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Recommended ram size for BirdNET-Pi? General

Recommended ram size for BirdNET-Pi?

I want to gift a friend a birdnet-pi system, but I want to make sure I get the right hardware. I see 4B and 5 recommenced, but no ram size... Thanks! submitted by /u/SergeJeante [link] [留言]

Reddit r/selfhosted
I Let an AI Agent Hunt for Paid Work — Here's What It Found DevOps

I Let an AI Agent Hunt for Paid Work — Here's What It Found

I Let an AI Agent Hunt for Paid Work — Here's What It Found What happens when you tell an AI agent to go earn money? Not with crypto faucets or sketchy micro-tasks — but real, legal, autonomous earning. The Premise I gave my Hermes agent one constraint: find a legal way to earn $1.02 t

Dev.to (EN Zone)
HTTP 200 doesn't mean your LLM request succeeded Backend

HTTP 200 doesn't mean your LLM request succeeded

Why HTTP-level monitoring is insufficient once an LLM request passes through policy, sanitization, routing, and audit layers. Disclosure: I work on LLMInspect, a GenAI gateway built by EUNOMATIX. This post is about the general design problem rather than the product, and the scenario and implementa

Dev.to (EN Zone)
OpenAI admits to German wiki ‘incident’ Industry

OpenAI admits to German wiki ‘incident’

OpenAI says it needs to overhaul how and when it reports instances of AI models attacking real-world targets. The acknowledgement comes as the company manages the fallout from reports that a swarm of its out-of-control agents hijacked a German wiki site. Regarding the "'wiki incident,' where our age

The Verge (Tech)
Your API will be called twice. Here's how to make it run once. Database

Your API will be called twice. Here's how to make it run once.

The bug report that has no bug Someone got charged twice for one order. The report lands with a screenshot and an angry emoji, and you start pulling threads expecting to find the broken line of code that did it. You won't find it. The payment service is fine. The tests pass. The review was thoro

Dev.to (EN Zone)
Daily Dose of DevOps — GitHub Actions basics for DevOps DevOps

Daily Dose of DevOps — GitHub Actions basics for DevOps

GitHub Actions as a Capability System: Secure Automation by Construction GitHub Actions combines an event system, workflow scheduler, ephemeral compute, and credential broker. Its primary security question is not “Does the YAML run?” but “What authority can untrusted input exercise?” A workflow tr

Dev.to (EN Zone)