AI Notes.

Practical writing on blockchain infrastructure, AI systems, and the technology decisions that matter. Written by operators who run this every day.

AI Strategy

Implementing AI Workflow Automation in a Mid-Size Company: A Practical Guide

Scope, feasibility, timeline, and governance for mid-size companies adopting AI workflow automation — with supply chain reporting as the running example.

July 2026 · 12 min Read →

AI Infrastructure

Tokens, Context, and Memory: How Modern LLMs Actually Work

The three primitives that explain almost everything about what LLMs can and cannot do. A practical look at tokens, the context window, and long-term memory for teams shipping production LLM systems.

April 2026 · 14 min Read →

Infrastructure

Infrastructure Provisioning for Private Deployments: A Practical Guide

Proxmox, Terraform, Ansible, K3s, and Talos Linux. The provisioning stack that takes you from bare metal to running workloads without manual configuration.

March 2026 · 11 min Read →

Blockchain Infrastructure

The Data Availability Race: Celestia, EigenDA, Avail, and 0G

The modular blockchain DA layer competition evaluated from an infrastructure perspective: trust models, throughput, and adoption for rollup builders and node operators.

February 2026 · 12 min Read →

AI Infrastructure

Open-Source AI Agent Frameworks: A Practical Comparison

LangGraph, CrewAI, smolagents, Pydantic AI, OpenClaw, and OpenHands. Eight projects covering development frameworks and autonomous agent runtimes, evaluated for private infrastructure.

January 2026 · 18 min Read →

More articles in progress. We publish when we have something worth saying.

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