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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•1y ago

Comments

anuragdt•1y 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•1y 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•1y 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

GLNBench – Benchmarked GNNs under label noise and found they collapse

https://glnbench.github.io/website/
1•Syedatheprog•2m ago•0 comments

Projected Business Formations Within Four Quarters: Professional Services in US

https://fred.stlouisfed.org/series/BFPBF4QNAICS54SAUS
1•bookofjoe•2m ago•0 comments

My Custom Life OS Software

https://sveder.com/blog/?p=402
1•mikle•7m ago•0 comments

Microsoft Reports a 25 Percent Jump in Emissions

https://www.wired.com/story/microsoft-25-percent-jump-in-carbon-emissions/
1•__natty__•10m ago•0 comments

A man who would change Russia

https://economist.com/leaders/2026/07/09/the-man-who-would-change-russia
1•runeks•10m ago•1 comments

Weathergotchi – an open-source climate Tamagotchi

https://github.com/Michael-Manning/E-Paper-Climate-Logger
1•luanmuniz•12m ago•0 comments

How much of ML research is about AI safety, what is it about, and who's doing I

https://www.lesswrong.com/posts/hcq4ZDoijSjy3Wrba/how-much-of-ml-research-is-about-ai-safety-what...
2•joozio•12m ago•0 comments

Floating Companion: Exploring Design Space for Soft Floating Robots in Indoor

https://dl.acm.org/doi/10.1145/3800645.3813051
1•hopelessluca•12m ago•0 comments

Show HN: Prijm – a minimalist link-sharing and discussion platform

https://prijm.com/
1•rakibtg•14m ago•1 comments

Fylepad – Thoughtful, secure, and intelligent writing

https://github.com/imrofayel/fylepad
1•imrofayel•15m ago•0 comments

The CIA's Family Jewels (2007)

https://nsarchive2.gwu.edu/NSAEBB/NSAEBB222/index.htm
1•robtherobber•17m ago•0 comments

Societal Impacts: Claude's values across models and languages

https://www.anthropic.com/research/claude-values-models-languages
1•taubek•18m ago•0 comments

Cyber Resilience Act

https://digital-strategy.ec.europa.eu/en/policies/cyber-resilience-act
2•Rygian•21m ago•0 comments

Anthropic's state-by-state plan to ratchet up AI rules

https://www.politico.com/news/2026/07/15/inside-anthropics-state-by-state-plan-to-ratchet-up-ai-r...
1•JumpCrisscross•22m ago•0 comments

Show HN: PromptMan: A native macOS app for saving and reusing AI prompts

https://promptman.app/
1•Karym09•23m ago•0 comments

Never procrastinate again. Stick to TaskLoco super smart sticky notes

https://www.taskloco.com/
1•taskloco_nyc•23m ago•0 comments

FOSDEM 2026: Multi-relay msging & cryptographic identities w/ DeltaChat/Chatmail

https://fosdem.org/2026/schedule/event/3F9VTU-deltachat-chatmail-relays-multi-transport/
2•xeonmc•25m ago•0 comments

ChatGPT Subagents 2

1•217•26m ago•0 comments

Show HN: AI-CLI – tiny C terminal assistant powered by local LLM

https://github.com/vkataev/ai-cli
1•novaRom•28m ago•1 comments

Show HN: RazerStream – Reviving the Orphaned Razer Stream Controller on macOS

https://github.com/ShoelessTim/RazerStream
1•ShoelessTim•29m ago•0 comments

Add a waitlist form without a back end

https://lanes.sh/use-cases/waitlist-form-without-a-backend
4•s-xyz•29m ago•0 comments

Festo: Bionic Learning Network

https://www.festo.com/de/en/e/about-festo/research-and-development/bionic-learning-network-id_31842
1•iamanatom•29m ago•0 comments

Bionic flying objects – Future concepts from the Bionic Learning Network

https://www.festo.com/de/en/e/about-festo/research-and-development/bionic-learning-network/bionic...
1•iamanatom•30m ago•0 comments

How Agentic Is Agentic Commerce? Measuring X402 Adoption and Authenticity

https://arxiv.org/abs/2607.12575
1•sbulaev•34m ago•0 comments

One Tactical Unlock at a Time: How Tesla Built Powerwall

https://coleashman.substack.com/p/one-tactical-unlock-at-a-time-how
1•shafyy•38m ago•0 comments

After record heat, could the Atlantic make Britain's weather more extreme?

https://www.bbc.co.uk/news/articles/c992e8g10nmo
1•ljf•39m ago•0 comments

German startup offers solar awnings

https://www.pv-magazine.com/2026/07/14/german-startup-offers-solar-awnings/
2•DamonHD•40m ago•0 comments

Low Resource Computing 2026

https://lrc.cs.dartmouth.edu/
1•christoph-heiss•41m ago•0 comments

A Beginner's Guide to the True Order of SQL Operations

https://blog.jooq.org/a-beginners-guide-to-the-true-order-of-sql-operations/
2•rzk•45m ago•0 comments

IdeaPanda: Find business ideas worth building

https://www.getideapanda.com
2•welsenesbros•45m ago•1 comments