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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•6mo ago

Comments

anuragdt•6mo 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•6mo 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•6mo 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

Load ZX Spectrum – first Museum dedicated to our first personal computer

https://loadzx.com/en/
1•elvis70•40s ago•0 comments

Show HN: A Real-World Lesson – The Missing DMARC Configuration

https://www.defendflow.xyz/blog/dmarc-configuration-lesson
1•riyao_lin•47s ago•0 comments

China's top memory chip maker YMTC to build 3rd plant, eyeing 2027 start

https://asia.nikkei.com/business/tech/semiconductors/china-s-top-memory-chip-maker-ymtc-to-build-...
1•walterbell•48s ago•0 comments

If Quantum Computing Is Solving Impossible Questions, How Do We Know It's Right

https://scitechdaily.com/if-quantum-computing-is-solving-impossible-questions-how-do-we-know-they...
1•AIBytes•51s ago•0 comments

ST-506/ST-412

https://en.wikipedia.org/wiki/ST-506/ST-412
1•mosura•1m ago•0 comments

Oncle Bob: static sites for everyone

https://onclebob.com/
2•ptramo•4m ago•1 comments

The Zone [video]

https://vimeo.com/40260708
1•limbicsystem•4m ago•0 comments

Show HN: Just-Claude: Sync just recipes with Claude Skills

https://github.com/tombedor/just-claude
1•jjfoooo4•4m ago•0 comments

The State of College Hackathons

https://dev.shetty.me/blog/the-state-of-college-hackathons?v=2
1•deveesh_shetty•5m ago•0 comments

What does it mean to understand language?

https://arxiv.org/abs/2511.19757
1•AIBytes•6m ago•0 comments

Edge Requests on Vercel? Essentially they don't have a free tier

https://sometechblog.com/posts/no-free-tier-on-vercel/
1•l5870uoo9y•6m ago•0 comments

AI Propels Dell's Datacenter Top Line – Bottom Line Is a Challenge

https://www.nextplatform.com/2025/11/26/ai-propels-dells-datacenter-top-line-bottom-line-is-a-cha...
1•rbanffy•7m ago•0 comments

Epic Games Outage

https://status.epicgames.com
1•HughParry•8m ago•0 comments

Researchers fine tune their models to search their own parameters

https://www.deeplearning.ai/the-batch/researchers-fine-tune-models-to-search-their-own-parameters...
2•imjacobclark•10m ago•0 comments

Slop Evader – Search the Internet Before AI

https://tegabrain.com/Slop-Evader
2•HotGarbage•11m ago•0 comments

No sales after midnight: The impact of business curfew on crime in tenderloin

https://link.springer.com/article/10.1057/s41284-025-00517-w
1•apwheele•12m ago•0 comments

Dark Matter: A Worldwide Search – symmetry magazine

https://www.symmetrymagazine.org/article/dark-matter-a-worldwide-search?language_content_entity=und
3•rbanffy•12m ago•0 comments

The contradiction at the heart of the trillion-dollar AI race

https://www.bbc.com/news/articles/cvgvynlxqdyo
4•billybuckwheat•12m ago•0 comments

Russia's Soyuz 5 will soon come alive. But will anyone want to fly on it?

https://arstechnica.com/space/2025/11/after-a-decade-russias-native-built-soyuz-5-rocket-finally-...
1•rbanffy•14m ago•0 comments

36 Dead and other trapped as fire continues to burn through Hong Kong high-rise

https://www.cnn.com/world/live-news/hong-kong-tai-po-buildings-fire-11-26-25
3•donsupreme•15m ago•1 comments

The MUD Client Protocol (MCP)

https://www.moo.mud.org/mcp/
1•jal278•16m ago•0 comments

Show HN: EnvHush – share .env files securely (E2E-encrypted, self-destructing)

https://www.envhush.com/
1•madsterdev•16m ago•0 comments

China Has Three Reusable Rockets Ready for Their Debut Flights

https://www.china-in-space.com/p/china-has-three-reusable-rockets
4•speckx•17m ago•0 comments

XFT (cross fault tolerance) and XPaxos: practical fault tolerance beyond crashes [pdf]

https://www.usenix.org/system/files/conference/osdi16/osdi16-liu.pdf
2•fanf2•21m ago•0 comments

Nachphlburna

https://blog.cloudflare.com/welcome-to-connectivity-cloud/
2•Nachphlburna•22m ago•0 comments

Universal Consciousness as Foundational Field

https://pubs.aip.org/aip/adv/article/15/11/115319/3372193/Universal-consciousness-as-foundational...
3•theoa•24m ago•1 comments

ADHD diagnoses are growing. What's going on?

https://www.nature.com/articles/d41586-025-03855-2
2•bikenaga•24m ago•0 comments

Opting Out of Black Friday

https://blog.zgp.org/opting-out-of-black-friday/
1•speckx•25m ago•0 comments

European lawmakers seek EU-wide minimum age to access AI chatbots, social media

https://www.reuters.com/legal/litigation/european-lawmakers-seek-eu-wide-minimum-age-access-ai-ch...
1•geox•26m ago•0 comments

Adolescence lasts into 30s – new study shows four pivotal ages for your brain

https://www.bbc.com/news/articles/cgl6klez226o
1•cebert•26m ago•0 comments