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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•10mo ago

Comments

anuragdt•10mo 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•10mo 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•10mo 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

Closing the verification loop, Part 2: autonomous optimization

https://www.datadoghq.com/blog/ai/fully-autonomous-optimization/
1•chrisra•24s ago•1 comments

From Tool to Employee: What Claude Code's /Loop Means

https://aieatingsoftware.substack.com/p/from-tool-to-employee-what-claude
1•sidsarasvati•1m ago•0 comments

Reversing Russian spyware I installed on my iPhone [video]

https://www.youtube.com/watch?v=XQvZ2mLnZVI
1•todsacerdoti•2m ago•0 comments

Agentic development environment extension taxonomy

https://droctothorpe.github.io/adeet/
1•droctothorpe•2m ago•1 comments

Worldwide Sidewalk Joy: Adding whimsy to neighborhoods

https://worldwidesidewalkjoy.com
1•NaOH•3m ago•0 comments

10K Curl Downloads per Year

https://daniel.haxx.se/blog/2026/03/09/10k-curl-downloads-per-year/
1•donutshop•3m ago•0 comments

Superpowers 5

https://blog.fsck.com/2026/03/09/superpowers-5/
1•arittr•7m ago•0 comments

Show HN: Git Trophy – 3D print your GitHub contribution graph

https://git-trophy.com/
1•Lukabuz•8m ago•0 comments

Trump is heading for a hard reckoning over Iran

https://spectator.com/article/trump-is-heading-for-a-hard-reckoning-over-iran/
2•leiftw•8m ago•0 comments

Reinforcement fine-tuning use cases

https://developers.openai.com/api/docs/guides/rft-use-cases/
1•teleforce•8m ago•0 comments

Bromure: An ephemeral browser that runs in a disposable virtual machine on macOS

https://github.com/rderaison/bromure
1•felineflock•8m ago•0 comments

QuickTERMINAL – A 10k-line single-file terminal emulator for macOS

https://github.com/LEVOGNE/quickTerminal
1•LEVOGNE•9m ago•1 comments

In Memoriam, Tony Hoare

http://lefenetrou.blogspot.com/2026/03/in-memoriam-tony-hoare.html
12•nextos•10m ago•2 comments

JavaScript with a native Rust host game engine. Built for vibe coding

https://github.com/Aura-Industry/auramaxx
1•chiubaca•11m ago•0 comments

Why right-wing media can't stop Candace Owens

https://www.salon.com/2026/03/04/why-right-wing-media-cant-stop-candace-owens/
1•tzs•14m ago•0 comments

How long do electric vehicle batteries last?

https://www.npr.org/2026/03/02/nx-s1-5706658/electric-vehicle-battery-lifespan
2•tzs•18m ago•0 comments

A Modular Computer That's Bringing Back Analog

https://www.hackster.io/news/a-modular-computer-that-s-bringing-back-analog-e02f07df7bf6
1•todsacerdoti•22m ago•0 comments

US blindsides states with surprise settlement in Live Nation/Ticketmaster trial

https://arstechnica.com/tech-policy/2026/03/us-blindsides-states-with-surprise-settlement-in-live...
8•voxadam•22m ago•1 comments

FBI is investigating breach that may have hit its wiretapping tools

https://www.theregister.com/2026/03/08/fbi_investigates_wiretap_system_breach/
1•Bender•23m ago•0 comments

Show HN: Git Worktrees Simplified

https://github.com/backnotprop/worktree-aliases/tree/main
1•ramoz•24m ago•0 comments

Kettle, open source tooling for TEE-attested builds

https://github.com/lunal-dev/kettle
5•indirect•25m ago•1 comments

SDL_mixer 3.2.0 (stable) is out

https://github.com/libsdl-org/SDL_mixer/releases/tag/release-3.2.0
1•linkdd•27m ago•0 comments

Making Prompt Injection Harder Against AI Coding Agents

https://medium.com/@cbchhaya/making-prompt-injection-harder-against-ai-coding-agents-f4719c083a5c
1•dpapathanasiou•27m ago•0 comments

Ask HN: General API for accessing bank transactions?

4•aykhm•28m ago•1 comments

What it means to be a 10x engineer (2025)

https://medium.com/@orzel.jarek/what-it-means-to-be-a-10x-engineer-0f5c4db543a6
3•orzeljarek•30m ago•0 comments

RPPG-Enabled Contactless Pulse Rate Monitoring Software in CVD Patients

https://www.mdpi.com/2306-5354/13/2/246
1•PaulHoule•30m ago•0 comments

Codex 101 Guide from a Recovering PM

https://www.forwardeployed.com/post/codex-best-practices
1•yummyelephant8•30m ago•1 comments

Bypassing Play Integrity: Bringing NFC Payments to Custom ROMs

https://www.heise.de/en/news/Paying-without-Google-New-consortium-wants-to-remove-custom-ROM-hurd...
1•therealmarv•31m ago•1 comments

Xygeni/xygeni-action GitHub Action is compromised – poisoned tag is still live

https://www.stepsecurity.io/blog/xygeni-action-compromised-c2-reverse-shell-backdoor-injected-via...
1•varunsharma07•32m ago•0 comments

New AI Note Tool

1•xlisp•33m ago•1 comments