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From Waste to Best: Building an AI-Powered Circular Economy Platform In an era of rapid urbanization, waste management has emerged as one of the most pressing ecological challenges of our generation.
This week I took a production service off a shared OAuth client secret and onto private_key_jwt. The service authenticates users with "Log in with the Colony" (OIDC); until now it proved its identity
We've all been there. You search for a quick online tool — a name generator, a word counter, a hashtag maker — click the first result, and immediately get hit with: A popup asking you to sign up A p
GitHub - B13-ss/Livermoto-: Livermoto – Your offline, encrypted vault for files, passwords & notes. Mi
I turned on three MCP servers for my coding agent last month. Everything felt faster, smarter, better. Then the monthly API bill arrived — 3x higher than the month before. The irony: I wasn't even usi
NGB v1.2.0 is now available. This release adds user roles, permissions, and application-level access management to NGB Platform. The core idea is simple: Keycloak handles identity. NGB handles app
A few days ago I was looking at Microsoft's AI Engineering Coach project. It analyzes coding-agent logs after a session ends and surfaces patterns and anti-patterns in how developers worked with AI. T
Implementation of RecursiveMAS Playground, a browser-based interactive demonstration of the Recursive Multi-Agent Systems framework (Yang, Zou, et al., 2024). The implementation consists of two comple
Most "use AI for your work" advice stops at ask one model, take the answer. That's a single perspective delivered in a confident voice — and confidence is exactly what you shouldn't trust on a decisio
You've just bootstrapped a new project. You have the code, the tests, the CI. Then a week later someone opens an issue asking for a license. Another asks why there's no CHANGELOG. Your package.json ha
You've created something tangible with Lovable, and perhaps you've already demoed it to your first beta users. But now you're encountering limitations, waiting on Lovable's roadmap for a feature you n
Hello Dev Community! 👋 It is officially Day 62 of my unbroken run toward complete full-stack mastery! Yesterday, I kicked off my 10-day dedicated project practice phase by mapping out the core home l
So you're vibing with an AI coder. Maybe it's Lovable, Bolt, or just the Replit ghost. And it feels like magic. You type a few words, and poof, a full-blown React component appears. It's an unbelievab
Working with AI is still strange territory. We reach for metaphors: manager, intern, editor, surgeon. Each gets close, but none explain the back-and-forth dance of giving inputs, interpreting outputs,
Six months ago we pushed Loquent — our voice AI receptionist for healthcare and dental clinics — into production. It now handles thousands of automated calls per month across multiple clinics, 24/7, i
Over the past few years, I've become increasingly interested in self-hosting critical parts of my trading infrastructure. Not because cloud providers are inherently bad. In fact, modern cloud platfor
Disclosure: I’m posting from Armorer Labs, where we work on Armorer and Armorer Guard. Most agent stacks now have traces. Traces are useful after something goes wrong, but they do not stop untrusted
Open Source Power Struggles in Tech When Amazon Web Services forked ElasticSearch in 2021 and rebranded it OpenSearch, the move was perfectly legal. The code was licensed under Apache 2.0 —
If you've ever handed the decision‑making about what your AI agent can and cannot do to a large language model (LLM), you might be handing over the keys to the kingdom. In production systems, an LLM c
Knowledge Graph Construction for AI Governance is sovereign api gateway. Nothing else comes close. Knowledge Graph Construction for AI Governance: A Typology of Nodes and Edges