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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

Show HN: Building a future where security checks leave no permanent trails

1•csp_dev•1m ago•0 comments

Concorde at 50: Twice the speed of sound, twice the economic trouble

https://www.theregister.com/2026/01/21/50_years_concorde/
1•LorenDB•4m ago•0 comments

Quantum physicists create largest ever 'superposition'

https://www.nature.com/articles/d41586-026-00177-9
1•digital55•5m ago•0 comments

You're Living in the Chinese Century

https://www.wired.com/china-issue/
3•mefengl•5m ago•0 comments

Apple's product plans stolen in Luxshare cyberattack

https://www.macrumors.com/2026/01/21/apple-product-plans-stolen-in-luxshare-cyberattack/
2•gloxkiqcza•6m ago•0 comments

illumos

https://illumos.org/
2•tosh•7m ago•0 comments

LWN Is Down

https://lwn.net/
1•WesolyKubeczek•8m ago•1 comments

My website is my custom feed reader

https://squeaki.sh/p/i-turned-my-website-into-my-feed-reader/
1•steffoz•9m ago•0 comments

MathGPT Graphing: fast interactive graphs with AI help

https://mathgpt.today/graphing
1•umeedsto•9m ago•2 comments

Show HN: A RSVP Reader for Articles

https://www.readfast.co/
1•Mitchell2398•9m ago•0 comments

Slouching Towards Bethlehem – Joan Didion (1967)

https://www.saturdayeveningpost.com/2017/06/didion/
1•jxmorris12•10m ago•0 comments

Attention Authors: updated endorsement policy

https://blog.arxiv.org/2026/01/21/attention-authors-updated-endorsement-policy/
1•50kIters•11m ago•0 comments

How do you keep AI-generated applications consistent as they evolve over time?

1•RobertSerber•12m ago•0 comments

Show HN: Why single agents suck at math proofs

https://ensue.dev/blog/stop-throwing-a-single-agent-at-complex-problems/
2•austinbaggio•16m ago•1 comments

Gut bacteria rapidly adapt to digest starches in ultra-processed foods

https://phys.org/news/2025-12-gut-bacteria-rapidly-digest-starches.html
1•PaulHoule•17m ago•0 comments

Putin's Famous Munich Speech (2007) [video]

https://www.youtube.com/watch?v=hQ58Yv6kP44
1•samiv•17m ago•0 comments

Show HN: CogDB – A persistent graph database that runs inside a Python process

https://github.com/arun1729/cog
1•am3141•17m ago•0 comments

The Microsoft-OpenAI Files: Internal documents reveal AI's defining alliance

https://www.geekwire.com/2026/the-microsoft-openai-files-internal-documents-reveal-the-realities-...
1•CrankyBear•18m ago•0 comments

Waiting for dawn in search: Search index, Google rulings and impact on Kagi

https://blog.kagi.com/waiting-dawn-search
5•josephwegner•18m ago•1 comments

Pandas 3.0.0 Released

https://github.com/pandas-dev/pandas/releases/tag/v3.0.0
1•todsacerdoti•19m ago•0 comments

How to use AI in Meta's AI-assisted coding interview (with prompts and examples)

https://interviewing.io/blog/how-to-use-ai-in-meta-s-ai-assisted-coding-interview-with-real-promp...
2•leeny•21m ago•0 comments

The 2030 Race for a Moon Reactor

https://www.universetoday.com/articles/the-2030-race-for-a-moon-reactor
1•rbanffy•21m ago•0 comments

Show HN: QRY – Natural Language to SQL Using Claude Code/Codex CLI

1•amansingh-afk•21m ago•0 comments

What does Software Engineering mean when machine writes the code

https://www.shayon.dev/post/2026/19/software-engineering-when-the-machine-writes-code/
1•shayonj•24m ago•2 comments

Black Horror on the Rhine (Wikipedia)

https://en.wikipedia.org/wiki/Black_Horror_on_the_Rhine
1•subjektivation•24m ago•0 comments

Show HN: Rowboat – Open-Source Claude Cowork with an Obsidian Vault

https://www.rowboatlabs.com/
5•segmenta•24m ago•0 comments

We ran high-level US civil war simulations. Minnesota is how they start

https://www.theguardian.com/commentisfree/2026/jan/21/ice-minnesota-trump
6•Teever•25m ago•0 comments

AdGuard VPN protocol goes open-source – meet TrustTunnel

https://adguard-vpn.com/en/blog/adguard-vpn-protocol-goes-open-source-meet-trusttunnel.html
3•kumrayu•25m ago•0 comments

Open source server code for the BitCraft MMORPG

https://github.com/clockworklabs/BitCraftPublic
1•sfkgtbor•26m ago•0 comments

A Malicious Push Network: What 57M Logs Taught Us

https://www.infoblox.com/blog/threat-intelligence/inside-a-malicious-push-network-what-57m-logs-t...
2•aa_is_op•27m ago•0 comments