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Show HN: API Testing and Security with AI

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

Comments

anuragdt•8mo 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•8mo 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•8mo 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

AI Futures Model: Dec 2025 Update

https://blog.ai-futures.org/p/ai-futures-model-dec-2025-update
1•amstam•37s ago•1 comments

PG&E to Lower Electric Prices on Jan. 1, Fourth Decrease in Two Years

https://www.pge.com/en/newsroom/press-release-details.html
1•bryan0•2m ago•0 comments

RyOS

https://github.com/ryokun6/ryos
1•handfuloflight•6m ago•0 comments

Happy Public Domain Day 2026

https://publicdomainreview.org/blog/2026/01/public-domain-day-2026/
1•apetresc•9m ago•0 comments

HP-UX hits end-of-life today, and I'm sad

https://www.osnews.com/story/144094/hp-ux-hits-end-of-life-today-and-im-sad/
2•notpushkin•12m ago•0 comments

Stolze-Smith Shorthand

https://stolze-smith.com/
1•crux•12m ago•0 comments

Humane Guidelines for Computer Usage and Design

https://horeszko.ca/blog/humane-guidelines-for-computer-usage-and-design.html
1•horeszko•14m ago•0 comments

Extensibility: The "100% Lisp" Fallacy

https://kyo.iroiro.party/en/posts/100-percent-lisp/
1•todsacerdoti•15m ago•0 comments

Pelican: Multi-step SVG generation with vLLMs

https://pelican.alexey.work/
1•xl0•18m ago•1 comments

Rust9x update: Rust 1.93.0-beta

https://seri.tools/blog/rust9x-1-93/
2•pornel•18m ago•0 comments

Saks Prepares for Bankruptcy After Missing Debt Payment

https://www.wsj.com/finance/saks-prepares-for-bankruptcy-after-missing-debt-payment-ff3df6d2
1•bookofjoe•18m ago•1 comments

Security breaks during partial failures – design notes from distributed systems

1•sandhyavinjam•18m ago•0 comments

Ask HN: Automated WebRTC Livestream Recording

2•PhilipWee•22m ago•0 comments

Everyone's Watching Stocks. The Real Bubble Is AI Debt

https://www.bloomberg.com/news/newsletters/2025-12-31/everyone-s-watching-stocks-the-real-bubble-...
1•zerosizedweasle•25m ago•1 comments

Norman Foster's steroidal new skyscraper is an affront to the New York skyline

https://www.theguardian.com/artanddesign/2025/dec/03/eco-obscenity-norman-foster-skyscraper-jp-mo...
2•PaulHoule•26m ago•0 comments

Why users cannot create Issues directly (Ghostty)

https://github.com/ghostty-org/ghostty/issues/3558
1•xpe•27m ago•1 comments

Why CoreWeave Is Weighed Down by Its Debt Load

https://finance.yahoo.com/news/heres-why-coreweave-nasdaq-crwv-140015154.html
1•zerosizedweasle•28m ago•0 comments

DeepSeek MHC: Manifold-Constrained Hyper-Connections

https://huggingface.co/papers/2512.24880
1•marc__1•28m ago•0 comments

Bud-Sex: Sexual Flexibility Among Rural White Straight Men Who Have Sex with Men

https://scholarsbank.uoregon.edu/server/api/core/bitstreams/d38a6707-f38a-4b2f-b598-c4bf171b6c7c/...
3•lesk•28m ago•0 comments

From Silicon to Darude Sand-storm: breaking famous synthesizer DSPs [video]

https://media.ccc.de/v/39c3-from-silicon-to-darude-sand-storm-breaking-famous-synthesizer-dsps
2•tzmlab•32m ago•0 comments

Type-Safe User Interfaces and the Manifest Pattern

https://andrewhathaway.net/blog/manifest-pattern/
1•handfuloflight•33m ago•0 comments

California Delete Request and Opt-out Platform (DROP)

https://privacy.ca.gov/DROP/
1•8organicbits•44m ago•0 comments

Show HN: BreachLab – Can you hack our AI?

https://breachlab.xsourcesec.com
2•xsourcesec•45m ago•0 comments

California dessert empire Sprinkles Cupcakes abruptly closes all stores

https://www.sfgate.com/food/article/california-sprinkles-cupcakes-closes-21270149.php
3•apparent•46m ago•2 comments

Journalism, media, and technology trends and predictions 2025

https://reutersinstitute.politics.ox.ac.uk/journalism-media-and-technology-trends-and-predictions...
1•barishnamazov•47m ago•0 comments

LakeFS Acquires DVC

https://lakefs.io/blog/celebration-shared-vision-lakefs-dvc/
2•farhanhubble•50m ago•0 comments

In-house electronics manufacturing from scratch: How hard can it be? [video]

https://media.ccc.de/v/39c3-in-house-electronics-manufacturing-from-scratch-how-hard-can-it-be
1•Fnoord•51m ago•0 comments

File manager for the COSMIC desktop environment

https://github.com/pop-os/cosmic-files
1•doener•56m ago•0 comments

New California Laws Going into Effect in 2026

https://newsroom.courts.ca.gov/news/new-california-laws-going-effect-2026
2•ChadNauseam•57m ago•0 comments

You Are Not an Average

https://thinkhuman.com/you-are-not-an-average/
2•jamesgill•58m ago•0 comments