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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

Datacenters Are the New Shale Oil

https://pracap.com/datacenters-are-the-new-shale-oil/
1•Ambolia•4m ago•0 comments

Show HN: Generate safe WebMCP tools from your OpenAPI spec or validation schemas

https://github.com/SouravInsights/webmcp-stack
1•SouravInsights•7m ago•0 comments

Show HN: Main Street Toolbox – Calculators for small business owners

https://mainstreettoolbox.com/
1•devinjin•9m ago•0 comments

LLM-as-a-Verifier

https://github.com/llm-as-a-verifier/llm-as-a-verifier
1•simonpure•14m ago•0 comments

Show HN: 4D Chess

https://4dchess.org/
1•nadermx•14m ago•0 comments

The Shape and Feel of the Post-AI Data Stack

https://www.iandmacomber.com/blog/post-ai-data-stack/
1•nlpnerd•18m ago•1 comments

B.C. man lost for 5 nights in mountains near Squamish shares survival story

https://www.cbc.ca/lite/story/9.7333975
1•colinprince•20m ago•0 comments

Trump signs order to remove endangered species protection for grey wolves

https://www.bbc.com/news/articles/c62k677d4lzo
1•Alien1Being•20m ago•0 comments

Show HN: Deterministic Synthetic Fingerprints from a Seed

https://github.com/1etu/actual-fingerprints
1•1etu•21m ago•0 comments

Surfing the Purple Ocean

https://architectureintel.com/surfing-the-purple-ocean-97907b95f3bb?postPublishedType=initial
1•younss•22m ago•0 comments

Seaside, Florida

https://en.wikipedia.org/wiki/Seaside,_Florida
1•hyperific•29m ago•0 comments

BLLM / ALLM – before and after LLM

1•orian•37m ago•0 comments

VMware Intros Private AI Cloud

https://www.nextplatform.com/cloud/2026/09/01/vmware-intros-private-ai-cloud-ai-factory-as-worklo...
1•jonbaer•44m ago•1 comments

I was offered money to scare you of AI [video]

https://www.youtube.com/watch?v=lPdmYMHrWKg
1•nomilk•45m ago•1 comments

Show HN: Laterbot – an anti-todo app for all the stuff you save for later

https://laterbot.app/
1•blitzritz•48m ago•2 comments

More of the universe appears to be more playable than we expected

https://contraptions.venkateshrao.com/p/the-curiously-playable-universe
1•thedreammachine•48m ago•0 comments

The Psychological Warfare of the Modern Sterile Interior

https://lussoarchive.substack.com/p/the-psychological-warfare-of-the
2•evo_9•52m ago•0 comments

Show HN: SetDPI – Change image DPI without re-encoding (runs in browser)

https://setdpi.com/
1•caseymarlin•52m ago•0 comments

The importance of stupidity in scientific research

https://fermatslibrary.com/s/the-importance-of-stupidity-in-scientific-research
1•wslh•53m ago•0 comments

Show HN: Say Toucan – my feedback board 3x'd its price, so I built my own

https://saytoucan.com
1•artoonie•58m ago•0 comments

AI-Assisted Design of a Post-Quantum Cryptographic Accelerator

https://arxiv.org/abs/2609.04058
1•sbulaev•1h ago•0 comments

AI Stock Research Assistant · Streamlit

https://ai-stock-research-kiaan.streamlit.app
2•KiaanKothari•1h ago•0 comments

Routed: Local, zero-token hybrid router for AI agent skills (<20ms)

https://github.com/bshea-1/Routed
2•bshea1•1h ago•0 comments

Boston, 1960s Video

https://www.youtube.com/watch?v=v23f7rQ4E6Q
1•sheri•1h ago•0 comments

Make infectious disease data boring again

https://www.statnews.com/2026/09/04/pennsylvania-measles-deaths-data-cdc-director-rfk-jr/
2•EA-3167•1h ago•0 comments

The Innovative HP Computer Behind a Hedge Fund Pioneer

https://thechipletter.substack.com/p/the-innovative-hp-computer-behind
1•chmaynard•1h ago•0 comments

What Linux does when you malloc()?

https://medium.com/@ankitadhiman650/what-linux-actually-does-when-you-malloc-162caa460052
1•syumei•1h ago•0 comments

Nvidia Personal AI Router (Pair)

https://github.com/NVIDIA/Personal-AI-Router
2•ystad•1h ago•0 comments

Spike – alerts when a competitor's YouTube video hits N views in T hours

https://spike.yt
1•astarostenkov•1h ago•0 comments

Accelerating LLM Inference with Lossless Speculative Decoding Algorithms (2025)

https://arxiv.org/abs/2502.05202
1•wslh•1h ago•0 comments