✕ Clear all filters
187 articles
▶ Videos →

📰 Dev.to · xbill

187 articles · Updated every 3 hours · View all reads

All Articles 185,893Blog Posts 168,951Tech Tutorials 49,786Research Papers 36,210News 22,932 ⚡ AI Lessons
One Iceberg MCP Server, Seven Catalogs: What It Takes to Reach Each One
Dev.to · xbill 3d ago
One Iceberg MCP Server, Seven Catalogs: What It Takes to Reach Each One
Step by step: one Python MCP server with four read-only Apache Iceberg tools, pointed at Polaris, BigLake, OneLake, Glue, S3 Tables and Horizon by changing one
One Iceberg MCP Server, Seven Catalogs: What It Takes to Reach Each One
Dev.to · xbill 3d ago
One Iceberg MCP Server, Seven Catalogs: What It Takes to Reach Each One
Step by step: one Python MCP server with four read-only Apache Iceberg tools, pointed at Polaris, BigLake, OneLake, Glue, S3 Tables and Horizon by changing one
It's Got What Content Craves: Sanity, Built for the People of Idiocracy
Dev.to · xbill 5d ago
It's Got What Content Craves: Sanity, Built for the People of Idiocracy
An agent proposes watering the crops, a human Cabinet approves in a picture-button Studio, and Sanity Workflows waters and harvests. Plus a stopwatch on three w
A 4 GB Laptop GPU Beats a 12-Core CPU by 4.3x on Gemma 4
Dev.to · xbill 🔧 Backend Engineering 1w ago
A 4 GB Laptop GPU Beats a 12-Core CPU by 4.3x on Gemma 4
Serving Gemma 4 E2B q4_0 through llama.cpp on one laptop, twice: CPU-only and on a 2021-era 4 GB GTX 1650 Ti. Same GGUF, same binary, same prompts, one flag apa
Four Iceberg Tools, Three Agent Frameworks: What Ports, and What Doesn't
Dev.to · xbill 📰 AI News & Updates 1w ago
Four Iceberg Tools, Three Agent Frameworks: What Ports, and What Doesn't
Four read-only Apache Iceberg tools bound into Google ADK, AWS Strands and Microsoft Agent Framework, run against five catalogs, 360 timed runs. Building the ag
Three Gemma 4 Deployments on One T4G for Under $3: What the Runtime Changes, and What It Doesn't
Dev.to · xbill 🧬 Deep Learning 3w ago
Three Gemma 4 Deployments on One T4G for Under $3: What the Runtime Changes, and What It Doesn't
vLLM, JAX and PyTorch serving the same Gemma 4 E2B checkpoint on the same AWS G5g GPU, on one harness and one statistic. The decode ranking reverses on boot tim
Three Gemma 4 Deployments on One T4G for Under $3: What the Runtime Changes, and What It Doesn't
Dev.to · xbill 🧬 Deep Learning 3w ago
Three Gemma 4 Deployments on One T4G for Under $3: What the Runtime Changes, and What It Doesn't
vLLM, JAX and PyTorch serving the same Gemma 4 E2B checkpoint on the same AWS G5g GPU, on one harness and one statistic. The decode ranking reverses on boot tim
Streamline Publishing with a Claude Code Skill
Dev.to · xbill 📰 AI News & Updates 3w ago
Streamline Publishing with a Claude Code Skill
A Claude Code skill that turns one markdown file into dev.to, AWS Builder Center, Medium and LinkedIn versions, checks them before they ship, and posts the ones
g5g vs g6 for LLM Serving: the Same Code, and 3.7x the Throughput
Dev.to · xbill ☁️ DevOps & Cloud 3w ago
g5g vs g6 for LLM Serving: the Same Code, and 3.7x the Throughput
Serving Gemma 4 E2B in pure JAX on AWS g5g.2xlarge and g6.2xlarge with a byte-identical payload. The older instance loses 87% of decode to dtype conversion, and
Gemma 4 in Pure JAX: What Changes Between Turing and Ada, and What Doesn't
