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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

Generative design of bacteriophages with genome language models

https://www.science.org/doi/10.1126/science.aec2657
1•majkinetor•47s ago•0 comments

Meta CTO: employees should use AI productivity to do more work – not time off

https://www.businessinsider.com/meta-cto-andrew-bosworth-ai-gains-work-2026-8
1•vrganj•1m ago•0 comments

How LLMs accelerated Cloudy development? not by typing code for me

https://cloudywithachanceoflatency.net/blog_02-how-llm-accelerated-cloudy-dev.html
1•rixed•3m ago•0 comments

South Korea, Taiwan top Japan in exports for first time on AI boom

https://asia.nikkei.com/business/tech/semiconductors/south-korea-taiwan-top-japan-in-exports-for-...
1•newusertoday•4m ago•0 comments

Swarm-forge: A simple tool for coordinating several AI agents

https://github.com/unclebob/swarm-forge
1•tosh•7m ago•0 comments

Google's Westinghouse Bet

https://asimovaddendum.substack.com/p/googles-westinghouse-bet
1•ashurandi•8m ago•0 comments

Cloudflare OS is an architecture of distrust

https://lord.technology/2026/08/05/cloudflare-os-is-an-architecture-of-distrust.html
1•gsky•11m ago•0 comments

Show HN: Airy – Free, fast, and simple voice content creation

https://airy.so
1•login588•23m ago•0 comments

Show HN: A Minimal Python CLI Implementation of Quick Share for Linux

https://github.com/adityatelange/quickshare-cli-py
1•adityatelange•24m ago•0 comments

Before the Breakthrough: Why Research and Engineering Need Different Cultures

https://chrhenning.com/blog/2026/before-the-breakthrough-research-engineering-cultures/
1•chrhenning•27m ago•0 comments

Signified and Signifier

https://en.wikipedia.org/wiki/Signified_and_signifier
1•soupspaces•35m ago•0 comments

Show HN: Find. Fix. Verify. Zero Guesswork

https://kinetixseo.com
1•wowinter15•41m ago•0 comments

Rethinking do_action(): Events as objects, hooks as class names

https://developer.wordpress.org/news/2026/08/rethinking-do_action-events-as-objects-hooks-as-clas...
1•firasd•49m ago•0 comments

Runware Squeezes A 1MW AI Data Center Into A 20-Foot Shipping Container

https://www.forbes.com/sites/gabrielalinzainescu/2026/08/08/runware-squeezes-a-1mw-ai-data-center...
3•01-_-•50m ago•2 comments

Solve math calculations directly in your Firefox address bar

https://support.mozilla.org/en-US/kb/solve-math-calculations-directly-your-firefox-addr
2•internet_points•50m ago•1 comments

DeepSeek V4 Flash 0731: 82.7% on Terminal-Bench 2.1 with a public harness

https://antigma.ai/eval
4•ubermon•1h ago•1 comments

Shrinking Ruby Hashes

https://byroot.github.io/ruby/performance/2026/08/05/shrinking-ruby-hashes.html
1•fanf2•1h ago•0 comments

S3-Compatible Object Storage. A MinIO Fork Maintained by Pgsty

https://github.com/pgsty/silo
3•EXHades•1h ago•0 comments

Abracadabra: How does Shazam work? (2022)

https://www.cameronmacleod.com/blog/how-does-shazam-work
2•downbad_•1h ago•0 comments

Different meanings of p-value (and how my thinking has changed) (2023)

https://statmodeling.stat.columbia.edu/2023/04/14/4-different-meanings-of-p-value-and-how-my-thin...
2•Tomte•1h ago•0 comments

The Origin of Death (1970)

https://www.elijahwald.com/origin.html
1•downbad_•1h ago•0 comments

Systemd Dynamic Users (2020)

https://ethulhu.co.uk/systemd-dynamicuser
2•birdculture•1h ago•0 comments

Show HN: Open-source binaural-beats engine

https://github.com/txus/farfield
1•txus•1h ago•0 comments

Understanding std:counting_semaphore and std:binary_semaphore from C++20

https://www.cppstories.com/2026/semaphore/
2•ygritte•1h ago•0 comments

How to create electronic Japanese hanko seals for Excel

https://sealkit.app/blog/excel-denshi-inkan-tsukurikata
3•sealkit•1h ago•1 comments

Qwen 3.8 and Claude Opus 5 show why raw benchmark scores don't predict the bill

https://venturebeat.com/orchestration/qwen-3-8-max-and-claude-opus-5-show-why-raw-benchmark-score...
3•ashurandi•1h ago•0 comments

Tracking down a Zsh history data loss bug

https://michael.stapelberg.ch/posts/2026-08-09-zsh-history-truncation-bug/
2•secure•1h ago•0 comments

ByteDance Pretraining 10T Parameter Model

https://arstechnica.com/ai/2026/08/bytedance-trains-massive-ai-model-in-bid-to-rival-anthropic/
4•Gecko4072•1h ago•0 comments

Toxic Media

https://bstgrp.notion.site/Reconverting-Streamer-University-From-Spectacle-to-Education-624f0d565...
1•mohgalastpaidei•1h ago•0 comments

China's Top AI Model Evaded Testing Environment, Researchers Say

https://www.bloomberg.com/news/articles/2026-08-07/china-s-top-ai-model-evaded-testing-environmen...
3•sbulaev•1h ago•1 comments