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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

Diana Pfeil on Evals [video]

https://www.youtube.com/watch?v=w8A9jDsnq6U
1•mooreds•1m ago•0 comments

Open-weight AI models can exploit the patch gap

https://epoch.ai/publications/open-weight-models-patch-gap
1•merksittich•1m ago•0 comments

The Physics of Getting Fired

https://aeon.co/essays/how-to-use-physics-to-make-sense-of-the-messiness-of-life
1•ersinesen•2m ago•0 comments

'I fear for my family': Berlin mayoral candidate's messages expose Hamas ties

https://www.ynetnews.com/article/skmcttlpzl
1•extraextra•4m ago•0 comments

A Pig, the State, and War: Porco Rosso (Kurenai No Buta) (2014)

https://journal.animationstudies.org/article/id/66/
2•simonebrunozzi•7m ago•0 comments

Buildings full of machines are tied to modest local job growth

https://theconversation.com/we-studied-1-584-data-centers-and-found-the-buildings-full-of-machine...
3•andrewstetsenko•7m ago•1 comments

Much Ado About None: Sentinel Values in Python

https://florianwilhelm.info/2026/10/sentinel_values/
2•sebg•9m ago•0 comments

Show HN: Charter, field-level control over agents' calls into customer accounts

https://github.com/r28ai/charter
2•nathanqueme•10m ago•0 comments

Google value plunges by $500B as AI fears rattle Wall Street

https://www.bbc.com/news/articles/cm9qzdqpxy48o
3•dabinat•12m ago•1 comments

Intel stock plunges after posting disappointing Q4 outlook

https://finance.yahoo.com/video/intel-stock-plunges-after-posting-disappointing-q4-outlook-200731...
3•baal80spam•12m ago•1 comments

Chinese Universities in Jiangsu Begin Paying Staff in Digital Yuan

https://chinascope.org/archives/41502
3•gscott•14m ago•0 comments

Biltong.ai

https://biltong.ai/
2•almogo•16m ago•0 comments

The Great American Rascal: Tom Sawyer at 150

https://claremontreviewofbooks.com/the-great-american-rascal/
5•beatstop•19m ago•0 comments

Our estimate for factoring RSA-2048 with cat qubits: pushing the frontier

https://alice-bob.com/blog/our-estimate-for-factoring-rsa-2048-with-cat-qubits-pushing-the-fronti...
3•wrayjustin•20m ago•0 comments

Should a medical diagnosis reshape the past? (2025)

https://chengela.substack.com/p/should-a-medical-diagnosis-reshape
3•wyndham•21m ago•0 comments

Zen Bonsais

https://www.zen.com.ar/bonsais/
2•elandros•22m ago•0 comments

Lighthouses, War and a Puffling

https://adcochrane.wordpress.com/2026/10/29/lighthouses-war-and-a-puffling-the-isle-of-may/
3•aways•23m ago•0 comments

Terraform: Cheapest Solar in North America at $0.016/KWh

https://terraformindustries.wordpress.com/2026/10/27/how-terraform-built-the-cheapest-solar-in-no...
2•pfdietz•23m ago•0 comments

Nanbeige4.3-33B – Flagship teacher LLM

https://huggingface.co/Nanbeige/Nanbeige4.3-33B
3•Retro_Dev•25m ago•0 comments

Experiments with Google

https://experiments.withgoogle.com/
2•swatson741•25m ago•0 comments

Rhyme-as-Reason Effect

https://en.wikipedia.org/wiki/Rhyme-as-reason_effect
1•epestr•29m ago•0 comments

Show HN: InputConfig, a free open-source app to run your Mac with any controller

https://github.com/ryleighnewman/InputConfig
1•ryleighnewman•31m ago•0 comments

"Peak Greenwashing": Two Bills in Congress Endorse Misleading Recycling Claims

https://www.propublica.org/article/plastics-industry-recycling-legislation-congress
1•hn_acker•33m ago•0 comments

Rockstar is a programming language based on 1980s hard rock lyrics

https://codewithrockstar.com/
1•mooreds•33m ago•0 comments

Utah files criminal charges against Kalshi and its founders under gambling laws

https://www.sltrib.com/news/2026/10/28/utah-files-14-criminal-charges/
2•JumpCrisscross•34m ago•1 comments

Tech Tips for Parents This Digital Parenting Week

https://www.eff.org/deeplinks/2026/10/tech-tips-parents-digital-parenting-week
1•hn_acker•35m ago•0 comments

Patrick Stewart, legendary actor of 'Star Trek' and 'X-Men' fame, dies at 86

https://apnews.com/article/patrick-stewart-dies-8b38054ff74d4187a32158d78e345ad7
2•Bluestein•35m ago•1 comments

Cybernetic Interventions

https://cxix.tiiny.site/
1•shaunxcode•35m ago•0 comments

Building an AI-native engineering org

https://twitter.com/sgondala2/status/2115832070274723875
1•sgondala_ycapp•35m ago•0 comments

The neocloud shakeout is coming, and even the neoclouds seem to know it

https://fortune.com/2026/10/29/elon-musk-neoclouds-ai-bubble-coreweave-nebius-consolidation/
1•angry_impala•36m ago•0 comments