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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•10mo ago

Comments

anuragdt•10mo 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•10mo 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•10mo 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: I wrote a dictionary of the 185 verbs Claude shows while thinking

https://github.com/paolobozzola/spinner-verbs-dictionary
1•paolobozzola•1m ago•0 comments

Pipe: Pubsub without the infrastructure. stream data between machines using SSH

https://pipe.pico.sh/
1•thunderbong•7m ago•0 comments

Show HN: The Janitor – A 58MB Rust static analyzer to block AI-generated PR slop

https://github.com/GhrammR/the-janitor
2•GhrammR•7m ago•1 comments

OpenAI is working on its own GitHub competitor

https://www.neowin.net/news/openai-is-reportedly-working-on-its-own-github-competitor/
4•bundie•7m ago•1 comments

Ask HN: What is the "Control Plane" for local AI agents?

2•denis4inet•7m ago•2 comments

Stock plunge sparks trading halt in South Korea's key indexes

https://www.channelnewsasia.com/business/asian-markets-kospi-plunge-iran-war-middle-east-5968971
2•mikhael•8m ago•0 comments

Dr. Jebra Faushay: "The 80s: You Just Had to Be There"

https://twitter.com/JebraFaushay/status/2015608814385402024
2•pkaeding•8m ago•0 comments

A Few Claude Skills for R Users

https://rworks.dev/posts/claude-skills-for-r-users
2•ionychal•10m ago•0 comments

Show HN: Atlas – Portfolio health dashboard for multi-repo teams (Python CLI)

https://github.com/nxtg-ai/repoatlas
1•vipdestiny•13m ago•0 comments

Sitescroll

https://sitescroll.fun/
1•netule•13m ago•0 comments

General-Purpose Psychology Agent (Claude Code)

https://github.com/safety-quotient-lab/psychology-agent
2•9wzYQbTYsAIc•16m ago•1 comments

Outlit Customer Context Layer

https://docs.outlit.ai
1•handfuloflight•17m ago•0 comments

Lock Scroll with a Vengeance

https://unsung.aresluna.org/lock-scroll-with-a-vengeance/
1•etothet•19m ago•0 comments

Nobody Gets Promoted for Simplicity

https://terriblesoftware.org/2026/03/03/nobody-gets-promoted-for-simplicity/
1•SerCe•21m ago•0 comments

Giving LLMs a personality is just good engineering

https://www.seangoedecke.com/giving-llms-a-personality/
2•dboon•24m ago•0 comments

Israel use iPhone backdoor against Journalists

https://twitter.com/BackupJeffx/status/2028917525170319811
2•smashah•24m ago•0 comments

California's Digital Age Assurance Act, and FOSS

https://runxiyu.org/comp/ab1043/
6•todsacerdoti•25m ago•0 comments

Show HN: Display folder sizes in Win11 Explorer's Size column

https://github.com/sm18lr88/win-folder-size
1•hereme888•26m ago•0 comments

Couldn't find a minimal session indicator for tmux, so I built one

https://github.com/jtmcginty/tmux-session-dots
1•jtmcginty•35m ago•1 comments

AP brass to staff: Resistance to AI is 'futile'

https://www.semafor.com/article/03/03/2026/ap-brass-to-staff-resistance-to-ai-is-futile
4•healsdata•35m ago•0 comments

Speculative Speculative Decoding (SSD)

https://arxiv.org/abs/2603.03251
4•E-Reverance•37m ago•0 comments

Just Send the Prompt

https://justsendtheprompt.com/
30•medalblue•47m ago•18 comments

Show HN: My AI hires humans for physical tasks, calls them biological units

https://crawde.com/hire
2•crawde•48m ago•1 comments

Extending the Demo: Destruction Derby

https://32bits.substack.com/p/extending-the-demo-destruction-derby
1•farmerbb•49m ago•0 comments

News Corp, Meta in AI Content Licensing Deal Worth Up to $50M a Year

https://www.wsj.com/business/media/news-corp-meta-in-ai-content-licensing-deal-worth-up-to-50-mil...
2•bookofjoe•50m ago•2 comments

Show HN: A visual sitemap generator that maps any website's full navigation tree

2•epic_ai•50m ago•1 comments

CIA working to arm Kurdish forces to spark uprising in Iran, sources say

https://www.cnn.com/2026/03/03/politics/cia-arming-kurds-iran
16•vinnyglennon•55m ago•3 comments

MoneyCollect provides warm and human-centered payment protection for merchants

https://www.moneycollect.com/
1•jerryoverwrite•56m ago•0 comments

Current state of OpenClaw and bot protections

https://proxybase.xyz/blog/openclaw-bot-protections
2•m00dy•56m ago•0 comments

LLMs can unmask pseudonymous users at scale with surprising accuracy

https://arstechnica.com/security/2026/03/llms-can-unmask-pseudonymous-users-at-scale-with-surpris...
9•Gagarin1917•1h ago•0 comments