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20 articles found

· · Dev.to

Airflow vs n8n vs Temporal for API workflow orchestration

What You'll Need n8n Cloud or self-hosted n8n Hetzner VPS or Contabo VPS for hosting Namecheap if domain needed DigitalOcean as alternative Docker (for self-hosting Airflow or Temporal) Python 3.9+ (for Airflow development) PostgreSQL (for state management) Why Orchestration Matters Apache Airflow D

#cloud
· · Dev.to

Leveling Up Observability: SLO Rollup and Grafana Dashboards in Hermes-Memory-Installer

Hermes-Memory-Installer just shipped a feature that changes how we think about memory management at scale: native SLO rollup and preconfigured Grafana dashboards. If you’re already running the installer in production, you know the pain of stitching together memory metrics, application health, and ca

#cloud
· · Dev.to

How I built a simple AI router to avoid vendor lock-in and costs

I've been working on a side project that needs AI for a few different tasks: answering user questions, generating image captions, and summarizing chat threads. At first, I just picked one provider (OpenAI) and called it a day. But after a month, two things became painfully clear: first, not every mo

#cloud
· · Dev.to

Making Money with Idle GPUs: A Week of Cloud Rentals

I had an RTX 3060 sitting on a shelf. Not broken. Not old. Just... not doing anything. My Windows PC runs models when I need them, but most of the time it's idle. The fans spin, the power draw ticks along, and that 12GB of VRAM just sits there. A week ago I connected it to Vast.ai — a GPU marketplac

#cloud
· · Dev.to

How LLMs Decide Which Ecommerce Brands to Recommend, and What Shopify Stores Need to Do About It

There's a new buyer journey nobody's optimizing for yet. How LLMs build their brand knowledge SEO: get your page ranked for a query For Shopify stores, this distinction has direct technical implications. The technical signals that build LLM visibility Structured data as entity declaration JSON-LD sc

#cloud
· · Dev.to

Sizing a Mac mini M4 for Local AI: An Architect's Breakdown by Task

Every few weeks someone asks me the same question: "Should I buy a Mac mini M4 to run AI locally?" And every time, my answer is the same - that's the wrong question to lead with. The right question is: which task, at what quality, on how much memory? Hardware is the last decision, not the first. I'v

#cloud
· · Dev.to

Unveiling the Family of Agent-Context Files: A Cloud Computing Breakthrough

DESIGN.md, CLAUDE.md and AGENTS.md are plain-text, repo-resident files that give AI coding agents persistent context. CLAUDE.md and AGENTS.md cover code and conventions; DESIGN.md covers the visual identity. Complementary layers an agent reads on every interaction. CLAUDE.md / AGENTS.md -> code & pr

#cloud
· · Dev.to

The DESIGN.md CLI: lint, diff, export and spec

The DESIGN.md CLI has four commands, run through npx with no install: lint, diff, export and spec. Together they turn the file from a passive document into something you can validate, compare and convert. $ npx @google/design.md lint DESIGN.md $ npx @google/design.md lint --format json DESIGN.md Lin

#cloud
· · Dev.to

DESIGN.md Anatomy: How Tokens and Prose Work Together

A DESIGN.md has two parts: YAML front matter with machine-readable design tokens, and a markdown body with human-readable rationale. Tokens give an agent exact values; prose gives it the rules. Pairing them is the format's core insight. The front matter holds your colors, typography, spacing, rounde

#cloud
· · Dev.to

MCP is finally here: stop building REST boilerplate and start shipping

TL;DR: BugiaData MCP is live. Point Cursor, Claude, or Windsurf at a hosted SSE server, paste one config block, and ask your agent for relational fake data with valid foreign keys—no custom REST glue in your repo. If you build with AI agents, you already know the loop: You need realistic test data.

