A Cloudflare Tunnel removes inbound port exposure, but it does not remove the need to design ingress. The failure mode I keep seeing is treating “tunnel connected” as proof that the application is healthy. There are actually four independently failing hops: DNS and edge: the hostname resolves, prox
I open-sourced Viralo — a self-hostable stack that turns long-form video into short clips with captions, then can publish to TikTok / Instagram / YouTube Shorts. Why self-host: most “AI clipping” tools are closed SaaS. I wanted something that runs on my own machine via Docker so source video stays l
Hey everyone, Traveling to the UAE (Dubai & Abu Dhabi) soon and trying to verify real-world Tailscale behavior when routing through a personal exit node back home. From what I understand, UAE telecom providers (e& and du) actively block or throttle unassigned UDP and fingerprint WireGuard h
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]
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
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
The European Parliament has adopted a resolution calling for targeted criminal provisions and more effective platform responsibility to address cyberbullying and online harassment. The move is a significant political signal that EU lawmakers see the problem as increasingly cross-border. It is not, h
A model can contain a decodable signal and not use it to produce its answer.
That sentence is the whole problem with interpretability, and it took me an embarrassingly long time to feel its weight. A linear probe recovers a concept from an activation. A sparse autoencoder isolates a direction that
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
Introduction & Objective
E-commerce platforms generate a constant stream of pricing, promotion, and customer-feedback data. But raw data on its own doesn't tell a seller anything useful. For this project, I
built an interactive Excel dashboard using a Jumia product dataset to answer a set of
p
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