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Show HN: API Testing and Security with AI

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

Comments

anuragdt•8mo 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•8mo 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•8mo 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

Geometric Hallucination Detection via Directional Consistency in Embedding Space

https://cert-framework.com/docs/research/dc-paper
1•nchagnet•52s ago•0 comments

Show HN: TV updates in ur mail to save time and get to point for TV Enthusiasts

https://releasestv.substack.com/
1•karanveer•1m ago•0 comments

Next on Intrigue: Ransom Man

https://www.bbc.com/audio/brand/m0000nfh
1•jruohonen•3m ago•0 comments

/Rams

https://www.rams.ai/
1•handfuloflight•9m ago•0 comments

Ui.dev and Fireship Join Forces

https://fireship.dev/uidotdev-and-fireship-join-forces
1•tmvnty•11m ago•0 comments

Show HN: Goran AI – Turn every sales call into team intelligence and playbooks

https://www.meetgoran.com/
1•Mrakermo•13m ago•0 comments

$14.1T. Zero Votes. How America Lost Its Republic to an Unelected Empire

https://twitter.com/DefiyantlyFree/status/2012345557553996061
2•bilsbie•14m ago•0 comments

Why Rust solves a problem we no longer have

https://rochuskeller.substack.com/p/why-rust-solves-a-problem-we-no-longer
1•guenthert•15m ago•1 comments

Evidence That Musk Is the Chief Engineer of SpaceX

https://old.reddit.com/r/SpaceXLounge/comments/k1e0ta/evidence_that_musk_is_the_chief_engineer_of...
1•bilsbie•16m ago•0 comments

Automation Tools Are Overkill for 90% of People

https://traulmen.blogspot.com/2026/01/automation-ai-tools-why-most-beginners.html
1•Traumen•17m ago•2 comments

The Emperor of Ice-Cream

https://cog.cnrs.fr/emperor.html
1•agarttha•18m ago•1 comments

Whistleblower drops 'largest ever' ICE leak to unmask agents

https://vechron.com/2026/01/whistleblower-drops-largest-ever-ice-leak-to-unmask-agents/
2•GeorgeWoff25•21m ago•0 comments

The Risks of AI in Schools Outweigh the Benefits, Report Says

https://www.npr.org/2026/01/14/nx-s1-5674741/ai-schools-education
1•backpackerBMW•24m ago•0 comments

OpenAI brings advertising to ChatGPT in push for new revenue

https://www.ft.com/content/ec1656cd-e07b-48ed-92a8-26c7fe517899
2•1vuio0pswjnm7•27m ago•0 comments

Fast Pair, loose security: Bluetooth accessories open to silent hijack

https://www.theregister.com/2026/01/17/fast_pair_flaw/
2•Bender•29m ago•0 comments

NotiFilter: Silence Annoying Notifications

https://github.com/BURG3R5/NotiFilter
1•thunderbong•31m ago•0 comments

New 'StackWarp' Attack Threatens Confidential VMs on AMD Processors

https://www.securityweek.com/new-stackwarp-attack-threatens-confidential-vms-on-amd-processors/
2•Bender•33m ago•0 comments

Names for stone skipping around the world

https://en.wikipedia.org/wiki/Stone_skipping
1•ancillary•33m ago•0 comments

Joe Rogan Experience #2440 – Matt Damon and Ben Affleck [video]

https://www.youtube.com/watch?v=AVEZBy1uAk8
2•keepamovin•33m ago•0 comments

Is there an evolutionary reason for same-sex sexual behaviour?

https://www.newscientist.com/article/2511053-is-there-an-evolutionary-reason-for-same-sex-sexual-...
1•Anon84•34m ago•0 comments

Show HN: A lightweight, no-JS landscape photo album

https://ethan.dev/album
1•Beefin•35m ago•0 comments

For 99 Years It's Been Illegal to Mail a Handgun, That Soon Could Change

https://cowboystatedaily.com/2026/01/16/wyomingites-cheer-potential-reversal-of-ban-on-mailing-guns/
1•Bender•35m ago•0 comments

An archive of letters sent to Santa this year through USPS operation Santa

https://archive.org/details/usps2025
1•elfatnorthpole•36m ago•1 comments

Show HN: Intuitive Minecraft Skin Editor - Full FOSS Rewrite, try new mobile UX

https://needcoolershoes.com
2•moxvallix•39m ago•0 comments

ChatGPT could not apply the Law of the Excluded Middle

https://chatgpt.com/share/696b7f8a-9760-8006-a1b5-89ffd7c5d2d9
1•rafaelbeirigo•39m ago•0 comments

Matthew McConaughey trademarks iconic phrase to stop AI misuse

https://www.bbc.com/news/articles/cp87z6vexl3o
1•deegles•40m ago•1 comments

Tested 31 AI detection/humanization tools – $5/mo GPTs beat $300/mo

1•khadinakbar•40m ago•0 comments

Show HN: KissMotion – AI kiss video generator from a single photo

https://aikissvideo.app
1•Yreminder•40m ago•0 comments

Move Over, ChatGPT: You are about to hear more about Claude Code

https://www.theatlantic.com/technology/2026/01/claude-code-ai-hype/685617/
1•pretext•41m ago•0 comments

K6: A web load testing tool, written in Golang and configured in JavaScript

https://github.com/grafana/k6
2•fanf2•41m ago•0 comments