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🌍 Dev.to

ScopeGuard AI: An Open-Weight AI Assistant That Helps Freelancers Protect Their Scope of Work

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle A project begins with a clear agreement, a defined price, and a shared understanding of what needs to be delivered. Then the messages start arriving. “Could you add one more dashboard?” “Can we include subscription billing, too?” “It should be a small change, right?” For freelancers, these requests can create an uncomfortable choice: absorb the extra work to keep the client happy, or expl...
Tech
🌍 Dev.to

Node.js Feature Metrics Backend: Choose 3-Signal Reconstruction for SaaS Dashboard Charts

Use metrics for the charts, but preserve a small, structured event trail for reconstruction when a scheduled media import stops producing results. TL;DR: count three stage outcomes in a low-cardinality time series, then keep correlated start, finish, and failure events under an explicit retention policy. A logs-only dashboard looks quicker until every panel needs query parsing and a late job becomes indistinguishable from an empty source. A metrics-only design is cheap to read but cannot expla...
Tech
Why Long-Running Agent Workflows Keep Breaking (And How to Fix It)
🌍 Dev.to

Why Long-Running Agent Workflows Keep Breaking (And How to Fix It)

Today's GitHub Trending tells a clear story. Three repos — ruvnet/ruflo , affaan-m/ECC , and mksglu/context-mode — are all tackling different facets of the same problem: long-running agent workflows are fragile . Let's break down what each one does and what they reveal about the real bottleneck. The Three Faces of Workflow Fragility ruvnet/ruflo focuses on multi-agent swarm coordination with adaptive memory and federation. The core insight: a single agent can't handle...
Tech
🌍 Dev.to

What is scale-to-zero and how does it change cloud cost?

What is scale-to-zero? Scale-to-zero flips the traditional cloud billing model: you pay only for the time your code is actually processing requests, not for the time a virtual machine simply exists. When traffic stops, the platform pauses the instance and your compute meter drops to zero. The next incoming request triggers a wake-up, the instance serves the request, and then it returns to a paused state after the idle timeout expires. This means idle hours generate no cost, while active hour...
Tech
🌍 Dev.to

What is an AI agent cloud? A practical definition

The core idea An AI agent cloud is not a new type of server. It is a set of services that let you write a small program that talks to an event source, does some computation, and then publishes a result. The platform gives that program a sandbox, a persistent identity, and the ability to talk to other services on your behalf. The agent is the unit of deployment, the unit of scaling, and the unit of billing. When we built the platform we started from the same problem that most teams face: t...
Tech
🌍 Dev.to

Understanding Business Objectives Through Software Development

Learning Business by Connecting Theory with Technology Business studies and software development may seem like two different fields, but they are closely connected. Every software application, whether it's a banking system, an e-commerce platform, or a restaurant management system, is built to solve a problem and achieve specific business objectives. As a software developer learning business concepts, I find it helpful to connect theoretical ideas with real-world software projects. In thi...
Tech
HackerNews

How to Avoid AI Brain Rot

Article URL: https://twitter.com/MilesCranmer/status/2111105654211608847 Comments URL: https://news.ycombinator.com/item?id=50123133 Points: 9 # Comments: 1
AI
HackerNews

Emu Concept – Make AI Follows Your Rules. (Feedback Wanted)

The idea is how can we make personal agent apps on the phone just listen to your rules... Like it's weird to have Muse, Grok Bot, Dots, Instinct not ask me about when I want them to work for me or align with my rules, values, and goals. If I give these agents access to tools/connectors/data they just "assume" what I want or what it should do rather than asking me? And even if I set these for a specific agent then what happens when a newer personal agent comes out? Do I have to reconfigure again ...
AI
HackerNews

AI creates 16 new viruses from scratch

Article URL: https://www.cnn.com/2026/08/06/health/ai-viruses-bacteriophages Comments URL: https://news.ycombinator.com/item?id=50123762 Points: 4 # Comments: 2
AI
HackerNews

Freezing in the Face of AI

Article URL: https://precious.bearblog.dev/fear/ Comments URL: https://news.ycombinator.com/item?id=50124034 Points: 2 # Comments: 0
AI
HackerNews

Ask HN: Social network with AI agents – why bad, why good?

Hello! I can't get my mind off the idea of building an AI-native social network. Every user has its own agent (only one), which can talk to other agents or check content on the user's behalf. That way, the agent can "process" far more information about people than the human, and help in building relations. Why it is a bad/good idea? Worth trying? Comments URL: https://news.ycombinator.com/item?id=50125397 Points: 1 # Comments: 2
AI
HackerNews

How worried should we be about extinction risk from AI?

Article URL: https://gowers.wordpress.com/2026/10/16/how-worried-should-we-be-about-extinction-risk-from-ai/ Comments URL: https://news.ycombinator.com/item?id=50125577 Points: 2 # Comments: 0
AI
HackerNews

The AI Expectations Gap

Article URL: https://www.anthropic.com/research/ai-expectations-gap Comments URL: https://news.ycombinator.com/item?id=50125602 Points: 2 # Comments: 1
AI
HackerNews

Puzzles and the AI Software Glut

Article URL: https://blog.krazydad.com/2026/10/16/puzzles-and-the-ai-software-glut/ Comments URL: https://news.ycombinator.com/item?id=50125852 Points: 2 # Comments: 1
AI