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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

Metabolic Heterogeneity of Obesity

https://www.nature.com/articles/s41591-026-04718-7
1•brandonb•1m ago•0 comments

Launch HN: Simantic (YC F26) – Firmware Simulation for AI Agents

1•shong0504•1m ago•0 comments

Where the Next Maintainers Learn

https://abbykearns.substack.com/p/where-the-next-maintainers-learn
1•sylvainkalache•2m ago•0 comments

H.264 Is Magic

https://sidbala.com/h-264-is-magic/
3•ea016•4m ago•0 comments

Serving Prefill and Decode for Agentic AI (On Tenstorrent Blackhole)

https://tenstorrent.com/en/developers/blog/serving-prefill-and-decode-for-agentic-ai
2•episod•4m ago•0 comments

Embrace: RCE, Address Bar Spoofing and More in Cursor, Codex, Copilot and Claude

https://forever.security/blog/embrace-hacking-5-ai-assistants-embedded-browsers/
1•galbash•5m ago•0 comments

Is $ 80K okay to live in US?

https://salary-statistics.netlify.app/us
1•rlatkdrktkd•5m ago•0 comments

Ask HN: I built a local-first in-browser vector PDF editor with OCR – feedback?

1•saiyam-jain-dev•5m ago•0 comments

Getting good at AI takes time and practice

https://www.seangoedecke.com/getting-good-at-ai-takes-time-and-practice/
1•rmoff•5m ago•0 comments

LLMs for Computational Social Science

https://www.nature.com/articles/s41562-026-02539-9
1•brandonb•6m ago•0 comments

I 'write software' as of Oct 2026 – Part 1

https://chicagobuss.dev/blog/my-setup/
2•rmoff•6m ago•0 comments

UK social media ban may lock out more than 100k teenagers without ID

https://www.theguardian.com/uk-news/2026/oct/29/id-social-media-ban-snapchat-tiktok-teenagers
1•01-_-•6m ago•0 comments

AI for Science expands to foundations and research institutions

https://www.anthropic.com/news/ai-for-science-expands-foundations-research-institutions
1•pretext•6m ago•0 comments

Dead Star Offers a Glimpse into Our Solar System's Future

https://nautil.us/dead-star-offers-a-glimpse-into-our-solar-systems-future-1286164
1•Brajeshwar•7m ago•0 comments

Alphabet shares tumble in $500B rout

https://www.ft.com/content/eb386156-5bf9-4edd-80f2-803fdee1e33d
1•pier25•7m ago•1 comments

Democrats' Secret Effort to Stack Alaska's Ballot

https://www.nytimes.com/2026/10/28/us/politics/alaska-dan-sullivan-conspiracy-peltola.html
1•brandonb•7m ago•0 comments

Stars' criminal histories could reshape estimates of their magnetic fields

https://phys.org/news/2026-10-grand-theft-astro-stars-criminal.htm
1•PaulHoule•9m ago•0 comments

I'm building my toddler a game wall, and Google's dead Stadia controller runs it

https://www.xydac.com/blog/toddler-game-wall-stadia-controller/
1•xydac•9m ago•0 comments

Running Self-Hosted AI Agents on Oxide

https://oxide.computer/blog/self-hosted-ai-agents
1•chmaynard•9m ago•0 comments

An Al Breakthrough Has Made Decades of Computer Science Research 'Irrelevant'

https://www.wired.com/story/ai-made-decades-of-computer-science-research-irrelevant/
1•vahen•10m ago•0 comments

Show HN: Witchat – Windows/Linux client for the bitchat Bluetooth mesh

https://github.com/BarefootJoey/witchat
1•barefootjoey•10m ago•0 comments

Grace Blackwell needs a new scheduler: 27% more usable GPUs from the same racks

https://skypilot.ai/blog/grace-blackwell-needs-a-new-scheduler
3•wondersky•12m ago•0 comments

MCP tools should disclose LLM and external API dependencies

https://santurcesoftware.com/mcp-tools-should-disclose-llm-and-api-calls
1•boredumb•13m ago•0 comments

Give your coding agent a verification harness to check its code

https://www.heal.dev/verification-harness
3•Ilysse•13m ago•1 comments

Show HN: Wavefunction – a minimal, open-source desktop coding agent for Mac

https://www.wavefunction.si/
1•spstoyanov•13m ago•0 comments

GeDefense TV – local-first security console for Android TV / Google TV

https://github.com/visiongaiatechnology/gedefense_androidtv
1•visiongaiatech•15m ago•0 comments

Investors turn on Alphabet after profit miss, ad slowdown and high spending

https://www.theguardian.com/technology/2026/oct/28/google-alphabet-q3-earnings-report
3•wslh•15m ago•0 comments

Seed Phrase

1•ANTHONY399•16m ago•0 comments

Industry Standard Tools: The default products in each profession

https://industrystandard.tools/
1•surprisetalk•17m ago•0 comments

I tested 39 LLMs on solving Rubik's cubes with no tools

https://brianbriscoe.dev/blog/i-tested-39-llms-on-solving-rubiks-cubes
1•briscoooe•19m ago•0 comments