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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

I am worried about these newest Captchas

https://medium.com/the-haven/i-am-worried-about-these-newest-captchas-82d406715994
1•bryanrasmussen•1m ago•0 comments

Show HN: I made a pocket IDE for Android Developers

https://youtu.be/ToNxbKVkTic
1•0dayman•1m ago•0 comments

Weight-Loss Drugs Could Save U.S. Airlines $580M per Year

https://www.nytimes.com/2026/01/19/travel/airlines-weight-loss-drugs.html
1•mistersquid•3m ago•0 comments

Free Layer 7 Web DDoS protection for evaluation (from Germany)

1•linkeleven•4m ago•0 comments

Show HN: First party analytics pipeline on Cloudflare with DuckDB

https://try.icelight.dev/
1•cliftonc•7m ago•0 comments

Your workflow system just runs DAGs

https://blog.julik.nl/2026/01/on-the-way-to-step-functions-part-2
1•julik•9m ago•0 comments

Robust Conditional 3D Shape Generation from Casual Captures

https://facebookresearch.github.io/ShapeR/
1•lastdong•16m ago•0 comments

Oxfam's wealth inequality report 2026: Resisting the Rule of the Rich

https://policy-practice.oxfam.org/resources/resisting-the-rule-of-the-rich-621776/
1•kleiba•18m ago•0 comments

I Analyzed 28 Months of Data. Here's Why Story Points Are a Broken Tool

https://ksaweryskowron.substack.com/p/storypoints-are-not-good-planning-tool
1•PretzelFisch•19m ago•0 comments

Show HN: Meddle – Integrate, collect, manage and analyze realtime data

https://meddleconnect.com
1•MicheleLacorte•23m ago•0 comments

Fast_topk_batched: High-performance batched Top-K selection for CPU inference

https://github.com/RAZZULLIX/fast_topk_batched
1•thunderbong•24m ago•0 comments

Show HN: Kuse Cowork – An open source, BYOK alternative to Claude Cowork

https://github.com/kuse-ai/kuse_cowork
1•rctstudio2018•26m ago•0 comments

Washington's Covert Strike at the Heart of Iran's Power Structure

https://open.substack.com/pub/ajmals/p/us-strategic-shock-signal-to-iran
2•Gym-Berlin•29m ago•1 comments

Show HN: A Tailwind component generator focused on design quality, not AI "slop"

https://inspi.me/
1•yogourt•30m ago•1 comments

Show HN: Free tool to see how your thumbnail looks like on YouTube

https://www.awesomefreetools.xyz
1•awesomepotato•31m ago•0 comments

Alan MacMasters Hoax

https://en.wikipedia.org/wiki/Alan_MacMasters_hoax?wprov=sfti1
1•m-hodges•32m ago•0 comments

I fashioned each Fediverse instance into a star

https://100kstars.contained.love/
1•r0k1s_i•32m ago•0 comments

Bun Is Fast, Until Latency Matters for Next.js Workloads

https://blog.platformatic.dev/bun-is-fast-until-latency-matters-for-nextjs-workloads
1•gempir•32m ago•0 comments

Teaching RL Replay Buffers to Remember Long-Horizon Rewards (PyTorch)

https://domezsolt.substack.com/p/hippotorch-teaching-rl-agents-to
3•ashby_r•36m ago•0 comments

Web3 writing platform for Web3 writers

https://www.sigle.io/
1•janandonly•39m ago•0 comments

Which cryptexes does macOS Tahoe load?

https://eclecticlight.co/2026/01/19/which-cryptexes-does-macos-tahoe-load/
2•chmaynard•40m ago•0 comments

Looper.sh: yet another coding loop script

https://www.nibzard.com/looper-article
1•nkko•41m ago•0 comments

Why India's plan to make AI companies pay for training data should go global

https://restofworld.org/2026/india-ai-data-license-fee/
2•i7l•41m ago•0 comments

importmap.lock: A Lockfile for the Web

https://nesbitt.io/2026/01/19/importmap-lock.html
1•chmaynard•42m ago•0 comments

Show HN: Appa (POC): Self-shipping task queue via Linear & Claude Code

https://github.com/kxzk/appa
1•beigebrucewayne•44m ago•1 comments

Quantum 'alchemy' made feasible with excitons

https://phys.org/news/2026-01-quantum-alchemy-feasible-excitons.html
1•pseudolus•46m ago•0 comments

What's Worrying Jonathan Haidt Now?

https://calnewport.com/whats-worrying-jonathan-haidt-now/
2•chmaynard•46m ago•0 comments

40% of Kids Can't Read and Teachers Are Quitting [video]

https://www.youtube.com/watch?v=XTugyu2F0pc
5•squillion•47m ago•0 comments

China's birth rate hits record low as population continues to shrink

https://www.bbc.com/news/articles/c79r7v7qr53o
2•pseudolus•48m ago•0 comments

DeGoogled Phones, Made in Europe

https://tuta.com/blog/degoogled-phones
4•jruohonen•49m ago•1 comments