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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

Levels of Concern

https://graybeard.ing/levels-of-concern/
1•rglover•1m ago•0 comments

Reputation Is a Strategic Asset–Treat It Like One

https://freethinkinggenius.substack.com/p/your-reputation-is-a-strategic-assettreat
1•meticulousjess•1m ago•0 comments

Mark Cuban: fight inequality by giving all workers company stock

https://fortune.com/2026/07/20/mark-cuban-income-inequality-company-stock-spacex-ipo-cost-plus-dr...
1•01-_-•1m ago•0 comments

Ransomware attack forces Coca-Cola to suspend US production at dairy unit

https://www.cybersecuritydive.com/news/ransomware-attack-coca-cola-suspend-production-dairy/825540/
1•fortran77•1m ago•0 comments

Show HN: Intersections – A Daily Word Game

https://www.playintersections.com/
1•ch_ase•2m ago•0 comments

Don't Wait, Learn – The Best Resource Is Mythical

https://arpitbhayani.me/blogs/best-resource-is-mythical/
1•s_vighnesh•2m ago•0 comments

The Science of Winning: How High Performers Think About Risk

https://freethinkinggenius.substack.com/p/the-science-of-winning-how-high-performers
1•meticulousjess•3m ago•0 comments

Show HN: AI World Bakeoff – 9 models × 3 Three.js worlds

https://ai-world-bakeoff.pages.dev/
1•valhallarecords•4m ago•0 comments

I tried to record music onto a cassette tape using modern tech

https://swiftrocks.com/i-tried-to-record-music-onto-a-cassette-tape-using-modern-tech
1•ingve•6m ago•0 comments

Interactive Claude Code Reference

https://schwwaaa.github.io/claude-cheatsheet/
1•schwwaaa•7m ago•0 comments

Show HN: Fable,Kimi,GPT5.6 FFA naval war,airstrikes and radio diplomacy [video]

https://www.youtube.com/watch?v=nFxRtjgKtY0
1•masterchef2209•9m ago•0 comments

LA to Farnborough UK in Under 9h Max Speed Mach 0.93

https://bombardier.com/en/media/news/bombardiers-global-8000-worlds-fastest-civil-aircraft-sets-n...
2•r2sk5t•9m ago•1 comments

Why Microsoft's $80B Xbox Bet Backfired

https://www.wsj.com/video/why-microsoft-80-billion-xbox-bet-backfired/1CE7B4ED-CFBE-4DD8-A2AB-CC9...
2•1vuio0pswjnm7•10m ago•1 comments

Cue AI

https://deepmind.google/models/gemma/gemmaverse/cue-ai/
1•logickkk1•12m ago•0 comments

The /Goal Function Made Loop Engineering Click for Me

https://bhart.org/articles/the-goal-function-made-loop-engineering-click-for-me
2•yruzin•14m ago•0 comments

Tell HN: Old Reddit Now Requires Login

3•quincepie•14m ago•1 comments

Show HN: Lagotto Meter – how well do AI agents understand your website?

https://lake8.dev/lagotto-meter/
1•tommy2970•15m ago•0 comments

The Supply Deals Feeding the AI Frenzy Are No Sure Thing

https://www.wsj.com/finance/the-massive-supply-deals-feeding-the-ai-frenzy-are-no-sure-thing-3a89...
1•1vuio0pswjnm7•16m ago•0 comments

FCC plans ID mandate that could block anonymous use of prepaid burner phones

https://arstechnica.com/tech-policy/2026/06/fcc-plans-id-mandate-that-could-block-anonymous-use-o...
2•dynm•17m ago•0 comments

State of In-App Subscriptions

https://adapty.io/state-of-in-app-subscriptions/
1•kamphey•17m ago•0 comments

Reverse-engineering is cheap now

https://simonwillison.net/2026/Jul/20/cheap-reverse-engineering/
1•ingve•17m ago•0 comments

Make Your AI Agent Durable in 8 Minutes [video]

https://www.youtube.com/watch?v=3nhRaJ3eOS8
3•aldersondev•18m ago•1 comments

Using GPT Codex, DeepSeek V4 and Kimi K3 on a Real OSS Project

https://github.com/ikaruscareer/SafeAI
2•ikaruscareer•19m ago•1 comments

NixOS is more complicated than you think but OpenCode fixed it

https://grigio.org/nixos-is-more-complicated-than-you-think-but-opencode-fixed-it/
2•grigio•21m ago•0 comments

Every Microsecond Matters:Achieving Near SpeedOfLight Latency in GPU Collectives

https://arxiv.org/abs/2607.16100
1•matt_d•24m ago•0 comments

Kimi K3 just fixed 15 critical security bugs that Codex and Fable refused

https://twitter.com/DavidSacks/status/2078984980588531855
4•nailer•24m ago•0 comments

Chunk of sea ice has not refrozen in West Antarctica, satellite images show

https://abcnews.com/International/massive-chunk-sea-ice-refrozen-west-antarctica-satellite/story?...
3•littlexsparkee•25m ago•0 comments

Unsloth: Introducing AMD support

https://github.com/unslothai/unsloth/releases/tag/v0.1.50-beta
1•wertyk•26m ago•0 comments

Head of US Commerce Dept.'s AI safety arm resigns

https://thehill.com/policy/technology/5978770-chris-fall-caisi-resigns/
4•classichasclass•27m ago•0 comments

Show HN: Apollo 11 Tranquility Base Archive with Analyses

https://ulix.app/ulixcortex/apollo11/
2•bethanyhunt•28m ago•0 comments