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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•11mo ago

Comments

anuragdt•11mo 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•11mo 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•11mo 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

Reasoning compresses. Factual knowledge doesn't

https://twitter.com/bojie_li/status/2049314403208896521
1•stared•1m ago•0 comments

Nvidia releases Nemotron 3 Nano Omni multimodal model

https://blogs.nvidia.com/blog/nemotron-3-nano-omni-multimodal-ai-agents/
1•madaxe_again•5m ago•0 comments

Bouncing Droplet "Quantum Mechanics"

https://scottlocklin.wordpress.com/2026/04/28/bouncing-droplet-quantum-mechanics/
1•tosh•5m ago•0 comments

Terminal file picker and inline editor for fast CLI workflows

https://pypi.org/project/terminal-file-picker/
1•sahedwave•5m ago•0 comments

A photon was teleported across 270 meters in quantum breakthrough

https://www.sciencedaily.com/releases/2026/04/260429102030.htm
1•geox•5m ago•0 comments

Patrick Collison Reflects on Stripe Sessions

https://twitter.com/patrickc/status/2049705418436600244
1•tosh•6m ago•0 comments

OpenAI Codex prompt includes explicit directive: "never talk about goblins"

https://arstechnica.com/ai/2026/04/openai-codex-system-prompt-includes-explicit-directive-to-neve...
1•pookieinc•8m ago•0 comments

Hunting Down the Google-Sent Phishing Wave Compromising 30k Facebook Accounts

https://guard.io/labs/accountdumpling---hunting-down-the-google-sent-phishing-wave-compromising-3...
1•vulnerabiliT•9m ago•0 comments

Soundness Failures in LaBRADOR Implementations from NTT-Friendly Rings

https://blog.zksecurity.xyz/posts/labrador-bugs/
3•zgeorgios•10m ago•0 comments

Chinese GPU maker Lisuan Tech is the fourth GPU maker with WHQL certification

https://www.tomshardware.com/pc-components/gpus/in-historic-first-chinese-gpu-maker-lisuan-tech-b...
2•cassianoleal•12m ago•0 comments

Thoughts on WebAssembly as a Stack Machine

https://eli.thegreenplace.net/2026/thoughts-on-webassembly-as-a-stack-machine/
1•ingve•12m ago•0 comments

Emulating PS2 Floating-Point Numbers: IEEE 754 Differences (2023)

https://www.gregorygaines.com/blog/emulating-ps2-floating-point-nums-ieee-754-diffs-part-1/
1•haunter•16m ago•0 comments

Beyond 80/20: High-Entropy Minority Tokens Drive Effective RL for LLM Reasoning

https://arxiv.org/abs/2506.01939
1•mdp2021•19m ago•0 comments

It is just too much of everything

https://www.respan.ai/market-map
1•sminchev•21m ago•1 comments

A Brief, Incomplete, and Mostly Wrong History of Programming Languages (2009)

http://james-iry.blogspot.com/2009/05/brief-incomplete-and-mostly-wrong.html
2•downbad_•28m ago•1 comments

The Elephant in the Room

https://www.joshwcomeau.com/email/wham-launch-005-elephant-2-p/
1•ameybhavsar•28m ago•0 comments

OpenAI Technical Goals (2016)

https://openai.com/index/openai-technical-goals/
1•chistev•30m ago•1 comments

US orders chip equipment companies to halt some shipments to China #2 chipmaker

https://www.reuters.com/world/china/us-orders-chip-equipment-companies-halt-some-shipments-hua-ho...
1•giuliomagnifico•32m ago•0 comments

The box-tickers shall inherit the Earth

https://spectator.com/article/the-box-tickers-shall-inherit-the-earth/
1•calpaterson•34m ago•0 comments

VS Code now enables Git AI co-authoring by default

https://code.visualstudio.com/updates/v1_118#_copilot-added-as-a-git-coauthor-by-default
1•nh43215rgb•34m ago•0 comments

Inspired

https://daniel.haxx.se/blog/2026/04/30/inspired/
1•TangerineDream•34m ago•0 comments

Near Future of Programming Languages (2017) [pdf]

https://web.archive.org/web/20220325175116/http://dev.stephendiehl.com/nearfuture.pdf
1•tosh•37m ago•0 comments

Why are the Artemis II photos on Flickr?

https://www.anildash.com/2026/04/30/artemis-photos-flickr/
2•Tomte•39m ago•0 comments

AI Slopocalypse 2027

https://www.stephendiehl.com/posts/ai_slop_2027/
1•andsoitis•39m ago•0 comments

Ask HN: Anyone using AI agents for active learning sprints? Here's my setup

1•bhagyeshsp•39m ago•0 comments

Free N8N Workflow Cost Calculator: Cloud vs. Make.com vs. Self-Hosted

https://triumphoid.com/n8n-workflow-cost-calculator/
2•ElizabethSramek•39m ago•0 comments

Renewables and batteries drive down fossil fuel use despite record demand

https://www.abc.net.au/news/2026-04-30/renewables-batteries-drive-down-fossil-fuel-use-/106622772
3•xbmcuser•40m ago•0 comments

The Download: storing nuclear waste and orchestrating agents

https://www.technologyreview.com/2026/04/29/1136666/the-download-nuclear-waste-orchestrated-ai-ag...
1•joozio•40m ago•0 comments

The Kardashev-Marx Scale

https://www.stephendiehl.com/posts/kardeschev/
2•andsoitis•42m ago•0 comments

Why skill match is not enough

https://gudok.xyz/smine/
1•signa11•43m ago•0 comments