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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•7mo ago

Comments

anuragdt•7mo 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•7mo 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•7mo 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

HN was down or experiencing timeouts for authenticated users

https://hackernews.onlineornot.com/incidents/lrk-1pNNAMoe
1•exploraz•10m ago•0 comments

The App to Celebrate Food

1•ejfhp•10m ago•0 comments

Show HN: A global synchronized meditation bell website to connect us

https://waake.onrender.com/
2•dakinitribe•11m ago•0 comments

Show HN: RAG-corpus-profiler – A linter for RAG datasets (dedup, PII, quality)

https://github.com/aashirpersonal/rag-corpus-profiler
1•aashirpersonal•16m ago•1 comments

Show HN: Open-source WhatsApp inbox for the Cloud API

https://github.com/gokapso/whatsapp-cloud-inbox
1•aamatte•17m ago•0 comments

Show HN: ssh tiny.christmas

1•eieio•22m ago•2 comments

Is gravity evidence of a computational universe?

https://pubs.aip.org/aip/adv/article/15/4/045035/3345217/Is-gravity-evidence-of-a-computational-u...
1•manidoraisamy•28m ago•0 comments

Python 3.15's interpreter for Windows should be 15% faster

https://fidget-spinner.github.io/posts/no-longer-sorry.html
1•lumpa•29m ago•0 comments

Where Winds Meet Players Are Finding Ways to Screw with the Game's AI NPCs

https://kotaku.com/where-winds-meet-ai-npc-llm-chatgpt-steam-2000650074
2•PaulHoule•29m ago•0 comments

Incremental Backups of Gmail Takeouts

https://baecher.dev/stdout/incremental-backups-of-gmail-takeouts/
2•pbhn•32m ago•1 comments

Show HN: Ac2 – Agentic CLI Toolkit to Enhance Claude Code and Gemini CLI

https://github.com/biliqiqi/ac2
1•Kholin•33m ago•0 comments

AI Food Image Generator for Restaurant Photography

https://aifoodgenerator.net/
1•qweasdzxc111111•36m ago•0 comments

Ask HN: Books in 2025

1•huncyrus•42m ago•1 comments

Relatively open vegetation landscapes promoted early Pleistocene human evolution

https://www.nature.com/articles/s43247-025-02983-x
1•bryanrasmussen•43m ago•1 comments

Data Structures in Practice

https://github.com/djiangtw/data-structures-in-practice-public/blob/main/manuscript/chapters/chap...
1•atomlib•44m ago•0 comments

A Veteran of the Pusspenesian Wars

https://medium.com/luminasticity/a-veteran-of-the-pusspenesian-wars-937f0f5b6dcb
1•bryanrasmussen•48m ago•0 comments

Applying "make invalid states unrepresentable"

https://kevinmahoney.co.uk/articles/applying-misu/
1•fanf2•50m ago•0 comments

DreamQL → Better SQL?

https://www.nozdrenkov.com/dreamql/
2•whatever3•52m ago•1 comments

Show HN: Snipplle – an open-source snippet manager

https://github.com/snipplle/snipplle
2•alf_UMi•53m ago•0 comments

How do you validate video pipeline changes for ML models?

1•iamdani•1h ago•0 comments

Fight bad bot with SEC Fetch and Client Hints inconsistencies

https://blog.sicuranext.com/sec-fetch-and-client-hints-a-powerful-tool-against-automation/
1•emegeve83•1h ago•0 comments

LimeWire re-emerges in online rush to share pulled "60 Minutes" segment

https://arstechnica.com/tech-policy/2025/12/yo-what-limewire-re-emerges-in-online-rush-to-share-p...
7•smurda•1h ago•1 comments

Mostlymatter is a fork of Mattermost without users limit

https://framagit.org/framasoft/framateam/mostlymatter
2•simjue•1h ago•0 comments

How the world of work will change over the next 20 years

https://www.wsj.com/lifestyle/workplace/future-of-work-978509bf
1•hhs•1h ago•0 comments

EIG Letter: DHS Should Revise Proposed H-1B Weighted Lottery

https://eig.org/eig-letter-dhs-should-revise-proposed-h-1b-weighted-lottery-to-prioritize-top-tal...
1•Romanorum•1h ago•0 comments

Nuclear developer proposes using Navy reactors for data centres

https://financialpost.com/commodities/energy/developer-proposes-navy-reactors-for-data-centres
2•pseudolus•1h ago•1 comments

Nvidia to poach top staff from AI chip startup Groq in licensing deal

https://www.ft.com/content/3584197e-a99a-4a06-9386-dc65cf603f45
1•bookofjoe•1h ago•2 comments

Speed Act passes in House despite changes that threaten clean power projects

https://insideclimatenews.org/news/18122025/speed-act-passes-in-house-threatens-clean-power-proje...
1•pseudolus•1h ago•0 comments

The dollar game

https://www.imf.org/en/publications/fandd/issues/2025/12/cafe-economics-the-dollar-game-bruce-edw...
3•hhs•1h ago•1 comments

Dirlock

https://gitlab.steamos.cloud/holo/dirlock
1•birdculture•1h ago•0 comments