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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

CiderPress: Turn your voice memos into living knowledge

https://github.com/appstart-one/ciderpress/blob/main/README.md
1•hutch777•2m ago•1 comments

A Journey into a Mainframe

https://blog.hermesloom.org/p/a-journey-into-a-mainframe
1•sigalor•3m ago•0 comments

Don't switch context when waiting for AI

https://silentsand.me
1•brotmitkot•5m ago•0 comments

Prediction markets should take their cue from 007

https://www.ft.com/content/3480ba0f-0524-426a-b166-4c1055d3c8b1
1•hhs•6m ago•0 comments

Palette: Generate on‑brand marketing visuals from a website URL

https://thepalette.app/
1•liftof•6m ago•1 comments

Show HN: LaunchFast – Ship your Next.js SaaS in days, not months

https://github.com/Wittlesus/launchfast-starter
1•wittlesus•8m ago•0 comments

VS Code becomes multi-agent command center for developers

https://thenewstack.io/vs-code-becomes-multi-agent-command-center-for-developers/
1•scubakid•11m ago•0 comments

Why education innovation fails to scale, and what can be done about it: research

https://www.hoover.org/press/new-hoover-institution-research-reveals-why-education-innovation-fai...
1•hhs•11m ago•0 comments

Dying Every Six Hours

https://sammyjankis.com/essay.html
1•_vaporwave_•17m ago•0 comments

How LiveATC Went Live

https://www.ainonline.com/aviation-news/air-transport/2025-12-15/how-liveatc-went-live
1•dangle1•23m ago•0 comments

Show HN: Silo – Every Git branch gets its own localhost

https://github.com/silo-rs/silo
1•junhsss•28m ago•0 comments

Show HN: Lore

https://github.com/dgpc/LORE
1•daave•29m ago•0 comments

Nanotrace: A nanosecond-scale profiler using Intel PT

https://omar.yt/posts/nanotrace-a-nanosecond-scale-profiler-using-intel-pt
1•omarroth•30m ago•0 comments

Canada Has a Secessionist Movement on Its Hands. Its Supporters Thank Trump

https://www.wsj.com/world/americas/alberta-canada-independence-7549e240
4•JumpCrisscross•30m ago•4 comments

finding projects worth doing

https://usize.github.io/blog/2026/advice-00.html
1•plaidthunder•33m ago•0 comments

Researcher skeptical of 'Havana syndrome' tested secret weapon on himself

https://www.washingtonpost.com/national-security/2026/02/14/havana-syndrome-cia-norway-experiment/
7•bookofjoe•35m ago•2 comments

A 3% Rule for Budget Deficits Would Be a Good Start

https://www.advisorperspectives.com/articles/2026/02/13/a-3-rule-for-budget-deficits-would-be-a-g...
1•RickJWagner•37m ago•2 comments

Valentine's Day gift for Winter Olympics athletes – more condoms

https://news.sky.com/story/valentines-day-gift-for-winter-olympics-athletes-more-condoms-13507752
2•austinallegro•38m ago•1 comments

Show HN: Webcam eye-tracking to verify meditation, with money on the line

https://heartful.day/
1•louison11•41m ago•0 comments

Show HN: Nerve: Stitches all your data sources into one mega-API

https://playground.get-nerve.com/
1•mprast•41m ago•0 comments

Show HN: Modo – Manage reusable Claude Code config presets from the CLI

https://github.com/lennacodes/modo
1•lennacodes•43m ago•1 comments

Show HN: We recover SLA credits your cloud vendors owe you

https://reclaimsla.com
2•arberx•43m ago•0 comments

MathArena: Evaluating LLMs on uncontaminated math questions

https://matharena.ai/?view=problem&comp=aime--aime_2026
2•GaggiX•44m ago•0 comments

LLM Alignment/Hallucinations Can't Be Fixed – Proof

https://github.com/moketchups/permanently-jailbroken
2•MoKetchups•45m ago•0 comments

I structured Dario Amodei's philosophy into an open-source book

1•leading-AI•45m ago•1 comments

Drone footage shows turnout in Toronto rally of Iranians [video]

https://www.youtube.com/shorts/l8chv_AQszA
2•ukblewis•46m ago•0 comments

Show HN: Limitless – C/C++ infinitely large number storage

https://github.com/tgergo1/limitless
1•tgergo1•49m ago•0 comments

Show HN: FoodCraft – AI cooking assistant that adapts recipes to your diet/goals

https://foodcraft.app/en
1•Ekimo•50m ago•0 comments

Flat Assembler

http://208.99.203.253
1•1vuio0pswjnm7•50m ago•0 comments

Show HN: Macabolic v3.0 – Native macOS video downloader with Menu Bar support

https://github.com/alinuxpengui/Macabolic
1•macabolicapp•50m ago•0 comments