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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

Stelco recalling 175 laid-off workers at Hamilton steel plant

https://www.cbc.ca/lite/story/9.7420949
1•colinprince•56s ago•0 comments

China builds 800-megawatt off grid data center

https://www.tomshardware.com/tech-industry/data-centers/china-builds-massive-800-megawatt-ai-data...
2•worik•1m ago•0 comments

C++26 stumbles at finish line over Contracts dispute

https://www.theregister.com/devops/2026/11/13/c26-stumbles-at-finish-line-over-contracts-dispute/...
1•titusblair•2m ago•0 comments

Swapping pgvector for turbopuffer made our whole database faster and cheaper

https://modem.ai/blog/pgvector-to-turbopuffer
1•TheFutureIsNear•2m ago•0 comments

Britain eyes welfare cuts to tackle surge in youth unemployment

https://www.reuters.com/markets/europe/britain-eyes-welfare-cuts-tackle-surge-youth-unemployment-...
1•frank_clover•4m ago•0 comments

OpenAI acquires Sonder co-founder's new travel tech company Odessia

https://betakit.com/openai-acquires-sonder-co-founders-new-travel-tech-company-odessia/
1•myth_drannon•5m ago•0 comments

Why It's Okay to Not Wanna Be Bored

https://hisvirusness.com/boredom-blows
1•speckx•5m ago•0 comments

Show HN: Port of Context – Token efficient MCP context layer

https://portofcontext.com
1•pmkelly4444•7m ago•0 comments

London's Jazz Renaissance Has a Sound All Its Own

https://www.bloomberg.com/news/articles/2026-11-13/london-s-jazz-revival-is-energizing-the-uk-s-l...
1•druml•8m ago•0 comments

$11.4M in Nvidia hardware vanishes during shipment from CA to TX

https://www.freightwaves.com/news/11-4-million-in-nvidia-hardware-vanishes-during-shipment-from-c...
2•crescit_eundo•10m ago•1 comments

6-11X speedup running Qwen3.6 on my RTX 4090, full repo.

https://github.com/me-farza/lightreason/tree/main
4•AI4Science•10m ago•0 comments

The avalanche that hit math is coming for AI development

https://www.dwarkesh.com/p/rsi
2•crescit_eundo•11m ago•0 comments

Star Wars 50th Anniversary: Disney and Lucasfilm Announce 2027 Celebration

https://thewaltdisneycompany.com/news/star-wars-50th-anniversary-celebration/
1•Tomte•12m ago•0 comments

Growing Enmeshment and the Rise of Venture Beta [pdf]

https://cdn.sanity.io/files/p15651fl/production/6ddd153f6fc1f2912ada5c883d8981b5b2413621.pdf
1•toomuchtodo•14m ago•1 comments

Of What Use Human Intelligence

https://deepsub.substack.com/p/of-what-use-human-intelligence
1•dsubburam•14m ago•0 comments

Show HN: Arcstone-Airlock-Blueprint – Offline Charon/Aeneas/Coq for Rust

https://github.com/trencinodin-stack/arcstone-airlock-blueprint
1•Founderarcstone•15m ago•0 comments

No Shirt, No Shoes, No Service for Bots

https://tomtunguz.com/no-shirt-no-shoes-no-service-for-bots/
1•mooreds•16m ago•0 comments

Alignment Is a System-Level Context Property, Not Just Model Weights

https://zenodo.org/records/23585146
2•rayanpal_•17m ago•0 comments

Models can now transmit viruses in weight-space

https://www.alphaxiv.org/abs/2611.weight-space-misfolding
3•mkglees•17m ago•0 comments

Simple Puzzle Reveals AI's Jagged Intelligence

https://aatishb.com/blog/2026/ai-jagged-intelligence/
1•aatish•17m ago•0 comments

US Intel isn't sure if businesswoman spied on Nvidia for China

https://www.cnn.com/2026/11/12/politics/alice-huang-us-intel-jensen-huang-nvidia
2•flowerlad•19m ago•1 comments

A virtual internet cafe in the browser

https://pcbang.io
1•zergrush•20m ago•0 comments

Microsoft outage gives customers a crash course in dependence on Redmond

https://www.theregister.com/saas/2026/11/13/microsoft-outage-gives-customers-a-crash-course-in-de...
3•nephihaha•21m ago•0 comments

AI models read the law to the right of their politics

https://www.ryancompton.net/2026/10/08/ai-supreme-court.html
1•speckx•22m ago•0 comments

Kalshi hiring a 'GTA VI Researcher' to livestream the game and study its economy

https://finance.yahoo.com/technology/article/kalshi-is-hiring-a-gta-vi-researcher-to-livestream-t...
2•virtuosarmo•22m ago•2 comments

LibreWolf: A custom version of Firefox, focused on privacy, security and freedom

https://librewolf.net/
1•pretext•23m ago•1 comments

Explainer: Three Israelis considered for Nvidia CEO role

https://www.jpost.com/business-and-innovation/tech-and-start-ups/article-914815
7•10xDev•24m ago•1 comments

Turn Discord support threads into an FAQ for agents

https://cocoindex.io/blogs/discord-support-faq/
1•jerryrqu•25m ago•0 comments

Exact Gradients Through a BRep Kernel

https://muni.works/research/vcad
1•ecto•26m ago•0 comments

Emerging International Best Practices for AI Model Specs

https://saif.org/research/model-specs/
1•pretext•27m ago•0 comments