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Show HN: API Testing and Security with AI

https://qodex.ai/
8•siddhant_mohan•11mo ago

Comments

anuragdt•11mo 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•11mo 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•11mo 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

Network File Systems on Macs

https://eclecticlight.co/2026/04/25/explainer-network-file-systems/
1•chmaynard•2m ago•0 comments

Ask HN: How I find a job where what is needed is solid code, not firefighting?

1•speeder•5m ago•0 comments

London Reverse Marathon FAQ

https://london.apped.uk/faq
1•susam•6m ago•0 comments

Stealth browser survey, April 2026

https://incoherency.co.uk/blog/stories/stealth-browser-survey-april-2026.html
1•stavros•6m ago•0 comments

Show HN: Are AI competitor newsletters useful?

https://newsletrix.com/
2•beledev•7m ago•0 comments

Deep Moats and Platform Shifts in Computing

https://semiconductor.substack.com/p/deep-moats-and-platform-shifts-in
1•chmaynard•10m ago•0 comments

GitHub unwanted UX change: issue links now open in a popup

https://github.com/orgs/community/discussions/192666
2•luckman212•10m ago•1 comments

HVD Bodedo

https://www.hvdfonts.com/fonts/hvd-bodedo
1•cainxinth•13m ago•0 comments

The cause of heart disease is inflammation

https://www.scientificamerican.com/article/new-evidence-links-heart-disease-to-inflammation-and-d...
2•sleepyguy•14m ago•0 comments

Show HN: A minimal context engine with streaming API

https://github.com/ohmstone/context-artist
1•tonelord•16m ago•0 comments

Claude Opus 4.6 vs. Opus 4.7 Effort Levels and Prompt Steering Benchmarks

https://ai.georgeliu.com/p/claude-opus-46-vs-opus-47-effort
1•mszel•17m ago•1 comments

Claude Platform on AWS

https://aws.amazon.com/claude-platform/
2•dkobia•18m ago•0 comments

The Physics Slop That YouTube Wants Tibees to Make

https://www.youtube.com/watch?v=Cd5EHfRerGI
2•srean•25m ago•0 comments

Ask HN: What percent of your YouTube consumption is listening only?

1•SpyCoder77•27m ago•4 comments

Anthropic's Argument for Mythos SWE-bench improvement contains a fatal error

https://www.philosophicalhacker.com/post/anthropic-error/
1•kmdupree•28m ago•0 comments

Ask HN: Where are all the consumer ChatGPT apps?

1•maxalbarello•30m ago•2 comments

Show HN: A Calendar for Songs

https://theyearinsongs.com/
2•rySeeR•30m ago•0 comments

Micron pushes US Congress to crack down on chip tool sales to Chinese rivals

https://www.reuters.com/legal/government/micron-pushes-us-congress-crack-down-chip-tool-sales-chi...
1•xbmcuser•31m ago•0 comments

Why SWE-bench Verified no longer measures frontier coding capabilities

https://openai.com/index/why-we-no-longer-evaluate-swe-bench-verified/
3•kmdupree•31m ago•0 comments

Top Programmers Return to Hand-Coding Amid AI Tool Doubts

https://x.com/i/trending/2048161728521798035
4•northfield27•31m ago•4 comments

When Can LLMs Learn to Reason with Weak Supervision?

https://salmanrahman.net/rlvr-weak-supervision
1•gmays•31m ago•0 comments

AI slop videos aimed at babies are 'garbage,' says pediatrician

https://www.cbc.ca/news/canada/ai-baby-slop-9.7166873
1•fidotron•32m ago•0 comments

Sabastian Sawe finishes London Marathon in under two hours to set world record

https://www.nytimes.com/athletic/7231383/2026/04/26/london-marathon-sabastian-sawe-world-record/
2•mitchbob•34m ago•1 comments

Composite Overwrapped Pressure Vessels (COPV) Materials Aging Issues (2010)

https://ntrs.nasa.gov/citations/20100042630
1•tosh•35m ago•1 comments

NARE – A framework that "crystallizes" LLM reasoning into fast Python scripts

https://github.com/starface77/Neuro-Adaptive-Reasoning-Engine
1•Danikov•37m ago•0 comments

A breakthrough in C/C++ dependency management

https://lcamtuf.substack.com/p/a-breakthrough-in-cc-dependency-management
2•Brajeshwar•42m ago•0 comments

Local-first multi-agent simulation and prediction engine powered by Ollama

https://github.com/oswarld/mirollama
1•haebom•42m ago•0 comments

Hash anchors and Myers diff and single-token anchors: 60% cheaper AI code edits

https://dirac.run/posts/hash-anchors-myers-diff-single-token
2•GodelNumbering•43m ago•1 comments

Branimir Lambov from IBM on Cassandra

https://theconsensus.dev/p/2026/04/26/branimir-lambov-from-ibm-on-cassandra.html
1•eatonphil•44m ago•0 comments

Wispr Flow vs. Death Metal

https://i0exception.substack.com/p/wispr-flow-vs-death-metal
1•i0exception•47m ago•0 comments