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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•6mo ago

Comments

anuragdt•6mo 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•6mo 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•6mo 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

Lot Is Back

https://lot-systems.com
1•vadikmarmeladov•2m ago•0 comments

TigerStyle: Coding philosophy focused on safety, performance, dev experience

https://tigerstyle.dev/
1•nateb2022•5m ago•0 comments

The weird technical limitations of the Nintendo 64 [video]

https://www.youtube.com/watch?v=DCt7UZkS-w4
1•azhenley•6m ago•0 comments

Beads – A memory upgrade for your coding agent

https://github.com/steveyegge/beads
2•latchkey•7m ago•0 comments

Modern Mermaid, a decent flowchart generator for writing documentation

https://modern-mermaid.live/
2•fragmede•14m ago•0 comments

Andrew Kelley removed his "monkeys" and "losers" references

https://web.archive.org/web/20251127021007/https://ziglang.org/news/migrating-from-github-to-code...
3•nikolay•15m ago•0 comments

I solo-developed a Call of Duty event clipper using Python and AI

1•niceshot-ai•29m ago•0 comments

Migrating to Positron, a next-generation data science IDE for Python and R

https://posit.co/blog/positron-migration-guides
4•ionychal•43m ago•1 comments

Show HN: AffiliateGrowthVault: Discover 2000 Affiliate Program Growth Strategies

https://affiliategrowthvault.com/
1•tejas3732•52m ago•0 comments

Can I Port Sonic to the Amiga from the Sega Megadrive?

https://youtu.be/Xb94oUw7_K4
1•bane•53m ago•0 comments

James Webb Space Telescope reveals new view of dying star 'Red Spider Nebula'

https://indianexpress.com/article/technology/science/james-webb-space-telescope-reveals-new-view-...
1•ashishgupta2209•54m ago•0 comments

Pretrain a Bert Model from Scratch

https://machinelearningmastery.com/pretrain-a-bert-model-from-scratch/
3•tzury•56m ago•2 comments

The SWE-Bench Illusion

https://www.microsoft.com/en-us/research/publication/the-swe-bench-illusion-when-state-of-the-art...
4•louiereederson•1h ago•2 comments

GitLab scan finds 17,000 secrets in public repos, leading to $9000+ in bounties

https://trufflesecurity.com/blog/scanning-5-6-million-public-gitlab-repositories-for-secrets
2•adrianwaj•1h ago•0 comments

Japan town retracts bear sighting warning sparked by AI image

https://www.japantimes.co.jp/news/2025/11/27/japan/society/japan-town-retracts-ai-bear-image/
2•geox•1h ago•0 comments

A world map where anyone can plant a digital bonsai

https://www.zen.com.ar/bonsais/
2•elandros•1h ago•2 comments

Pocketbase – open-source realtime back end in 1 file

https://pocketbase.io/
4•modinfo•1h ago•0 comments

Vintage Thanksgiving: Photos Showing How Families Gathered in 1950s and 1960s

https://rarehistoricalphotos.com/vintage-thanksgiving/
3•Brajeshwar•1h ago•0 comments

Show HN: AnyMusic – AI music generator (royalty‑free, songs,stems, lyrics)

https://anymusic.ai
1•lovelycold•1h ago•0 comments

China's BEV Trucks and the End of Diesel's Dominance

https://cleantechnica.com/2025/11/26/chinas-bev-trucks-and-the-end-of-diesels-dominance/
39•xbmcuser•1h ago•7 comments

Japan's human washing machines will go on sale to general public

https://soranews24.com/2025/11/28/japans-human-washing-machines-will-go-on-sale-to-general-public...
3•zdw•1h ago•2 comments

Why can't ChatGPT tell time?

https://www.theverge.com/report/829137/openai-chatgpt-time-date
1•ent101•1h ago•0 comments

OpenAI discloses API customer data breach via Mixpanel vendor hack

https://www.bleepingcomputer.com/news/security/openai-discloses-api-customer-data-breach-via-mixp...
2•DANmode•1h ago•2 comments

Shor's algorithm: the one quantum algo that ends RSA/ECC tomorrow

https://blog.ellipticc.com/posts/what-is-shors-algorithm-and-why-its-the-single-biggest-threat-to...
4•iliasabs•1h ago•0 comments

After such knowledge, what forgiveness?

https://www.stevesailer.net/p/after-such-knowledge-what-forgiveness
3•tartoran•1h ago•2 comments

PpenPanzer: JavaScript/HTML5 rewrite of Panzer General 2 game

https://github.com/nicupavel/openpanzer
2•ibobev•1h ago•0 comments

CiaoTool – No-Code Multi-Chain Token Creation and Management Platform

https://ciaotool.io/en-US
2•CiaoTool•1h ago•1 comments

OpenAI Codex Plan / Spec Mode – We'd Love Your Input

https://github.com/openai/codex/discussions/7355
1•wahnfrieden•1h ago•0 comments

The VPN panic is only getting started

https://www.theverge.com/tech/827435/uk-vpn-restrictions-ban-online-safety-act
52•cebert•1h ago•36 comments

Local LLM based code reviews at Scripbox

https://medium.com/@jpranav97/zero-cost-code-reviews-self-hosted-qwen2-5-coder-on-gitlab-ci-80104...
1•vasuadari•1h ago•1 comments