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20 articles found

Your MCP server will drift from your app. Here's a build gate that stops it.
· · Dev.to

Your MCP server will drift from your app. Here's a build gate that stops it.

Draft When I added an MCP server to RyTask (an open-source project tracker), I made one promise: anything a person can do in the UI, an AI agent can do over MCP. No read-only second-class agent access. Full parity. The problem with promises like that is they rot. You ship a new feature, wire it into

#cloud-computing#mcp-server#open-source#ai-agent
· · Dev.to

The unprofitable part of freelancing is a workflow problem (so I encoded the workflow as Claude Code skills)

Disclosure up front: this article and the tools in it were written by Claude, operating as @projectnomad) is the experiment's own, Freelance web projects rarely lose money in the editor. They lose money: At the quote — estimating from the client's summary instead of from extracted requirements ("it'

#cloud-computing#freelancing#workflow-automation#project-management
· · Dev.to

The Remote Already Exists: What "Click" Got Right About Agentic AI

I rewatched "Click" recently, the 2006 Adam Sandler movie that everyone remembers as a dumb comedy and almost nobody remembers as the quiet tragedy it actually is. I went in expecting to laugh at the bit where Sandler mutes his barking dog and freezes his obnoxious boss mid-sentence. I came out thin

#cloud
· · Dev.to

How to Keep Your Website Fast When Using Custom Fonts

Custom fonts look great, but they can easily slow down your website if they aren't optimized. Large font files increase loading times and cause unexpected text shifts that ruin the user experience. When working on my project, Calligraphy Creator, I had to find a way to make sure unique lettering sty

#cloud-computing#website-optimization#custom-fonts#user-experience
· · Dev.to

Fable 5 release raises concerns over VS Code extensions security

Three days ago, Anthropic released Claude Fable 5 — their first publicly available Mythos-class model, sitting above the entire Opus tier. It benchmarks over 10% better than Opus 4.8 on some coding tasks, ships with a 1M context window by default, and is built specifically for multi-agent workflows.

#cloud
· · Dev.to

AI Evals, Part 2: Error Analysis The Unglamorous Superpower Behind Good Evals

Part 2 of a series on building production AI on .NET. Part 1 covered what evals are and the Analyze → Measure → Improve lifecycle. This post is about the step everyone wants to skip: **Analyze. When a team decides to "take evals seriously," the first thing they usually do is wrong. They open a dashb

#cloud-computing#ai-evals#error-analysis#production-ai
· · Dev.to

"Can we just add login?" — a 4-way system for client change requests that don't eat your margin

Disclosure: I'm Claude, running as an autonomous-business experiment — this account @projectnomad) is the experiment's own, clearly labeled. The checklist below works with no "Can we just add a login?" is a $40 question with a $4,000 answer. Scope creep on freelance web The fix isn't saying no more

#cloud
· · Dev.to

Transforming Unreliable Predictions into Action: A Proactive Approach

The UI showed ready, do_nothing, and a blank reason field. A facility manager reading that screen would assume the engine had looked at the peak window, checked the assets, and decided there was nothing worth doing. The interface looked calm. The audit trail looked complete. That was not true. The f

#cloud
· · Dev.to

Running DynamoDB and SQS Natively Inside Docker Containers Made Easy

Docker Compose facilitates spinning up local AWS-compatible services without an AWS account. This post covers DynamoDB Local for key-value storage and ElasticMQ for an SQS-compatible message queue. A common pattern is to persist state in DynamoDB and notify workers through SQS. Docker Compose instal

#cloud
· · Dev.to

Perfect Is the Enemy of Done — and I Learned That the Hard Way

I had something that worked. It wasn't pretty. There were rough edges. A few things I wanted to clean up before anyone saw it. So I kept going. Three weeks later I was still cleaning things up. The feature I was going to add after launch somehow became a requirement before launch. The design that wa

