All
Articles 189,225Blog Posts 171,155Tech Tutorials 50,720Research Papers 36,770News 23,155
⚡ AI Lessons
Dev.to · xbill
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Serving Gemma 4 2B on a Single TPU v5e Chip with MCP and Antigravity CLI
This article is the v5e follow-on to the v6e-1 debugging guide. Same MCP tooling, same Antigravity...
Dev.to · xbill
🧠 Large Language Models
⚡ AI Lesson
1mo ago
MCP Development Updates with Rust and Claude Code
Leveraging coding agents and the underlying LLM to build Model Context Protocol (MCP) AI applications...
Dev.to · xbill
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
Azure Foundry as Master, Bedrock as Remote: Cross Cloud A2A
A measured cross-cloud smoke test: Microsoft Foundry orchestrates MCP and calls an Amazon Bedrock AgentCore specialist over authenticated A2A.
Dev.to · xbill
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
Six Cross-Cloud A2A Paths, One Benchmark: How AWS, Azure, and GCP Agents Actually Work Together
Every directed edge between Bedrock AgentCore, Microsoft Foundry, and Google ADK, deployed and measured over A2A v1.0 — the numbers, the recurring failures, and
Dev.to · xbill
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Google ADK as the Master Agent, Calling Amazon Bedrock over A2A
This is the third run of the same cross-cloud currency benchmark, and the first with the arrow...
Dev.to · xbill
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
Six Cross-Cloud A2A Paths, One Benchmark: How AWS, Azure, and GCP Agents Actually Work Together
Every directed edge between Bedrock AgentCore, Microsoft Foundry, and Google ADK, deployed and measured over A2A v1.0 — the numbers, the recurring failures, and
Dev.to · xbill
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
Google ADK Cross Cloud to Amazon Bedrock over A2A
This is the third run of the same cross-cloud currency benchmark, and the first with the arrow...
Dev.to · xbill
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
One TPU Chip, Eight Agents: Serving Small Agent Workloads with Raw JAX
Cloud TPU v6e-1 (ct6e-standard-1t, one v6e chip, 32 GB HBM), GCE flex-start, europe-west4-a. vLLM...
Dev.to · xbill
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Amazon Bedrock Agents Orchestrating Google ADK over A2A
This article explains how to build and test a cross-cloud currency agent. An Amazon Bedrock master...
Dev.to · xbill
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Cross Cloud Amazon Bedrock AgentCore with Microsoft Foundry over A2A
I wanted to test one specific path: Amazon Bedrock AgentCore (AWS) | +-- MCP --> live...
Dev.to · xbill
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
Can Google ADK Talk to Amazon Bedrock AgentCore Runtime? A Cross-Cloud A2A Benchmark
This article provides a step-by-step guide to building and testing a cross-cloud currency agent. A...
Dev.to · xbill
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
Can Google ADK Talk to Amazon Bedrock AgentCore Runtime? A Cross-Cloud A2A Benchmark
This article provides a step-by-step guide to building and testing a cross-cloud currency agent. A...
Dev.to · xbill
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
Building AI Agents with the Kotlin Agent Development Kit (ADK)
This tutorial builds a starter "Hello World" style agent using Kotlin and the native Kotlin version...
Dev.to · xbill
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
Build and Deploy Java AI Agents with Google ADK
Set up Java and Google ADK on Debian 13, run an agent locally, test it with JUnit, and deploy it to Cloud Run.
Dev.to · xbill
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
Building AI Agents with the Python Agent Development Kit (ADK) — 2026 Edition (v2)
Summary of 2026 Updates (v2 — Python ADK 2.0 Migration) This updated edition incorporates...
Dev.to · xbill
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
Teaching Google Antigravity to Paint: A Stateful Image-Editing Skill Built on Gemini's Interactions API and MCP
How nb2lite-skill-agy packages Google's gemini-3.1-flash-lite-image as an Antigravity skill + MCP server — with multi-turn stateful edits, a simple install guid
Dev.to · xbill
🛠️ AI Tools & Apps
⚡ AI Lesson
2mo ago
Teaching Antigravity to Direct: A Stateful Video-Editing Skill Built on Gemini's Interactions API and MCP
How omni-skill-agy packages Google's gemini-omni-flash-preview as an Antigravity CLI skill + MCP server — what Omni Flash actually does, a field guide to all ei
Dev.to · xbill
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
Teaching Claude Code to Direct: A Stateful Video-Editing Skill Built on Gemini's Interactions API and MCP
How omni-skill-claude packages Google's gemini-omni-flash-preview as a Claude Code skill + MCP server — what Omni Flash actually does, a field guide to all eigh
Dev.to · xbill
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
Teaching Claude Code to Paint: A Stateful Image-Editing Skill Built on Gemini's Interactions API and MCP
How nb2lite-skill-claude packages Google's gemini-3.1-flash-lite-image as a Claude Code skill + MCP server — with multi-turn stateful edits, an idiot-proof inst
Dev.to · xbill
🧠 Large Language Models
⚡ AI Lesson
2mo ago
Gemma 4 E2B on a Single TPU v6e Chip: A Serving Deep Dive
What it took to deploy, why the QAT checkpoints refuse to load, and what one flex-start v6e chip is actually worth — measured live.
Dev.to · xbill
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
Gemma4 DevOps In Action
In the last entry I got Gemma-4's 128-expert MoE running on an inf2.24xlarge and signed off with...
Dev.to · xbill
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
Inferntia2 DevOps in Action
In the last entry I got Gemma-4's 128-expert MoE running on an inf2.24xlarge and signed off with...
Dev.to · xbill
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
Five Gemma-4 models, one accelerator: what porting E2B 31B to AWS Inferentia2 taught me
I ported the whole Gemma-4 family — E2B, E4B, 12B, 31B, and the 26B-A4B MoE — to run on...
Dev.to · xbill
🧠 Large Language Models
⚡ AI Lesson
2mo ago
Porting Gemma-4 12B (the encoder-free multimodal one) to AWS Inferentia2
The 12B ships as a multimodal class with no encoder loaded, and its sliding-window attention overflows Neuron's fused-attention SBUF. Three surgical fixes and i
DeepCamp AI