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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

GPT-5.5 Cyber Performance (as good as Mythos?)

https://www.aisi.gov.uk/blog/our-evaluation-of-openais-gpt-5-5-cyber-capabilities
3•shmuli9•3m ago•0 comments

Attention Without Value

https://danielmay.co.uk/posts/attention-without-value/
1•danielrmay•4m ago•0 comments

Mainframers: Any APL programmers here? (2025)

https://www.facebook.com/groups/ProfessionalMainframers/posts/2461788724176152/
1•tosh•5m ago•0 comments

Hey HN I'm the maker of Knowflows

https://knowflows.app
1•redditmarketing•6m ago•0 comments

If AI is so great, why isn't it working?

https://twitter.com/vasuman/status/2049659161005470071
1•cmsefton•8m ago•0 comments

OpenKB: Open LLM Knowledge Base

https://github.com/VectifyAI/OpenKB
1•ankitg12•9m ago•0 comments

3-Sided "Y-Zipper"

https://news.mit.edu/2026/three-sided-y-zipper-design-0504
2•bookofjoe•11m ago•1 comments

Ask HN: Who needs contributors? (May 2026)

1•GodelNumbering•11m ago•0 comments

OpenAI's Human Review Does Not Pass the Turing Test

https://community.openai.com/t/openai-s-human-review-does-not-pass-the-turing-test/1380392
2•throstur•12m ago•0 comments

ReMarkable Paper Pure

https://remarkable.com/products/remarkable-paper/pure
4•estensen•17m ago•0 comments

Algorithms for Competitive Programming

https://cp-algorithms.com/index.html
1•signa11•20m ago•0 comments

Fizz Buzz Through Monoids

https://entropicthoughts.com/fizzbuzz-through-monoids
1•crescit_eundo•22m ago•0 comments

Building AI Agents with Claude in Google Cloud's Vertex AI – Code with Claude [video]

https://www.youtube.com/watch?v=TUysIAtxyrQ
1•Anon84•22m ago•0 comments

Ask HN: Who's Still Hand Coding?

1•yipbub•22m ago•0 comments

Mocha: Not Just a Flavor (The history of a once-bustling trade city)

https://worldhistory.substack.com/p/mocha-not-just-a-flavor
1•crescit_eundo•23m ago•0 comments

Cognitive Surrender

https://addyosmani.com/blog/cognitive-surrender/
3•BOOSTERHIDROGEN•25m ago•0 comments

China to Invest in DeepSeek at $50B Valuation

https://www.wsj.com/tech/ai/china-to-invest-in-deepseek-at-50-billion-valuation-045041d0
3•JumpCrisscross•29m ago•0 comments

Deep Learning with Python

https://deeplearningwithpython.io/
2•tosh•30m ago•1 comments

Bose Soundtouch end of life today

https://www.bose.com/soundtouch-end-of-life
1•bitslayer•32m ago•0 comments

When Claudia Met Claudius

https://unherd.com/2026/05/when-claudia-met-claudius/
1•olalonde•33m ago•0 comments

AI Is Forcing CEOs to Make a Stark Choice: Lay Off Workers or Make Them Do More

https://www.wsj.com/tech/ai/ai-is-forcing-ceos-to-make-a-stark-choice-lay-off-workers-or-make-the...
2•thm•33m ago•0 comments

Ling 2.6 (Flash and 1T): Efficient Open Models Competing on Agentic Benchmarks

https://firethering.com/ling-2-6-agentic-ai-model/
2•steveharing1•36m ago•0 comments

What even is a pidfd anyway?

https://www.corsix.org/content/what-is-a-pidfd
2•blenderob•37m ago•0 comments

Coordinated Vulnerability Disclosure

https://github.com/coordinated-vulnerability-disclosure/coordinated-vulnerability-disclosure
2•jph•37m ago•1 comments

The layoffs will continue till we learn to use AI

https://twitter.com/championswimmer/status/2051807284691612099
4•ayoisaiah•38m ago•0 comments

The problem with counterfeit people. (paywall)

https://www.theatlantic.com/technology/archive/2023/05/problem-counterfeit-people/674075/
2•fanf2•40m ago•0 comments

Meat-Based LLM Proxies

https://not-an-llm.bearblog.dev/meat-based-llm-proxies/
2•WhyNotHugo•41m ago•0 comments

Supercomputer networking to accelerate large scale AI training

https://openai.com/index/mrc-supercomputer-networking/
5•berlianta•43m ago•1 comments

81.1% vs. 13.6%: measuring retrieval accuracy for AIcoding context without embed

https://manojmallick.github.io/sigmap/guide/retrieval-benchmark.html
2•manoj079•43m ago•0 comments

Stop Sending IDE-Catchable AI Code Errors to Review

https://blog.jetbrains.com/ai/2026/05/stop-sending-ide-catchable-ai-code-errors-to-review/
3•bundie•46m ago•0 comments