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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

Commentary on N Guilty Men

https://medium.com/luminasticity/commentary-on-n-guilty-men-fc47d9dd0674
1•bryanrasmussen•3m ago•0 comments

The Cost of China's Free A.I

https://www.nytimes.com/2026/07/29/opinion/ai-china-us-free-models.html
1•kuboble•4m ago•0 comments

Spacesphere Live

https://spacesphere.sygnito.com/en
1•SYGNITO•5m ago•0 comments

Ran Moonshot's 2.8T-parameter Kimi K3 on a GPU-less mini-PC

https://github.com/ferrumox/rabbit
1•manuelslemos•8m ago•0 comments

AIs Don't Take Showers

https://chipx86.blog/2026/07/26/ais-dont-take-showers/
2•bw86•8m ago•0 comments

Proofchain – verify any database's history without trusting the operator

https://github.com/cipherxsniper/proofchain
2•cipherxsniper•10m ago•0 comments

Mapping CVEs to Mitre ATT&CK Techniques

https://arxiv.org/abs/2607.25572
2•adulau•20m ago•1 comments

Folding Paper Globes

https://foldingglobes.com/globes
2•dango2506•20m ago•0 comments

U of T mathematician Jacob Tsimerman awarded prestigious Fields Medal

https://www.utoronto.ca/news/nobel-prize-mathematics-u-t-mathematician-jacob-tsimerman-awarded-pr...
1•gregsadetsky•22m ago•0 comments

Chemical recycling plants closing in EU and US

https://www.chemistryworld.com/news/chemical-recycling-plants-closing-in-eu-and-us/4023904.article
2•latexr•27m ago•0 comments

Preempting the Prefill

https://inmyhead.is/blog/preempting-the-prefill-part-1/
3•adityau19•27m ago•0 comments

Claude Chat Container

https://claude.ai/share/24074801-092c-4a9c-970f-e533f58e88cd
3•_continuation•30m ago•1 comments

Security Determination on the Threat Posed by Foreign-Produced Power Inverters [pdf]

https://www.fcc.gov/sites/default/files/power-inverter-fcc-determination.pdf
1•Stevvo•37m ago•0 comments

Google rivals line up seeking damages after record $1B EU fine

https://www.reuters.com/legal/litigation/google-rivals-line-up-seeking-damages-after-record-1-bil...
3•1vuio0pswjnm7•39m ago•0 comments

Why Christopher Nolan shot "The Odyssey" on IMAX film [video]

https://www.youtube.com/watch?v=1GEqDZ3hQSo
1•handfuloflight•40m ago•0 comments

eBay pays $46M to journalists it targeted in harassment campaign

https://arstechnica.com/tech-policy/2026/07/ebay-former-execs-pay-56m-to-settle-bloody-pig-mask-h...
4•robin_reala•41m ago•1 comments

Dreams Drain Energy: The REM Sleep Paradox

https://www.tohoku.ac.jp/en/press/dreams_drain_energy_the_rem_sleep_paradox.html
2•giuliomagnifico•42m ago•0 comments

Raw Data, Wrong Answers

https://www.theclimatebrink.com/p/raw-data-wrong-answers
1•adrianN•42m ago•0 comments

Web Rendering in Iced: What Works

https://gofranz.com/blog/web-rendering-in-iced-what-actually-works/
1•chironjit•43m ago•0 comments

Kids who own phones have poorer reading comprehension scores than those who dont

https://newsroom.ucla.edu/releases/owning-a-cell-phone-associated-with-poorer-reading-comprehensi...
2•JeanKage•44m ago•0 comments

Paseo: Open-source desktop and mobile app for TUI coding agents (Codex, CC)

https://paseo.sh/
1•maxloh•44m ago•0 comments

Towards Automating Eval Engineering

https://twitter.com/Vtrivedy10/status/2079976006644072796
1•gmays•45m ago•0 comments

Show HN: FOSS sandbox platform for zero trust remote access without secrets

https://github.com/octelium/cordium
1•geoctl•46m ago•0 comments

Google reported its first negative quarter since going public

https://finance.yahoo.com/technology/ai/articles/google-spent-490-million-day-163000234.html
5•mgh2•51m ago•2 comments

Grammar.lol: open-source Grammarly using existing ChatGPT or Grok Subscription

https://grammar.lol
2•KitN•52m ago•1 comments

WhatsApp Opening:Threema Rejects Integration Not Just Because of Data Protection

https://www.heise.de/en/news/WhatsApp-Opening-Threema-Rejects-Integration-Not-Just-Because-of-Dat...
1•Markoff•54m ago•1 comments

New airliner sets record flying 24 hrs nonstop from Australia to France

https://arstechnica.com/gadgets/2026/07/new-airliner-sets-record-flying-24-hrs-nonstop-from-austr...
8•divbzero•1h ago•2 comments

Show HN: PR review time decreased by N3MO:impact analyzer (15 days free trial)

https://n3mo.vercel.app
2•RajX_dev•1h ago•1 comments

PJM board proposes backstop capacity auction, data center curtailment plans

https://finance.yahoo.com/energy/articles/pjm-board-proposes-backstop-capacity-100932204.html
2•measurablefunc•1h ago•0 comments

China tests largest superconducting fusion magnets ever built

https://theprint.in/india/breakthrough-china-artificial-sun-project-6-5-tesla-magnet/2999321/
6•soniman•1h ago•1 comments