Blog
AI engineering insights, practical advice, and things I'm learning.
Ai Agents
How to Build Autonomous GRC Agents With Anecdotes
Learn how to build and orchestrate continuous compliance monitoring agents using the Anecdotes Agent Studio and its Model Context Protocol integration.
Autonomous Agents · Compliance Automation · Grc Engineering
Ai Engineering
How to Expose Ephemeral vLLM Endpoints on Hugging Face Jobs
Learn how to spin up temporary, OpenAI-compatible vLLM inference endpoints on Hugging Face serverless infrastructure using a single CLI command.
Vllm · Hugging Face · Serverless Inference
Ai Engineering
How to Implement Saga Rollbacks in Cloudflare Workflows
Learn how to manage distributed transactions and write compensating actions using the saga rollback feature in Cloudflare Workflows.
Distributed Transactions · Cloudflare Workflows · State Management
Ai Coding
How to Build Programmatic Agents with the Cursor SDK
Learn how to deploy programmatic coding agents in your own applications using the Cursor SDK, Composer 2.5, and the remote Model Context Protocol.
Cursor Sdk · Programmatic Agents · Model Context Protocol
Ai Engineering
How to Speed Up MoE Fine-Tuning With NeMo AutoModel
Learn how to configure NVIDIA NeMo AutoModel in Transformers v5 to increase MoE training throughput and reduce GPU memory usage.
Mixture Of Experts · Nvidia Nemo · Model Fine Tuning
Ai Agents
Local LLMs Hit 88% Accuracy Triaging OpenClaw Pull Requests
Learn how to build a local AI triage system for GitHub repositories using Hugging Face Text Generation Inference, smolagents, and Command R.
Local Llms · Github Automation · Smolagents
Ai Agents
How to Build Single-File Agents With IBM's CUGA Framework
Learn how to manage execution loops, state tracking, and secure tool invocations using the CUGA agent harness and its new FastAPI application templates.
Ai Development · Ibm Cuga · Agent Harness
Ai Agents
How to Deploy Cloudflare Workers via Temporary Accounts
Learn how to use Wrangler 4.102.0 to provision 60-minute temporary Cloudflare environments for autonomous AI agents without authentication hurdles.
Cloudflare Workers · Wrangler Deploy · Autonomous Agents
Ai Engineering
How to Secure Claude API Workloads With Identity Federation
You will learn how to configure Workload Identity Federation to authenticate non-human Claude API requests and eliminate static access keys.
Claude Api · Workload Identity Federation · Cloud Security
Ai Engineering
How to Configure Sparse-LoRA and DoRA With Hugging Face PEFT
Learn how to use PEFT 0.18.0 to configure Sparse-LoRA, DoRA, LoRA-XS, and rsLoRA for more efficient fine-tuning on single-GPU hardware.
Parameter Efficient Fine Tuning · Hugging Face Peft · Large Language Models
Ai Coding
How to Manage Claude Code Workflows via CLAUDE.md
Learn how to control Claude Code's agentic behavior using CLAUDE.md files, reusable skills, lifecycle hooks, and isolated subagents.
Claude Code · Agentic Workflows · Developer Tools
Ai Agents
How to Benchmark Custom AI Agent Tools via Hugging Face
Learn how to evaluate open-weights models against your proprietary APIs using Hugging Face's private benchmarking framework and sandboxed environments.
Hugging Face · Benchmarking · Open Weights
Ai Agents
How to Build Hybrid Agent UIs With A2UI v0.9 and MCP
Learn how to architect hybrid agent interfaces by combining declarative A2UI intent payloads with iframe-based Model Context Protocol applications.
Hybrid Agent Ui · Model Context Protocol · Mcp Apps
Ai Agents
How to Automate Zero Trust via Cloudflare One Stack Agents
Learn how to automate Zero Trust migrations and map security policies using the new AI agent skills in the Cloudflare One stack.
Zero Trust · Cloudflare One · Agentic Workflows
Ai Agents
How to Deploy Strands Agents to Robot Hardware via LeRobot
Learn how to use AWS Strands Agents and Hugging Face LeRobot to deploy vision-language-action policies from MuJoCo simulations directly to physical hardware.
Robotics · Computer Vision · Hardware Deployment
Ai Agents
How to Govern Cursor Agent Autonomy With Auto-Review
Configure Cursor's Auto-review classifier to manage agent permissions, evaluate tool context, and prevent unauthorized actions without approval fatigue.
Cursor Ai · Agentic Workflows · Governance And Security
Ai Engineering
How to Run In-Loop Model Evaluations With olmo-eval
Learn how to set up olmo-eval to test large language model checkpoints during the training process using vLLM, LiteLLM, and Docker-based agent sandboxes.
Llm Evaluation · Model Training · Vllm
Ai Engineering
How to Fuse PyTorch MLP Kernels for a 30% Inference Speedup
Learn how to analyze PyTorch profiler traces and implement Liger kernel fusion to significantly reduce memory bandwidth bottlenecks in transformer models.
Pytorch · Kernel Fusion · Inference Optimization
Ai Engineering
How to Serve DiffusionGemma Locally With vLLM
Learn how to deploy Google's 26B text diffusion model on local hardware to achieve massive parallel generation speeds using vLLM and Hugging Face.
Diffusion Models · Local Deployment · Vllm Inference
Ai Engineering
How to Route GPU GitHub Actions to Hugging Face Jobs
Offload your training and GPU-heavy CI workloads to Hugging Face Jobs using their new ephemeral GitHub runners and action integrations.
Github Actions · Hugging Face · Gpu Computing