Dev.to · xbill 🧬 Deep Learning 3w ago
Gemma 4 in Pure JAX: What Changes Between Turing and Ada, and What Doesn't
One hand-written Gemma 4 port, no PyTorch and no vLLM, on two NVIDIA GPUs a generation apart. Most of it ports untouched. Two things do not, and one of them was
The Cheapest CUDA GPU on AWS Has an Arm CPU — and You Probably Want the Intel One
Dev.to · xbill ☁️ DevOps & Cloud 3w ago
The Cheapest CUDA GPU on AWS Has an Arm CPU — and You Probably Want the Intel One
Gemma 4 E2B on the two cheapest whole-GPU CUDA instances AWS sells. Same Turing GPU, different host CPU. One is cheaper per hour, the other is cheaper per token
Gemma 4 in Pure JAX: What Ports from TPU to GPU, and What Doesn't
Dev.to · xbill 3w ago
Gemma 4 in Pure JAX: What Ports from TPU to GPU, and What Doesn't
This article is about running a hand-written Gemma 4 port in pure JAX on three different...
Pure JAX on G5g: Serving Gemma 4 on Graviton and a T4G
Dev.to · xbill ☁️ DevOps & Cloud 3w ago
Pure JAX on G5g: Serving Gemma 4 on Graviton and a T4G
This article provides a step by step deployment guide for serving Google's Gemma 4 on an AWS EC2 G5g...
Cross Cloud A2A Agent Card Field Comparison
Dev.to · xbill 📰 AI News & Updates 3w ago
Cross Cloud A2A Agent Card Field Comparison
Comparing Agent Cards with A2A - This tutorial aims to fetch the agent card from A2A agents running...
What Bedrock AgentCore Actually Puts on Your A2A Agent Card
Dev.to · xbill ☁️ DevOps & Cloud 4w ago
What Bedrock AgentCore Actually Puts on Your A2A Agent Card
This article provides a step by step look at the A2A agent card a Strands agent publishes on Amazon...
Mix and Match: One Agent, Three Clouds, One Protocol
Dev.to · xbill ☁️ DevOps & Cloud 1mo ago
Mix and Match: One Agent, Three Clouds, One Protocol
The same research agent built three times — Google ADK on Cloud Run, Strands on Bedrock AgentCore, Agent Framework on Container Apps — all speaking A2A v1.0. Wh
Mix and Match: Serving a Bedrock Agent to Google and Azure
Dev.to · xbill ☁️ DevOps & Cloud 1mo ago
Mix and Match: Serving a Bedrock Agent to Google and Azure
A step by step guide to running a Strands agent on Amazon Bedrock AgentCore Runtime, serving the A2A protocol to callers on Google Cloud and Azure, with no AWS
Three Clouds, One Brief: What Actually Differs Between ADK, Strands and Agent Framework
Dev.to · xbill ☁️ DevOps & Cloud 1mo ago
Three Clouds, One Brief: What Actually Differs Between ADK, Strands and Agent Framework
All three hyperscalers now ship an agent framework, and all three speak A2A. The protocol page will...
Strands on AgentCore, Answering Two Other Clouds: The Contract, the Header, and the microVM
Dev.to · xbill ☁️ DevOps & Cloud 1mo ago
Strands on AgentCore, Answering Two Other Clouds: The Contract, the Header, and the microVM
A Strands agent on Bedrock AgentCore Runtime serving A2A to callers on Google Cloud and Azure. The AgentCore container contract, the request header it drops, wh
Deploying a QAT Checkpoint Your Serving Stack Can't Load: Gemma 4 E2B in Pure JAX on One TPU
Dev.to · xbill 🏭 MLOps & LLMOps 1mo ago
Deploying a QAT Checkpoint Your Serving Stack Can't Load: Gemma 4 E2B in Pure JAX on One TPU
vLLM on TPU cannot load the Gemma 4 E2B QAT exports. So I served them from a hand-rolled JAX engine on a single v6e chip — and found that the thing that actuall