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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

Show HN: Paste your MCP config, see what each server does at startup

https://mcp.brydge-ai.com
1•DevanshKontey•1m ago•0 comments

DMA-Latte: Expanding the Reach of DMA Offloads to Latency-Bound ML Communication

https://arxiv.org/abs/2511.06605
1•matt_d•2m ago•0 comments

Scientists reveal the staggering number of bat deaths at wind turbines

https://phys.org/news/2026-10-scientists-reveal-staggering-deaths-turbines.html
1•wglb•3m ago•1 comments

American military technology beyond your imagination

1•imheretolearn•5m ago•2 comments

HalachaBench

https://github.com/halachabench/halacha-bench-results
1•aizk•5m ago•0 comments

AI is programming's next abstraction. What should we teach?

https://lernerpython.com/2026/11/01/ai-programming-next-abstraction/
1•lumpa•6m ago•0 comments

A hidden brain rhythm challenges ideas about where consciousness comes from

https://medicalxpress.com/news/2026-10-hidden-brain-rhythm-ideas-consciousness.html
1•wglb•7m ago•1 comments

What does "verified memory safe" mean?

https://focs-lab.comp.nus.edu.sg/blog/memory-safety-audit/
1•matt_d•7m ago•0 comments

US Led Student List in Serbia Targets Russian Business and Trade in Serbia

https://www.ft.com/content/c478c8b6-789f-4253-8970-1244b93c1cce
1•secondary_op•10m ago•1 comments

Agentic AI Is Myth Set in Motion

https://braddelong.substack.com/p/crosspost-henry-farrell-agentic-ai
1•mellosouls•11m ago•0 comments

Hackers are running riot with AI. Its makers want to cash in

https://www.economist.com/business/2026/11/01/hackers-are-running-riot-with-ai-its-makers-want-to...
1•andsoitis•20m ago•0 comments

Contactless continuous guidance of matter using curved acoustic fields

https://www.pnas.org/doi/10.1073/pnas.2614959123
1•bookofjoe•31m ago•0 comments

QαT GPU-free universal low-power NP-hard solver

https://github.com/Quantumalphatech/Universal-Optimization-Engine-POC
1•QuantumAlpha•35m ago•0 comments

Kloak v0.3.0 Release

https://getkloak.io/docs/reference/release-notes
1•neo2006•37m ago•1 comments

Show HN: Rufous – Agent attuned to small models

https://rufous.chat
2•stephanfebs•37m ago•0 comments

Jesse Nickles, the guy behind SlickStack, is under a criminal arrest warrant

https://github.com/helenokoye/jesse-jacob-nickles-criminal-arrest-warrant
2•cleocole•43m ago•1 comments

Gas Station "Royal Honey" tests positive for opiates, Viagra component

https://www.youtube.com/watch?v=PHoBlbnA92A
1•tomcam•43m ago•0 comments

Proposed data centre would release 23 Hiroshima-sized atomic bombs of energy/day

https://www.cbc.ca/news/canada/edmonton/wonder-valley-slcn-court-physicist-9.7403677
2•BiraIgnacio•46m ago•0 comments

Postmortem on Claude Code Cursor extension hack

https://www.microsoft.com/en-us/security/blog/2026/10/30/inside-malicious-claude-code-branded-cur...
4•soundworlds•50m ago•1 comments

Ex-o2 FRITZ Box 6660 Cable: enabling LAN 1 as WAN via a bootloader variable

https://www.alpersaritas.com/writing/fritzbox-6660-lan1-wan/
1•lprsrts•55m ago•0 comments

Sub-microsecond SEC 15c3-5 risk checks on AWS F2 via FPGA MMIO

https://github.com/joeiko3424-svg/oikonomia-benchmarks
1•oikonomiaarchit•55m ago•2 comments

Why Agent Memory Benchmarks Need a Reproducible Evaluation Pipeline

https://x.com/AgentMemoryL/
1•SndOfViento•59m ago•0 comments

Trump Demands a Cut of Alina Habba's $50M Pardon Deal

https://newrepublic.com/post/217360/donald-trump-alina-habba-50-million-pardon
8•techlover14159•59m ago•3 comments

Iain McGilchrist: Great discoveries are not made following the scientific method

https://iai.tv/articles/iain-mcgilchrist-great-discoveries-are-not-made-by-following-the-scientif...
1•pella•1h ago•1 comments

Reason you should still learn Machine Learning/Deep Learning, etc.

https://hackertube.org/watch/P_fHJIYENdI
1•thomasjeff1•1h ago•0 comments

Show HN: The Agentic State

https://agenticstate.dev/
1•arionhardison•1h ago•0 comments

Katamari Damacy but it's The Met collection

https://katamari.vaguespac.es/
1•thebigship•1h ago•0 comments

Ask for Advice about JavaScript

1•zzyijiz•1h ago•4 comments

Silicon Socialism – East Germany's Microchip Race

https://www.youtube.com/watch?v=n7EkBl02iXk
1•coldnose•1h ago•0 comments

New AI-driven malware feeds stolen data to Claude to rank victims' assets

https://www.tomshardware.com/tech-industry/cyber-security/new-ai-driven-windows-malware-feeds-sto...
1•NordStreamYacht•1h ago•0 comments