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Someone on Torrent Sites Kept Fucking with My Sonarr

https://thereallo.dev/blog/someone-on-torrent-sites-kept-fucking-with-my-sonarr-setup
1•speckx•20s ago•0 comments

Microplastics in water aren't inert and make damaging chemicals on their own

https://arstechnica.com/science/2026/10/microplastics-in-water-arent-inert-and-make-damaging-chem...
1•PaulHoule•1m ago•0 comments

TypeScript Types Declarations for WebMCP

https://github.com/webmachinelearning/webmcp-types
1•qainsights•1m ago•0 comments

PwnEscape: Guest-to-Host KVM Escape (CVE-2026-99999)

https://pwn.ai/blog/pwnescape
1•chillax•1m ago•0 comments

Matthew Green: "take down public firmware images for critical infrastructure"

https://twitter.com/matthew_d_green/status/2110808645319491606
1•jbegley•3m ago•0 comments

Thirteen Years, Charted

https://www.ajwaxman.com/writing/thirteen-years-charted
1•ajwaxman•5m ago•0 comments

The Problem Didn't Change. Who Has It Did

https://blog.matterbeam.com/the-problem-didnt-change-who-has-it-did/
1•mikepk•6m ago•0 comments

A deep dive into LangChain and LangGraph

https://flaviocopes.com/langchain-langgraph/
1•karakoram•8m ago•0 comments

How to Use Jev with Claude Code, Codex and Cursor

https://flaviocopes.com/jev-coding-agents/
1•karakoram•9m ago•0 comments

Open-source self-hosted bot protection without CAPTCHAs

https://github.com/humansgate/gate
1•codablech•10m ago•0 comments

Analysis of artificial deranking of front page HN submissions

https://news.social-protocols.org/stats?id=50103000
2•laimewhisps•11m ago•0 comments

How Codex Happened

https://every.to/p/how-codex-happened
1•dshipper•11m ago•0 comments

SlopCodeBench 10/2026 – Opus 5.5, Astra wins overall, xhigh considered harmful

https://github.com/humanlayer/advanced-context-engineering-for-coding-agents/blob/main/benchmarki...
1•dhorthy•12m ago•0 comments

Cicada: Sub-ms Go Zero-Trust gateway and gVisor firewall for AI agents Apache 2

https://github.com/affinity-ops/OS-Cicada
1•affinity-Ops•12m ago•0 comments

SGLang – High-performance serving framework for LLM's and multimodal models

https://github.com/sgl-project/sglang
1•peter_d_sherman•13m ago•0 comments

How is AI-MedTech in India regulated?

https://www.thehindu.com/sci-tech/health/how-is-ai-medtech-in-india-regulated/article71559283.ece
1•thisislife2•15m ago•0 comments

Show HN: HireReady, interview prep with spaced repetition and AI voice mocks

https://imhireready.com
1•purplegumdropz•15m ago•0 comments

Scientists vote to end leap seconds

https://www.scientificamerican.com/article/scientists-vote-to-end-leap-seconds-redefining-how-the...
1•tosh•17m ago•0 comments

Build an agent harness from scratch to pass Ian Goodfellow's intelligence test

https://notesbylex.com/building-an-agent-harness-from-scratch
1•lexandstuff•18m ago•0 comments

CSV import performance of Scriptella/JDBC and csvsql on PostgreSQL and MariaDB

https://github.com/scriptella/scriptella-benchmarks
1•ejboy•19m ago•1 comments

FTC probes Anthropic, OpenAI after Trump dismissed AI fears as "hoax"

https://arstechnica.com/tech-policy/2026/10/ftc-probes-if-openai-anthropic-security-incidents-har...
2•BerislavLopac•19m ago•0 comments

Deploy your next rust binary web app using Setu

https://setucp.com/
1•techgopal•20m ago•0 comments

The Tiny Sewer-Crawling Robot Designed to Solve an Underground Crisis

https://www.wsj.com/tech/the-tiny-robot-designed-to-solve-a-massive-underground-crisis-953fdccb
1•fortran77•21m ago•1 comments

Show HN: Diablo 2 Survivors

https://d2survivors.lol/
1•JeanKage•22m ago•0 comments

The Geometric Model of Maintenance

https://entropicthoughts.com/geometric-model-of-maintenance
1•kaycebasques•24m ago•0 comments

We are entering a period of overlapping crises

https://hamishcampbell.com/we-are-entering-a-period-of-overlapping-crises/
3•speckx•27m ago•0 comments

To Get This Job at McKinsey, You'll Need to Survive a Debate with AI First

https://www.wsj.com/lifestyle/careers/mckinsey-interview-process-ai-7d08a69e
1•bookofjoe•27m ago•1 comments

Show HN: VoltCost – EV charging cost vs. gas savings calculator with TOU rates

https://voltcost.vercel.app/
1•vmaglion•28m ago•0 comments

FitweAI Track calories and macros from a photo

https://fitweai.com/
2•developer_monei•31m ago•0 comments

How far will an agent go to get a refund?

https://www.vals.ai/blogs/impossible-refund
2•miyukimatthews•31m ago•1 comments
Open in hackernews

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