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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

A.I. Isn't People

https://www.todayintabs.com/p/a-i-isn-t-people
1•latexr•6m ago•0 comments

Show HN: Lazylogs -TUI structured log viewer (less meets jq for your terminal)

https://github.com/yasomaru/lazylogs
1•yasomaru•6m ago•0 comments

Disrupting the Gridtide Global Cyber Espionage Campaign

https://cloud.google.com/blog/topics/threat-intelligence/disrupting-gridtide-global-espionage-cam...
1•yusufaytas•9m ago•0 comments

Show HN: OpenLinq – invite-only link sharing for humans tired of AI slop

https://www.openlinq.xyz/
1•Othrya•9m ago•0 comments

Rebel startups challenge conglomerates in Korea's 'AI Squid Game'

https://businessmirror.com.ph/2026/02/25/rebel-startups-challenge-conglomerates-in-koreas-ai-squi...
1•journey2s•9m ago•0 comments

MDBaseQuery – Query MD/Frontmatter Bases (Obsidian-Compatible) with Headless CLI

https://github.com/intellectronica/mdbasequery
1•intellectronica•9m ago•1 comments

GPT detectors are biased against non-native English writers (2023)

https://arxiv.org/abs/2304.02819
1•maxloh•12m ago•0 comments

China Wins The Pentagon-Anthropic Brawl

https://www.wsj.com/opinion/anthropic-donald-trump-pentagon-ai-china-u-s-military-467dd6de
1•doener•15m ago•0 comments

I pitched my anime idea to a Japanese producer

https://sutanisurabu.substack.com/p/how-i-sold-my-anime-idea-to-a-japanese
1•sutanisurabu•19m ago•1 comments

Block and Tackle: Job Cuts and the AI Narrative

https://om.co/2026/02/28/block-tackle-job-cuts-the-ai-narrative/
1•herbertl•19m ago•0 comments

A Record Player Gave Me the Idea to Revive the Home Computer

https://text.tchncs.de/r3nun0mxs9
1•doener•23m ago•0 comments

Nets used to catch fish. Now they're catching Russian drones

https://www.cnn.com/2026/02/01/europe/ukraine-fishing-farming-nets-drones-intl
1•pera•25m ago•0 comments

Show HN: A CLI client for Tuta(nota) email

https://github.com/digitalWestie/tutanota-cli
1•digitalWestie•26m ago•0 comments

Show HN: Vertex.js – A 1kloc SPA Framework

https://lukeb42.github.io/vertex-manual.html
1•LukeB42•33m ago•0 comments

Show HN: I rewrote SMTP-server for Bun without touching node:net

https://github.com/puiusabin/bun-smtp
1•puiusabin•36m ago•0 comments

Show HN: Rust compiler in PHP emitting x86-64 executables

https://github.com/mrconter1/rustc-php
2•mrconter11•36m ago•1 comments

Redis Patterns for Coding Agents

https://redis.antirez.com/
1•ingve•37m ago•0 comments

Show HN: CANomaly-LSTM – Detecting CAN bus anomalies with deep learning

https://github.com/Yigtwxx/CANomaly-LSTM
1•Yigtwx•37m ago•1 comments

The JWKS Setup for Robust JWT Validation in Asp.net 10

https://www.aaronpina.com/the-ultimate-jwks-setup-for-robust-jwt-validation-in-asp-net-10/
1•aaronpina•37m ago•0 comments

Flightradar24 for Ships

https://atlas.flexport.com/
2•chromy•37m ago•1 comments

Show HN: OneCamp – Self-Hosted Slack/Asana/Zoom/Notion Alternative

1•akashc777•38m ago•0 comments

Biggest day of Claude app downloads in history, by far

https://xcancel.com/SashaKaletsky/status/2027987508500316571
1•doener•39m ago•0 comments

Show HN: Free tool to see what keywords any website ranks for

https://champsignal.com/tools/competitor-keyword-finder
1•maximedupre•40m ago•1 comments

PHP on the Desktop: BosonPHP for Ultra-High Performance Native Applications

https://lionel-peramo.com/posts/php-desktop-native-applications-bosonphp/
2•ulrischa•42m ago•0 comments

OpenAI details layered protections in US defense department pact

https://www.reuters.com/business/media-telecom/openai-details-layered-protections-us-defense-depa...
1•giuliomagnifico•42m ago•0 comments

Welcoming Elizabeth Barron as the New Executive Director of the PHP Foundation

https://thephp.foundation/blog/2026/02/27/welcoming-elizabeth-barron-new-executive-director/
1•ulrischa•42m ago•0 comments

Who Owns Your ATProto Identity? Hint: It's Probably Not You

https://kevinak.se/blog/who-actually-owns-your-atproto-identity-hint-its-probably-not-you
1•kevinak•43m ago•0 comments

Why does C have the best file API?

https://maurycyz.com/misc/c_files/
1•ulrischa•43m ago•0 comments

Making Claude Beep: A Dive into Hooks with Claude Code

https://www.drewhyde.io/blog/claude-code-beep-hooks
1•Andrewryanhyde•47m ago•0 comments

The Cathode Ray Tube site

https://www.crtsite.com/didactic-crt.html
1•joebig•47m ago•0 comments