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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

Termixer (TUI DJ Mixer)

https://github.com/l00sed/termixer
1•l00sed•29s ago•0 comments

Over 20k precolonial earthworks in the Southwest Amazonia

https://www.nature.com/articles/s41586-026-10835-7
1•paulpauper•3m ago•0 comments

Is the Industrial Revolution a precedent for explosive economic growth today?

https://mattsclancy.github.io/2026/07/27/industrial-revolution-growth.html
1•paulpauper•3m ago•0 comments

Increasing Value from Compute

https://bobgelfond.substack.com/p/increasing-value-from-compute
1•paulpauper•4m ago•0 comments

Ineffective by Design

https://dsa-observatory.eu/2026/07/30/ineffective-by-design-bits-of-freedom-vs-meta-at-the-forefr...
2•jruohonen•7m ago•0 comments

Low carbohydrate high fat diet curbs glioblastoma by shifting lipids

https://www.nature.com/articles/s42003-026-10516-1
2•bookofjoe•7m ago•1 comments

Show HN: Schema-backed, Git-based structured state for agentic systems

1•advancingu•8m ago•0 comments

Templates for Engineering Managers

https://newsletter.pragmaticengineer.com/p/templates-as-inspiration-for-engineering
1•abrbhat•9m ago•0 comments

The market's big AI doubts are exposing the riskiest players

https://www.cnn.com/2026/07/31/business/situational-awareness-citadel-ai-trade
1•mapping365•10m ago•0 comments

Three Claude Skills I Think Every Org Should Have

https://arpitbhayani.me/blogs/three-skills/
1•arpitbbhayani•10m ago•0 comments

June in Servo: real world compat, media queries, SharedWorker, and more

https://servo.org/blog/2026/07/31/june-in-servo/
1•iamnothere•10m ago•0 comments

Iranian hackers likely behind Minnesota municipal water cyberattack

https://www.axios.com/local/twin-cities/2026/07/30/report-iranian-hackers-minnesota-water-systems...
2•porridgeraisin•11m ago•0 comments

48K/50K ppl who crossed illegally into Ceuta have been returned to Morocco

https://www.euronews.com/my-europe/2026/07/31/around-25000-migrants-returned-to-morocco-after-mas...
4•Markoff•13m ago•0 comments

New Update Margin

https://www.trymargin.org
1•JosephPDiener•13m ago•0 comments

Goodhart's Law Comes for Every Benchmark You Trust

https://cacm.acm.org/blogcacm/goodharts-law-comes-for-every-benchmark-you-trust/
1•pseudolus•13m ago•0 comments

To Converse Well

https://aeon.co/essays/a-good-conversation-relaxes-the-mind-and-opens-the-heart
1•geneticdrifts•14m ago•0 comments

How to Survive an Infestation of Toxic Caterpillars

https://www.newyorker.com/science/elements/how-to-survive-an-infestation-of-toxic-caterpillars
2•littlexsparkee•15m ago•0 comments

What LLM Inference Costs

https://twitter.com/Akashi203/status/2083213197171884505
1•OsamaJaber•16m ago•0 comments

Neuro-Inspired Inverse Learning for Planning and Control

https://arxiv.org/abs/2605.24152
2•kensai•17m ago•1 comments

The EU is making the Right to Repair the new standard in Europe

https://ec.social-network.europa.eu/@EUCommission/117013565926587088
2•thisislife2•20m ago•0 comments

Sessiongrep: Local-first memory layer for CLI agents

https://github.com/braincompany/sessiongrep
1•matthewolfe•21m ago•0 comments

AI bubble will burst if 10-year moves above 5%, says Breakout Capital's Sharma

https://www.cnbc.com/video/2026/07/31/ai-bubble-will-burst-if-10-year-moves-above-5-percent-says-...
1•mapping365•21m ago•0 comments

Everyone is building LLM routers, we deprecated ours

https://manifest.build/blog/why-we-deprecated-our-llm-router/
2•brunaxLorax•21m ago•0 comments

How Fox Run Treatment Center Traumatized Troubled Children

https://www.themarshallproject.org/2026/07/30/fox-run-youth-residential-treatment-runaways
1•Jimmc414•22m ago•0 comments

qm

https://github.com/yc-software/qm
5•tosh•23m ago•1 comments

They Forgot What Happened Last Time: Hacking the Windows 365 Link [video]

https://media.ccc.de/v/emf2026-93-1-they-forgot-what-happened-last-time
1•Jimmc414•23m ago•0 comments

Britain Became a Poor Country

https://www.youtube.com/watch?v=vry5deT8lc0
3•penguin_booze•24m ago•0 comments

ESP-KVM – An IP-KVM on the ESP32-P4

https://espkvm.io/
2•Jimmc414•24m ago•0 comments

How to make a perfect cup of tea [pdf]

https://web.archive.org/web/20140811033029/http://www.rsc.org/pdf/pressoffice/2003/tea.pdf
2•marysminefnuf•25m ago•0 comments

Open-Source-Radar

https://opensourceradar.substack.com/p/open-source-radar
1•spran1•25m ago•0 comments