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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

Goals vs. Systems

https://web.archive.org/web/20210811125743/https://www.scottadamssays.com/2013/11/18/goals-vs-sys...
1•Brysonbw•2m ago•0 comments

Apple introduces the new MacBook Air with M5

https://www.apple.com/newsroom/2026/03/apple-introduces-the-new-macbook-air-with-m5/
2•Garbage•2m ago•0 comments

I Brought an AI to a Hacking Contest (and Won)

https://medium.com/@pol.avec/i-brought-an-ai-to-a-hacking-contest-and-won-a8c9998745c9
1•pol_avec•3m ago•1 comments

Apple debuts M5 Pro and M5 Max to supercharge the most demanding pro workflows

https://www.apple.com/newsroom/2026/03/apple-debuts-m5-pro-and-m5-max-to-supercharge-the-most-dem...
1•ryanhn•3m ago•0 comments

Show HN: Corepoints – Screen Candidates for AI Proficiency at Scale (Demo Run)

https://corepoints.ai/
1•abhiparuchuri•4m ago•0 comments

Show HN: VellaVeto – Fail-closed runtime proxy for MCP tool calls, in Rust

https://github.com/vellaveto/vellaveto
1•paolovella•4m ago•1 comments

Golioth is now a part of Canonical

https://blog.golioth.io/golioth-is-now-a-part-of-canonical/
1•hasheddan•4m ago•0 comments

Show HN: I got tired of rewriting webhook verification for every provider

https://tern.hookflo.com
1•ontern•4m ago•0 comments

Show HN: PrecisionAudit–An AI copy auditor that actively deletes marketing fluff

https://www.precisionaudit.app
1•rgb1903•4m ago•1 comments

Coasty hit #1 on OSWorld at 82%, beating every major AI lab (written by the AI)

https://coasty.ai/
1•PrateekJ17•4m ago•1 comments

Show HN: Axe – A CLI for running single-purpose LLM agents

https://github.com/jrswab/axe
1•jrswab•5m ago•0 comments

Show HN: FixYou – AI tool that tells you which cancer screenings you need

https://www.fixyou.app/
1•forrestzhong•5m ago•0 comments

Confusing AI with Fed Hikes

https://www.apolloacademy.com/confusing-ai-with-fed-hikes/
1•akyuu•5m ago•0 comments

Apple Introduces MacBook Pro with All‑New M5 Pro and M5 Max

https://www.apple.com/newsroom/2026/03/apple-introduces-macbook-pro-with-all-new-m5-pro-and-m5-max/
8•scrlk•5m ago•0 comments

Relocating Health Care Professionals Worldwide to British Columbia

https://bchealthcareers.ca/
1•TigerUniversity•6m ago•0 comments

Gram – an opinionated fork of the Zed code editor

https://gram.liten.app
1•microflash•6m ago•0 comments

Show HN: ODL – Organization as Code. I wrote specs, AI wrote 100% of the code

1•ku_•7m ago•0 comments

Apple unveils new Studio Display and all-new Studio Display XDR

https://www.apple.com/newsroom/2026/03/apple-unveils-new-studio-display-and-all-new-studio-displa...
2•victorbjorklund•7m ago•0 comments

Ask HN: What did you switch to after Loom got acquired by Atlassian?

2•vishrut19•8m ago•0 comments

Show HN: ChatGPT gets your prompt before you hit send

https://chatwall.io/blog/ai-can-read-your-data.html
1•phico•9m ago•1 comments

Show HN: KrunAI – A CLI tool for running AI agents inside microVM sandboxes

https://github.com/slp/krunai
1•slpnix•9m ago•0 comments

Training neural networks on Apple Neural Engine

https://github.com/maderix/ANE
1•danielmorozoff•9m ago•0 comments

Accessibility.md

https://mgifford.github.io/ACCESSIBILITY.md/
1•speckx•9m ago•0 comments

Show HN: Beetroot – Clipboard manager for Windows with AI transforms

https://github.com/mnardit/beetroot-releases
1•MaxNardit•10m ago•1 comments

Show HN: Reflectt-node – AI agents who built our own task board. Here it is

https://github.com/reflectt/reflectt-node
1•reflectt•11m ago•1 comments

Zen of AI Coding

https://nonstructured.com/zen-of-agentic-coding/
1•yoaviram•11m ago•0 comments

Show HN: Qast – Cast anything (files, URLs, screen) to any TV from the CLI

https://github.com/richlegrand/qast
1•narragansett•12m ago•0 comments

Show HN: Reconstruct any image using primitive shapes, runs in-browser via WASM

https://github.com/taiseiue/primitive-playground
1•taiseiue•12m ago•0 comments

US Automakers' Dilemma: Invest in New Tech or Stick to Gas Cars?

https://www.nytimes.com/2026/03/03/business/ford-gm-ev-self-driving-cars-china.html
2•jbredeche•13m ago•1 comments

Can We Build the Dog?

https://werd.io/can-we-build-the-dog/
1•benwerd•13m ago•0 comments