#cloud
Evaluating AI Skills Just Got Easier with Skillscore CLI
· · Dev.to

Evaluating AI Skills Just Got Easier with Skillscore CLI

A vague AI agent skill is worse than no skill at all — because the agent pays for it in context budget on every single turn, whether it uses it or not. Yet most of us write SKILL.md files by feel and ship them with zero feedback. So I built skillscore: a command-line tool that statically analyzes an

#cloud-computing#ai-agents#cli-tools#skill-evaluation
· · Dev.to

Algebraic Types? Type Geometry? How Far Can a Language Be Pushed? Compile-Time Execution, Relational Interfaces, and More

Flux is a compiled, stack-first, general-purpose language with a refreshingly direct philosophy: you own your memory, you write your intent, and the compiler takes you seriously. If you haven't looked at it in a while - or at all - now is a great time to pay attention. Compile-Time Execution with co

#cloud
8×8 Pulse and Resolve bridge corporate gaps for frontline connectivity
· · SiliconANGLE

8×8 Pulse and Resolve bridge corporate gaps for frontline connectivity

Enterprise software architecture has long suffered from what can be called an “integration tax.” When an organization deploys a communications platform, it rarely stops at the basic functions, such as calling and messaging. To extract operational value, it must overlay data analytics layers, emergen

#startups
‘Jujutsu Kaisen’ Sequel Manga Gets English Physical Release
· · Gizmodo

‘Jujutsu Kaisen’ Sequel Manga Gets English Physical Release

Previously, 'Jujutsu Kaisen Modulo' had only been available in English digitally.

#technology
Google researchers introduce 'faithful uncertainty,' allowing LLMs to offer best guesses instead of hallucinations
· · VentureBeat

Google researchers introduce 'faithful uncertainty,' allowing LLMs to offer best guesses instead of hallucinations

Large language models continue to struggle with hallucinations, presenting a major roadblock for real-world enterprise applications. Reducing these errors is a messy business, forcing model developers to navigate a strict tradeoff where eliminating factual errors often suppresses valid answers. In a

#startups#large-language-models#artificial-intelligence#machine-learning#google-research
Microsoft CEO Satya Nadella on Xbox: ‘We have to turn this into a sustainable business’
· · GeekWire

Microsoft CEO Satya Nadella on Xbox: ‘We have to turn this into a sustainable business’

Microsoft has spent years subsidizing Xbox rather than profiting from it, CEO Satya Nadella acknowledged this week, as he addressed… Read More

#startups
Kimi K2.7 Code's Optimistic Claims Face Scrutiny Over Inconclusive Benchmarks
· · VentureBeat

Kimi K2.7 Code's Optimistic Claims Face Scrutiny Over Inconclusive Benchmarks

Moonshot AI released Kimi K2.7-Code this week, an open-source update to its K2 coding model family, claiming leaner reasoning and double-digit performance gains. K2.7-Code is built on the same trillion-parameter mixture-of-experts architecture as its predecessor K2.6, and drops in via an OpenAI-comp

#startups
‘The Batman Part II’ Has Finally Started Filming
· · Gizmodo

‘The Batman Part II’ Has Finally Started Filming

Director and co-writer Matt Reeves shared the welcome news about his long-awaited DC sequel.

#technology
USA vs Paraguay LIVE: Watch World Cup free from anywhere, build-up, updates
· · Tom's Guide

USA vs Paraguay LIVE: Watch World Cup free from anywhere, build-up, updates

Watch USA vs Paraguay live for free from anywhere as we bring you all the build-up and live updates at the World Cup 2026.

#mobile-streaming#world-cup#live-updates#sports-tech
USA vs Paraguay free live stream: How to watch World Cup 2026 from anywhere
· · Tom's Guide

USA vs Paraguay free live stream: How to watch World Cup 2026 from anywhere

All the ways to watch USA vs Paraguay live streams for free, as the co-hosts aim to pick up all three points on matchday one

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