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20 articles found

· · Dev.to

The Retrieval Failure That Looked Like a Model Problem

One of the most expensive debugging mistakes in AI systems is assuming the model is the problem. A user receives a bad answer. The response looks wrong. The immediate reaction is usually: "The model hallucinated." Sometimes that is true. Many times it is not. One production incident reminded us of t

#cloud
· · Dev.to

Context Mode's 5 Hidden Uses 🔥 — MCP Server That Cuts Claude Code Context by 98%

If you use Claude Code, Cursor, or any AI coding agent for more than 30 minutes, you've hit this wall: the context window fills up, the agent starts forgetting which files you were editing, what tasks are in progress, and what you last asked for. It's not a model problem — it's a data routing proble

#cloud
· · Dev.to

五种隐藏技巧,助力Claude Code降低MCP服务器的上下文消耗98%

如果你用过 Claude Code、Cursor 或任何 AI 编程助手超过 30 分钟,你一定遇到过这道墙:上下文窗口写满了,智能体开始忘记你刚才在编辑哪些文件、任务进展到哪里、你最后问的是什么。这不是模型的问题——是数据路由的问题。而 GitHub 上有一个项目,自 2026 年 2 月起就在解决这个问题,17,032 Stars,被 Microsoft、Google、Meta、Amazon、NVIDIA 等 14 家科技公司的工程师使用。 Context Mode 是一个 MCP Server,位于 AI 编程助手和其工具输出之间,对原始数据进行沙箱隔离,使其永远不会涌入你的上下文窗口。

#cloud-computing#ai-programming#context-awareness#data-routing#mcp-server
· · Dev.to

How to Write a Freelance Invoice That Gets Paid Fast

Most freelancers write invoices that look fine but cost them money. The PDF goes out, the client opens it, and nothing happens for three weeks — not because the client is bad, but because the invoice didn't give them a reason to pay right now. Writing an invoice that gets paid fast isn't about being

#cloud#freelance#invoice#payment-processing
· · Dev.to

A Deep Dive into 7 Leading AI Observability Platforms for 2026

The AI tooling ecosystem is exploding. Every week there seems to be a new platform promising: Better traces Better evaluations Better prompt debugging Better monitoring Better cost visibility The challenge isn’t finding an AI observability tool anymore. The challenge is choosing one. If you’re build

#cloud
· · Dev.to

I keep shipping my best work to an audience of one

There is a folder on my machine I am quietly proud of. Almost nobody has seen what is inside it. Years of work live there. A knowledge system I built and rebuilt until it actually held. Pipelines that run on their own. An archive I shaped book by book, late at night, to a standard I would defend to

#cloud
· · Dev.to

Optimize Docker Builds: Achieve 15x Speed and 90% Size Reduction

We’ve all seen it: a simple service wrapped in a Docker image that tips the scales at 1.2GB and drags down CI/CD pipelines with a 4-minute build time. It’s a massive waste of storage, bandwidth, and engineering time. It doesn't have to be this way. With a few intentional tweaks to your Dockerfile, y

#cloud
· · Dev.to

How I Fixed LLM Hallucinations on a 512MB Server with Pure Math

Hi Everyone, While multi-billion dollar RAG pipelines and heavy neural guardrail frameworks dominate current LLM alignment security, I wanted to open-source a radically different, zero-overhead paradigm. I have deployed a real-time validation engine that runs flawlessly on a 512MB RAM Render server

#cloud
· · Dev.to

Insights from Analyzing 10,000 AI API Calls: What Failed?

I Monitored 10,000 AI API Calls. Here's What Went Wrong. Or: Why your AI agent will break, and what you can do about it. You built an AI agent. It works. You ship it. Then at 3 AM on a Tuesday, Claude goes down. Your agent? Dead. Your users? Angry. You? Debugging in the dark. This isn't a hypothetic

#cloud
· · Dev.to

Comprehensive Guide to Fixing PostgreSQL 2200G Error Causes

PostgreSQL Error 2200G: Most Specific Type Mismatch PostgreSQL error code 2200G (most_specific_type_mismatch) is a SQL-standard data exception that occurs when a value's type does not match the most specific (most derived) type expected in a context involving type hierarchies, XML schema types, or u

