Blog
AI engineering insights, practical advice, and things I'm learning.
AI Engineering
How to Automate Google Pay Integrations With MCP
Connect your AI development environment to real-time merchant data and documentation using the new Google Pay and Wallet Developer MCP server.
Mcp Server · Google Pay · Workflow Automation
AI Engineering
How to Cut Checkpoint Time by 85% With TRL Delta Weight Sync
Learn how to configure TRL Delta Weight Sync to reduce trillion-parameter model checkpointing times by 85 percent using Hugging Face Hub Buckets.
Hugging Face · Checkpointing · Trl Library
AI Engineering
How to Run Gemma 4 On-Device with LiteRT-LM
Learn how to configure LiteRT-LM to deploy the Gemma 4 model family locally across mobile, desktop, and edge environments with constrained JSON decoding.
Gemma 4 · Litert Lm · On Device Ai
AI Engineering
How to Fine-Tune Cosmos Predict 2.5 for Robotics With LoRA
Learn how to adapt NVIDIA's 2B and 14B Cosmos Predict 2.5 world foundation models using parameter-efficient fine-tuning methods like LoRA and DoRA.
Fine Tuning · Lora Dora · World Models
AI Engineering
How to Scale PyTorch Training With AWS Building Blocks
Learn how to configure AWS infrastructure and Hugging Face tools to optimize large-scale foundation model pre-training and inference workflows.
Pytorch · Aws Cloud · Foundation Models
AI Engineering
How to Fine-Tune Qwen3 on AMD MI300X Using ROCm
Learn how to configure ROCm 6.1 environment variables and use the Hugging Face stack to fine-tune Qwen3-1.7B on AMD hardware without CUDA.
Fine Tuning · Amd Rocm · Qwen 3
AI Engineering
How to Implement Event-Driven Webhooks in the Gemini API
Learn how to configure static and dynamic webhooks in the Gemini API to eliminate polling overhead for long-running AI operations and agent workflows.
Gemini Api · Webhooks · Event Driven Architecture
AI Engineering
How to Build Cross-Modal RAG Pipelines With Gemini Embedding 2
Learn how to process text, images, video, and audio into a single semantic vector space using Google's natively multimodal Gemini Embedding 2 model.
Multimodal Rag · Gemini Embedding 2 · Vector Databases
AI Engineering
Google Graduates LiteRT NPU Acceleration to Production
Learn how to configure LiteRT for hardware-accelerated on-device AI inference using Google's production-ready NPU capabilities.
Litert · On Device Ai · Npu Acceleration
AI Engineering
Build Real-Time Voice Agents with Cloudflare Agents SDK
Learn how to integrate low-latency voice interactions into your AI agents using Cloudflare's new @cloudflare/voice package and Durable Objects.
Cloudflare Workers · Voice Ai · Stt
AI Engineering
Build a Fast Multilingual OCR with Nemotron-OCR-v2
Learn how to deploy NVIDIA Nemotron-OCR-v2 for high-speed document extraction across six languages using synthetic data and GPU acceleration.
Nvidia Nemotron · Multilingual Ocr · Synthetic Data
AI Engineering
Train Multimodal Sentence Transformers for Visual Retrieval
Learn how to finetune multimodal embedding and reranker models for text, image, and audio using the updated Sentence Transformers library.
Sentence Transformers · Multimodal Ai · Embedding Models
AI Engineering
How to Deploy Enterprise MCP with Cloudflare Workers
Learn to secure and scale Model Context Protocol deployments using Cloudflare’s reference architecture for remote MCP servers and centralized portals.
Model Context Protocol · Cloudflare Workers · Ai Agents
AI Engineering
How to Use Subagents in Gemini CLI
Learn how to build and orchestrate specialized AI subagents in Gemini CLI to prevent context rot and improve development speed using isolated expert loops.
Gemini Cli · Ai Agents · Google Gemini
AI Engineering
How to Automate Workflows with Claude Code Routines
Learn how to use Claude Code's new routines to schedule tasks, trigger API workflows, and automate GitHub PR reviews on cloud infrastructure.
Claude Code · Anthropic · Ai Automation
AI Engineering
How to Create and Use One-Click Skills in Google Chrome
Convert your favorite Gemini AI prompts into automated browser macros with Google's new Skills feature for one-click productivity on any webpage.
Google Chrome · Gemini Ai · Browser Automation
AI Engineering
How to Use the New Unified Cloudflare CLI and Local Explorer
Learn how to use Cloudflare's new cf CLI and Local Explorer to streamline cross-product development and debug local data for AI agents and human developers.
Cloudflare Cli · Local Explorer · Ai Agents
AI Engineering
How to Implement Multi-Agent Coordination Patterns
Learn five production-grade architectural patterns for multi-agent systems to optimize performance, hierarchy, and context management in AI engineering.
Multi Agent Systems · Claude Code · Orchestration
AI Engineering
How to Use Symbolic Execution for Automated BPF Analysis
Learn how Cloudflare uses the Z3 theorem prover to instantly generate magic packets and reverse-engineer BPF bytecode for security research.
Symbolic Execution · Z3 Solver · Bpf Bytecode
AI Engineering
How to Implement the Advisor Strategy with Claude
Optimize AI agents by pairing high-intelligence advisor models with cost-effective executors using Anthropic's native advisor tool API.
Anthropic Claude · Ai Agents · Model Routing