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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

What Is Data Literacy?

https://www.ibm.com/think/topics/data-literacy
1•teleforce•1m ago•0 comments

Goodbye Java, Hello Go

https://wso2.com/library/blogs/goodbye-java-hello-go
1•gtirloni•1m ago•0 comments

Halley's Comet wrongly named: 11th-century monk predates British astronomer

https://www.universiteitleiden.nl/en/news/2026/01/halleys-comet-wrongly-named-11th-century-englis...
1•geox•4m ago•0 comments

Kycnot.me – Find KYC-Free Services

https://kycnot.me/
1•basilikum•5m ago•0 comments

Red Dwarfs Are Too Dim to Generate Complex Life

https://www.universetoday.com/articles/red-dwarfs-are-too-dim-to-generate-complex-life
1•nobody9999•6m ago•1 comments

StudDent – book student dental clinics in Poland

https://studdentpl.lovable.app
1•TsepoMkwebu•7m ago•1 comments

I'm not an academic, I'm an engineer

https://bits-chips.com/article/im-not-an-academic-im-an-engineer/
2•vismit2000•13m ago•0 comments

Do you remember what you read last year?

https://shawnsomething.substack.com/p/do-you-actually-remember-what-you
1•Shawn_Something•14m ago•0 comments

State of C++ 2026

https://devnewsletter.com/p/state-of-cpp-2026/
2•birdculture•15m ago•0 comments

Designer yeast turns sugar into lucrative chemical 3-HP

https://phys.org/news/2026-01-commercially-viable-biomanufacturing-yeast-sugar.html
1•PaulHoule•15m ago•0 comments

Cars by USA Got So Bad [video]

https://www.youtube.com/watch?v=1zzE-Qw5W9c
2•CHB0403085482•17m ago•0 comments

Two Stop Bits

https://twostopbits.com/news
1•basilikum•18m ago•0 comments

Show HN: I built v1 of Omni channel SDR Agent

1•kinj28•20m ago•0 comments

Top engineers at Anthropic, OpenAI say AI now writes 100% of their code

https://fortune.com/2026/01/29/100-percent-of-code-at-anthropic-and-openai-is-now-ai-written-bori...
3•jsemrau•21m ago•0 comments

Show HN: I trained a 9M speech model to fix my Mandarin tones

https://simedw.com/2026/01/31/ear-pronunication-via-ctc/
3•simedw•22m ago•0 comments

The Department of Justice Ignores Court Orders Because It Knows It Can

https://www.americanmuckrakers.com/p/the-department-of-justice-ignores
23•davidbwheeler•22m ago•3 comments

Moltbook, Agent Trustworthiness, and Prompt Attestation

https://twitter.com/iosifache/status/2017391589367419351
1•iosifache•28m ago•1 comments

Solving Shrinkwrap [for CSS]: New Experimental Technique [Without JavaScript]

https://kizu.dev/shrinkwrap-solution/
1•spiros•29m ago•0 comments

Bezos' Rocket Firm Blue Origin to Halt Space Tourism Flights

https://www.bloomberg.com/news/articles/2026-01-30/bezos-rocket-firm-blue-origin-to-halt-space-to...
2•pinewurst•31m ago•1 comments

Show HN: Foundry – Turns your repeated workflows into one-click commands

https://github.com/lekt9/openclaw-foundry
2•getfoundry•32m ago•0 comments

Venezuela to Shutter Torture Center, Promises Political Amnesty

https://www.bloomberg.com/news/articles/2026-01-30/venezuela-s-rodriguez-announces-amnesty-for-po...
2•pinewurst•34m ago•3 comments

Enshittification Ensures Streaming Prices Soar Faster Than Other Consumer Goods

https://www.techdirt.com/2026/01/30/enshittification-ensures-streaming-prices-soar-faster-than-an...
4•hn_acker•35m ago•4 comments

Show HN: Hosted OpenClaw with Secure Isolation

https://moltcloud.ai/blog/hosted-openclaw/
1•stubbi•37m ago•0 comments

Threads' margin is the Eurostack's opportunity

https://pluralistic.net/2026/01/30/zucksauce/
1•hn_acker•39m ago•0 comments

Context Management in Claude Code (Compaction)

https://decodeclaude.com/compaction-deep-dive/
1•moona3k•40m ago•0 comments

An interactive particle system driven by your hand movements

https://particle-sense.vercel.app/
1•nanxiaobei•41m ago•0 comments

Show HN: Tech 10 – a weekly trivia quiz for software engineers

https://www.techten.dev/
1•p0u4a•46m ago•0 comments

Erdos #1051 Forum

https://www.erdosproblems.com/forum/thread/1051
3•nmstoker•48m ago•1 comments

One-click cloud template for Clawdbot/Moltbot/OpenClaw, no Mac Mini needed

https://lightning.ai/lightning-ai/environments/openclaw
3•yewnork•51m ago•1 comments

Force step up authentication in web applications

https://damienbod.com/2026/01/26/force-step-up-authentication-in-web-applications/
1•mooreds•1h ago•0 comments