#cloud-computing#postgresql#database-errors#sql#data-management
· · Dev.to

Bulk Password Breach Check: Safe & Local Vault Auditing

Audit thousands of passwords against data breaches — completely in your browser with zero-knowledge privacy. Published: June 9, 2026 Most bulk password checkers require you to upload your entire vault. Utilora’s Bulk Password Breach Checker uses HIBP’s k-anonymity + local hashing so your passwords n

#cloud-security#password-management#data-breach#privacy-tech
· · Dev.to

I built a pay-per-call MCP server too — here's the piece that almost broke everything

I built a pay-per-call MCP server too — here's the piece that almost broke everything When kirothebot dropped the breakdown of what the agent payment stack actually looks like, it landed because it's a problem almost no one has documented honestly. Building pay-per-call on top of MCP is harder than

#cloud-computing#server-architecture#mcp#pay-per-call
I asked a Premier League performance expert and physio for his 3 best exercise recovery tips — here's what he recommends
· · Tom's Guide

I asked a Premier League performance expert and physio for his 3 best exercise recovery tips — here's what he recommends

We asked a Premier League performance expert and senior physiotherapist for exercise recovery tips, and here's what he shared.

#mobile
Unlock Optimal Growth: Timing is Everything for Summer Gardens
· · Tom's Guide

Unlock Optimal Growth: Timing is Everything for Summer Gardens

Morning, noon or evening? Experts reveal the best time to water your garden in summer.

#mobile
I tried iOS 27 Clean Up vs. Galaxy AI Photo Assist in a 7-round test, and I was surprised with how close it was
· · Tom's Guide

I tried iOS 27 Clean Up vs. Galaxy AI Photo Assist in a 7-round test, and I was surprised with how close it was

Apple’s Clean Up tool gets updated with iOS 27, so I put it to the test against Samsung's Galaxy AI Photo Assist to see which is better at removing objects.

#mobile
The rom-com queen is back: 5 Jennifer Lopez movies to watch if you loved Netflix's 'Office Romance'
· · Tom's Guide

The rom-com queen is back: 5 Jennifer Lopez movies to watch if you loved Netflix's 'Office Romance'

If you've watched "Office Romance" and are itching to binge more J-Lo hits, these are the Jennifer Lopez movies you need to watch next.

#mobile
Microsoft revamps Teams for improved responsiveness after six-month overhaul
· · XDA Developers

Microsoft revamps Teams for improved responsiveness after six-month overhaul

Plus, iOS and macOS users will find their apps freezing a lot less.

#microsoft-teams#mobile-apps#ios#macos#user-experience
Vivo X500e's Key Features Get a Much-Anticipated Sneak Peek
· · GSMArena

Vivo X500e's Key Features Get a Much-Anticipated Sneak Peek

vivo is allegedly launching the X500e as part of the X500 family coming this fall. This device will come with the Dimensity 9500 SoC at the helm, a 6.59-inch screen, a 50MP main camera using a 1/1.28" type sensor, a periscope telephoto camera on the rear, and a 7,500 mAh battery. vivo X300 The infor

#mobile#vivo#smartphone#dimensity#camera
XRP Rich List Gets Easier to Climb as Market Pullback Reshapes Holdings
· · Coinpedia

XRP Rich List Gets Easier to Climb as Market Pullback Reshapes Holdings

The post XRP Rich List Gets Easier to Climb as Market Pullback Reshapes Holdings appeared first on Coinpedia Fintech News The recent XRP correction has done more than push prices lower; it has also lowered the barrier to joining the network’s wealthiest holders. Fresh XRP Rich List data shows that i

#crypto
Crypto Traders Are Betting on SpaceX Before Wall Street Can
· · Coinpedia

Crypto Traders Are Betting on SpaceX Before Wall Street Can

The post Crypto Traders Are Betting on SpaceX Before Wall Street Can appeared first on Coinpedia Fintech News Before Wall Street gets its first chance to buy SpaceX shares, crypto traders have already been betting on the company for weeks. SpaceX-linked futures have generated over $525 million in da

#crypto

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