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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•7mo ago

Comments

anuragdt•7mo 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•7mo 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•7mo 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

Connect: Protobuf RPC That Works

https://connectrpc.com/
1•nateb2022•1m ago•0 comments

Documents found to have been forged because they were written in Calibri

https://en.wikipedia.org/wiki/Calibri
1•spiffyk•4m ago•0 comments

Netflix acquires gaming avatar maker Ready Player Me

https://techcrunch.com/2025/12/19/netflix-acquires-gaming-avatar-maker-ready-player-me/
1•andsoitis•4m ago•0 comments

Four died in ICE custody this week as 2025 deaths reach 20-year high

https://www.reuters.com/world/us/four-died-ice-custody-this-week-2025-deaths-reach-20-year-high-2...
4•petethomas•5m ago•0 comments

Unix v4 tape raw binary image recovered

https://elk.zone/hachyderm.io/@ricci@discuss.systems/115748594405893972
2•sedatk•6m ago•0 comments

Choosing the Right Python Docker Image for Finance Workloads

https://jiripik.com/2025/12/19/choosing-the-right-python-docker-image-for-finance-workloads/
2•jiripik•7m ago•0 comments

Reddit seems down following release of Epstein Files

https://old.reddit.com/
4•philip1209•8m ago•2 comments

Advancing Low-Light Raw Enhancement by Retasking Diffusion Models for Camera ISP

https://arxiv.org/abs/2505.23743
1•MaysonL•8m ago•0 comments

How we made SeaORM synchronous

https://www.sea-ql.org/blog/2025-12-12-sea-orm-2.0/
1•lukastyrychtr•10m ago•0 comments

U.S. strikes ISIS targets in Syria, after 2 soldiers and interpreter were killed

https://www.cbsnews.com/news/u-s-strikes-isis-targets-in-syria-after-3-americans-killed-last-week/
2•mhb•12m ago•0 comments

The most outlandish tech CEO quotes from 2025

https://sherwood.news/tech/the-most-outlandish-tech-ceo-quotes-from-2025/
4•megamike•15m ago•0 comments

Contra DSPy and GEPA

https://benanderson.work/blog/contra-dspy-gepa/
2•mecameron•16m ago•0 comments

Show HN: Substats – Growth and revenue data on top Substacks

https://www.substats.io
2•subtlesoftware•17m ago•0 comments

Show HN: Context Engine – open-source primitives for agent context management

https://github.com/Michaelliv/context-engine
1•miclivs•19m ago•0 comments

Let's Build the GPT Tokenizer - Andrej Karpathy

https://www.youtube.com/watch?v=zduSFxRajkE
1•punnerud•21m ago•0 comments

Show HN: Prompt optimizer for vibe-coding with LLMs

https://vibecodeprompts.cloud/
1•rubenhellman•23m ago•1 comments

What do people love about Rust?

https://blog.rust-lang.org/2025/12/19/what-do-people-love-about-rust/
1•todsacerdoti•25m ago•0 comments

Anthropic says AI sentiment is positive. Their data tells a different story

https://www.playbookatlas.com/research/ai-adoption-explorer
2•jp8585•26m ago•1 comments

Notable Book Covers of 2025

https://www.casualoptimist.com/blog/2025/12/10/notable-book-covers-of-2025/
2•zdw•28m ago•1 comments

Why You Should Never Again Utter The Word, “CIFS” (2012)

https://blog.fosketts.net/2012/02/16/cifs-smb/
2•sipofwater•31m ago•1 comments

Growth of renewable energy is Science's 2025 Breakthrough of the Year

https://www.science.org/content/article/breakthrough-2025
2•g8oz•32m ago•0 comments

Epstein Files Released by DOJ

https://www.cnbc.com/2025/12/19/jeffrey-epstein-files-doj-release-order-maxwell.html
5•donsupreme•32m ago•1 comments

Transition of Adobe eBook Platform to Harman

https://helpx.adobe.com/enterprise/kb/eol-faq-adobe-digital-editions.html
1•tech234a•36m ago•0 comments

Shriram Krishnamurthi's Pedagogy Recommendations

https://parentheticallyspeaking.org/articles/pedagogy-recommendations/
2•azhenley•36m ago•0 comments

Epstein

https://www.justice.gov/queue/view?c=usdoj&e=usdojsearch&ver=javascript-5.0.1&cver=11&man=www.jus...
3•dboreham•36m ago•1 comments

Trust the Process

https://thinkhuman.com/trust-the-process/
2•jamesgill•37m ago•0 comments

Trending Django Projects in 2025

https://django.wtf/trending/?trending=365
1•reowii•37m ago•0 comments

EB1 visa gives some hope after H1B changes

https://www.geteb1.us/
2•gauze•37m ago•0 comments

Pound – Light-weight reverse proxy, load balancer and HTTPS front-end

https://github.com/graygnuorg/pound
2•smartmic•38m ago•0 comments

Show HN: Merview – OSS Mermaid and Markdown Editor and Viewer

https://merview.com
1•mickdarling•38m ago•0 comments