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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•1y ago

Comments

anuragdt•1y 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•1y 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•1y 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

I need some inspiration for Diploma

1•sky_flower•1m ago•0 comments

Scaling PgBouncer across every core with SO_REUSEPORT and peering

https://clickhouse.com/blog/pgbouncer-clickhouse-managed-postgres
1•cauchyk•2m ago•0 comments

The 'Father of the Internet' is finally retiring

https://techcrunch.com/2026/06/30/the-father-of-the-internet-is-finally-retiring/
2•Brajeshwar•3m ago•0 comments

Statistical Picture of Quantum Mechanics

https://scottlocklin.wordpress.com/2026/06/27/statistical-picture-of-quantum-mechanics/
1•surprisetalk•4m ago•0 comments

GPT-5.6 cheats so much its testers couldn't measure it

https://www.transformernews.ai/p/openai-gpt-56-sol-cheating-scheming-metr
3•shakeelhashim•5m ago•1 comments

Show HN: A simulation of a hybrid pulse-position and duration modulation concept

https://github.com/Morphsec88/vse-compute-over-storage
1•Morphsec88•6m ago•0 comments

Show HN: Do you want a semantic cache for free with zero code changes?

https://github.com/GuglielmoCerri/khazad
1•guglielmoce•8m ago•0 comments

Meta loses bid to dismiss US states' claims that FB, Instagram addict children

https://www.reuters.com/legal/government/meta-loses-bid-dismiss-us-states-claims-that-facebook-in...
1•tartoran•8m ago•0 comments

How To Read Something: The book is a block of wood

https://chillphysicsenjoyer.substack.com/p/how-to-read-something
1•crescit_eundo•10m ago•1 comments

We Can Pay for College Just Changed. What Borrowers Need to Know

https://www.wsj.com/personal-finance/student-loans-repayment-deadline-8bbc06e4
1•JumpCrisscross•11m ago•0 comments

The worst API ever made (2014)

https://caseymuratori.com/blog_0025
1•KomoD•12m ago•0 comments

Wallpaper Engine: Removal of Application Wallpapers from the Workshop

https://store.steampowered.com/news/app/431960/view/699894448411116924
1•haunter•12m ago•0 comments

We're Making an Open Source American Kei Truck [video]

https://www.youtube.com/watch?v=tlZlyp55dww
1•abetusk•13m ago•1 comments

AOL Owner to Go Public at over $18B Valuation

https://www.wsj.com/finance/stocks/aol-owner-to-go-public-at-over-18-billion-valuation-d00f302c
1•JumpCrisscross•13m ago•0 comments

HamsterOS jams a 32-bit GUI operating system in a single 1.44 MB floppy disk

https://www.tomshardware.com/video-games/retro-gaming/hamsteros-jams-a-32-bit-gui-operating-syste...
2•LorenDB•13m ago•0 comments

Ozone depletion began decades before discovery of ozone hole

https://news.mit.edu/2026/scientists-find-ozone-depletion-began-decades-before-ozone-hole-discove...
1•gmays•14m ago•0 comments

What's holding up the rollout of persistent domain validation for ACME?

https://www.turbolightsolutions.com/posts/dns-persist-01-rollout-blocked-by-security-issue/
2•keydown•16m ago•0 comments

The Origin of Tweet (2013)

https://furbo.org/2013/06/28/the-origin-of-tweet/
1•downbad_•17m ago•0 comments

More Americans Are Installing Residential Battery Storage

https://www.bloomberg.com/news/articles/2026-07-01/us-home-battery-installations-boosted-by-state...
1•toomuchtodo•17m ago•1 comments

Kim Dotcom Loses Court of Appeal Bid to Block Extradition to the U.S.

https://torrentfreak.com/kim-dotcom-loses-court-of-appeal-bid-to-block-extradition-to-the-u-s/
3•Brajeshwar•17m ago•1 comments

Optimization tales with CockroachDB: the slow logout

https://gaultier.github.io/blog/optimization-tales-cockroachdb-part2-slow-logout.html
1•broken_broken_•18m ago•0 comments

In Praise of Observational Evidence

https://asteriskmag.com/issues/14/in-praise-of-observational-evidence
1•fi-le•19m ago•0 comments

A small island in Estonia negotiated special rights

https://news.err.ee/1610067196/ruhnu-residents-sought-to-join-sweden-after-estonia-regained-indep...
1•NalNezumi•19m ago•0 comments

Why changing your productivity system is good

https://birchtree.me/blog/why-changing-your-productivity-system-is-good-actually/
1•surprisetalk•19m ago•0 comments

How We Made IPFS Content Publishing 10x Faster

https://probelab.io/blog/optimistic-provide/
3•dennis-tra•19m ago•0 comments

AI-native workflows have a moat problem

https://ai.gopubby.com/ai-native-workflows-have-a-moat-problem-49992bcc3088
1•oddish-tv•20m ago•0 comments

Show HN: LiveComment "Who Is Hiring?" Plugin

1•ellis0n•20m ago•0 comments

The Annotated Triple Product Property Matrix Multiplication Algorithm

https://leetarxiv.substack.com/p/triple-product-property-matrix-multiplication
1•theanonymousone•21m ago•0 comments

Who Thrives Using AI

https://www.theatlantic.com/ideas/2026/06/ai-open-ai-anthropic/687689/
1•sanj•21m ago•0 comments

The Stockholm Telephone Tower with Approximately 5,500 Telephone Lines, 1890

https://rarehistoricalphotos.com/the-stockholm-telephone-tower-1890/
2•thunderbong•22m ago•0 comments