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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

My hobby compiler is now compiling a company's production app

https://edgepython.com/getting-started/introduction
1•dylansuttonc•44s ago•1 comments

The rock star founder behind China's Moonshot AI

https://www.ft.com/content/4730ad91-66aa-477c-9246-6d946afb0c8c
1•nhannht•1m ago•0 comments

Small context menu encryption tool

https://github.com/jvsteiner/fingerlock
1•javast98•4m ago•0 comments

Feedboard – An open-source feedback, roadmap, and changelog

https://feedboard.io/
1•chiragasarpota•4m ago•0 comments

Action Potentials for July

https://neurobiology.substack.com/p/action-potentials-for-july-505
1•paulpauper•5m ago•0 comments

My Dog Is The Best – A dog journal

https://mydogisthebest.org/
2•rrr_oh_man•7m ago•0 comments

Codeberg Disallows Cryptocurrency Projects

https://codeberg.org/Codeberg/org/commit/f383b648fd733ab88083dc390b91e77cd7589980
2•cdrnsf•7m ago•0 comments

GrapheneOS duress PIN could land a man in prison

https://www.androidauthority.com/grapheneos-duress-pin-us-prosecution-3691271/
4•samtheprogram•7m ago•1 comments

India's 'cockroach' movement halts protests after minister quits

https://www.ft.com/content/5f267b7d-9e57-40f6-9bb5-6fe5d6cf9d1d
1•JumpCrisscross•8m ago•0 comments

The Bliss of Graphene

https://srikanthperinkulam.com/2026/07/20/the-bliss-of-graphene
1•speckx•10m ago•0 comments

Magic codec – preprocessing for the Python interpreter (2024)

https://github.com/Tsche/magic_codec
1•zbentley•11m ago•0 comments

Bloomberg published an article based on false information sent from a fake email

https://twitter.com/yatharthmann/status/2081016902890168741
3•porridgeraisin•11m ago•0 comments

How to Recalculate a Spreadsheet

https://lord.io/spreadsheets/
2•thunderbong•12m ago•0 comments

Steps to Secure Your Authentication System

https://fusionauth.io/articles/security/steps-secure-your-authentication-system
2•mooreds•15m ago•0 comments

Emacs Dedicate Windows with toggle-window-dedicated

https://emacsredux.com/blog/2026/07/22/dedicate-windows-with-toggle-window-dedicated/
1•speckx•15m ago•0 comments

The pickle season runs on five business mechanisms

https://www.tsoon.com/posts/pickle-season/
1•mooreds•16m ago•0 comments

Handoff, a memory-only replicated KV on an eviction-prone substrate

https://tlc.proc.io/hub/623f9b12-a08b-4b6d-850a-29d58934eb61/Handoff
1•polvi•16m ago•0 comments

Kain – A non-von Neumann language (Zero GC, Python syntax, no borrow checker)

https://github.com/kainlang/kain
1•ephemara•16m ago•1 comments

Three out of four job postings won't tell you the pay

https://jobweb.io/blog/job-postings-hide-pay/
1•mooreds•16m ago•1 comments

All things are systems – the Idlewild Acres case

https://www.roderick.dev/writing/2026-07-25-systems-axioms-impacts/
1•tomrod•18m ago•0 comments

How will the decline in need for technical skills will affect internet cultures?

1•wuther•20m ago•1 comments

A system prompt to get AI to stop pretending to be human

https://swiftrocks.com/a-system-prompt-to-get-ai-to-stop-pretending-to-be-human
5•speckx•27m ago•3 comments

Silicon Valley Is Completely Divided over Chinese AI

https://www.wired.com/story/silicon-valley-is-completely-divided-over-chinese-ai/
2•joozio•27m ago•2 comments

I've been living inside DynamoDB for a while

https://www.thetrueengineer.com/p/dynamodb-deep-dive
1•adletbalzhanov•27m ago•0 comments

The Delphi Method: Expert Consensus Research Explained

https://www.koji.so/docs/delphi-method-guide
1•ankitg12•28m ago•0 comments

Show HN: Tongue – Text Your AI Personal Assistant

https://trytongue.com/demo
1•chadnewbry•28m ago•1 comments

Ask HN: What livestream do you keep open in a tab?

4•missmoss•29m ago•1 comments

Show HN: Protoai – an open source peer-to-peer network for sharing AI contexts

https://github.com/johndebord/protoai
2•piecesJohn•31m ago•1 comments

NASA-ISRO's NISAR satellite images a "hummingbird" in Antarctic ice

https://www.jpl.nasa.gov/news/us-india-satellite-delivers-data-reveals-hummingbird-in-antarctica/
1•MarcoDewey•31m ago•0 comments

The one name LLMs fear

https://ramblingafter.substack.com/p/the-one-name-llms-fear
3•paulpauper•32m ago•0 comments