Using Combinators: The Essence of Functional Programming

https://www.cse.chalmers.se/~rjmh/Combinators/
1•myth_drannon•19m ago•0 comments

Show HN: Axiom – Open-source AI research agent that runs locally (C#, Ollama)

https://github.com/DynamicCSharp/hex-dynamics
1•HexDynamics•22m ago•0 comments

Rust implementation of Mistral's Voxtral Mini 4B Realtime runs in your browser

https://github.com/TrevorS/voxtral-mini-realtime-rs
1•Curiositry•22m ago•0 comments

The first time I visited Meta's HQ, it didn't quite register as a real place

https://k2xl.substack.com/p/the-first-time-i-visited-metas-headquarters
1•k2xl•24m ago•0 comments

Show HN: Quickpick UI – type-to-filter picker for React and vanilla JavaScript

https://github.com/compsult/Quickpick-ui
1•compsult•24m ago•0 comments

Joe Rogan Experience #2335 – Dr. Mary Talley Bowden (2025) [video]

https://www.youtube.com/watch?v=Ru7BIqXQZns
2•alex1138•24m ago•0 comments

The $70M domain that couldn't survive a Super Bowl ad

https://extended.reading.sh/ai-dot-com-crashes-on-superbowl
1•zenoware•27m ago•1 comments

Rise of the Cowboy Coder

https://jollycoder.com/posts/rise-of-the-cowboy-coder
1•timimahoney•28m ago•0 comments

Ask HN: What CI do you use instead of GitHub Actions?

1•rmunn•31m ago•1 comments

Pure C, CPU-only inference with Mistral Voxtral Realtime 4B speech to text model

https://github.com/antirez/voxtral.c
1•Curiositry•31m ago•0 comments

Show HN: Clog – Track and compare your Claude Code usage

https://clog.sh
1•kodabeansbuilds•33m ago•0 comments

Advertising

https://voussoir.net/writing/advertixing
1•voussoir•34m ago•2 comments

The French university where spies go for training

https://www.bbc.com/news/articles/c98nqeqnylro
1•Gaishan•40m ago•0 comments

A/B test Webflow websites on autopilot. Approve winners weekly

1•baraadwan•46m ago•0 comments

Show HN: I made a Claude Code guide that's a Win95 desktop with games

https://gabezen.com/guide/
1•tatsuhirosatou•48m ago•0 comments

ChatGPT as a doctor replacement? Study shows sobering results

https://www.heise.de/en/news/ChatGPT-as-a-doctor-replacement-Study-shows-sobering-results-1117065...
2•doener•48m ago•3 comments

Maxwell can clear Trump's name in Epstein probe in exchange for clemency

https://www.cnn.com/politics/live-news/trump-administration-news-02-09-26
4•KnuthIsGod•50m ago•0 comments

Show HN: Verifly – Email verification API at $5/10k (vs $75 for competitors)

https://verifly.email
1•alisher_sib•53m ago•0 comments