#cloud
· · Dev.to

DESIGN.md vs tokens.json vs Figma for AI Agents

DESIGN.md is the only common approach that gives an agent structured values, expressible rules, machine readability, and persistence in one versioned file. Here is how it compares to the alternatives. A tokens.json gives exact values but cannot express rules. There is no way to say "use the accent o

#cloud
Understanding Logistic Regression Errors in AI Code: Solutions
· · DeepLearning.AI Updates

Understanding Logistic Regression Errors in AI Code: Solutions

Hello, Why does my code for exercise 1 yield the following error when the result I got matches the expected. What am I doing wrong? Result I got: [0.26894142 0.5 0.73105858 0.88079708] [0.26894142 0.5 0.73105858 0.88079708] ---------------------------------------------------------------------------

#logistic regression#ai debugging#machine learning errors#india tech development#data science challenges
Remittix RTX Launch Price Expected Above $0.20 Amid Airdrop
· · Coinpedia

Remittix RTX Launch Price Expected Above $0.20 Amid Airdrop

The post Remittix News: Team Hints At Over $0.20 For RTX Launch Price As Airdrop Registration Goes Live appeared first on Coinpedia Fintech News Remittix is back at the centre of community attention after fresh hints suggested the RTX launch price could come in above $0.20, while the project’s airdr

#remittix#rtx#crypto#airdrop#india remittance
Chainlink Network Growth Surges as LINK Price Tests Key Support: Is a 15% Rally Next?
· · Coinpedia

Chainlink Network Growth Surges as LINK Price Tests Key Support: Is a 15% Rally Next?

The post Chainlink Network Growth Surges as LINK Price Tests Key Support: Is a 15% Rally Next? appeared first on Coinpedia Fintech News Chainlink (LINK) price is back in focus after posting its strongest network growth days of 2026, even as the token trades near a major technical turning point. Acco

#crypto
Bitcoin Strategy Faces Negative Premium as mNAV Falls Under 1
· · Coinpedia

Bitcoin Strategy Faces Negative Premium as mNAV Falls Under 1

The post Strategy’s Bitcoin Premium Turns Negative as mNAV Drops Below 1 appeared first on Coinpedia Fintech News Michael Saylor’s Strategy is now valued at less than the market value of the Bitcoin it holds, with its mNAV ratio falling below 1 for the first time in the current cycle. The company pr

#bitcoin#crypto#investment-strategy#market-analysis
Dogecoin and HYPE drive weekly crypto downturn as AI stocks attract investors
· · CoinDesk

Dogecoin and HYPE drive weekly crypto downturn as AI stocks attract investors

A rotation out of chipmakers lifted much of the stock market, with the equal-weight S&P 500 at a record. Crypto was not part of it. Ether fell 8% on the week and the memecoins dropped harder.

#crypto#dogecoin#memecoins#ai-stocks#hyperliquid
Ripple CEO stays bullish on bitcoin but says Saylor's strategy has hurt crypto
· · CoinDesk

Ripple CEO stays bullish on bitcoin but says Saylor's strategy has hurt crypto

Ripple's Brad Garlinghouse called Strategy's preferred-stock funding model "financial engineering" that distracted the market, pointing to STRC's slide to a record low as the evidence. He runs the company behind XRP, a bitcoin rival.

#crypto
OpenAI Appoints Prabhjeet Singh as India MD, Launches GPT-5.6
· · Livemint Technology

OpenAI Appoints Prabhjeet Singh as India MD, Launches GPT-5.6

OpenAI has appointed Prabhjeet Singh as Managing Director for India. The company has also announced a limited release of its GPT-5.6 model, which features three variants: Sol, Terra, and Tuna

#openai#gpt-5.6#prabhjeet singh#india tech#ai security
Moto Pad 70 Pro launched in India with 13-inch 3.5K display, AI features and 10,200mAh battery
· · Livemint Technology

Moto Pad 70 Pro launched in India with 13-inch 3.5K display, AI features and 10,200mAh battery

The Moto Pad 70 Pro features a 13-inch 3.5K display, Snapdragon 8s Gen 4 processor, and quad speaker setup. It supports 2TB expandable storage and runs on Android 16

#india
After NEET Row, NCB Flags Telegram As Top Platform For Drug Advertising
· · Inc42

After NEET Row, NCB Flags Telegram As Top Platform For Drug Advertising

Messaging platform Telegram is back in the spotlight over security concerns. Days after it was temporarily banned in India over…

#telegram#drug-advertising#security-concerns#india

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