Ai-Engineering on Sam Elsner

AI Learning Paths

Sun, 19 Oct 2025 06:13:19 +0000

AI Learning Path

Software Is Changing (Again): https://lnkd.in/ewTqZjsc

A thought-provoking look at LLMs as the new operating system for AI, and what that means for the future of software.

Intro to Large Language Models: https://lnkd.in/eDk2FH5Z

A straightforward one-hour primer on how these models work, explained for both tech and non-tech audiences.

Deep Dive into LLMs like ChatGPT: https://lnkd.in/exrmfE4N

A multi-hour, end-to-end walkthrough of the LLM training pipeline: pretraining, tokenization, architecture, fine-tuning, RLHF, hallucinations, deployment… everything.

How I Use LLMs: https://lnkd.in/eevTMfEN

Practical, example-driven tour of how Karpathy integrates LLMs into real projects.

Bonus

LLM visualization and deep tech educational program at https://bbycroft.net/llm

Extra Bonus

https://www.youtube.com/@anthropic-ai/videos

Agent Orchestrator (Prototype)

Mon, 15 Sep 2025 16:17:11 +0000

Download

https://github.com/dad-io/my-agent-orchestrator

Agent Orchestrator (Prototype)

An early working prototype for a multi-agent orchestrator: a launch script, a provider-configuration UI, and a dashboard for tracking agent state and task assignment. Superseded by the more complete Claude Orchestration project.

launch_orchestrator.py / configure_providers.py: bring-up and provider config
orchestrator/: core orchestration logic
Dashboard state tracking, task submission, and provider UI tests

Kepware MCP Server

Sat, 26 Jul 2025 01:55:44 +0000

Download

https://github.com/dad-io/kepware_mcp_server

Kepware MCP Server

A Model Context Protocol (MCP) server for Kepware KEPServerEX, giving Claude Desktop and other AI assistants direct, structured access to industrial connectivity configuration and monitoring.

Key Features

Advanced tags: all 8 tag types with full validation
User management: users, groups, permissions, audit logging
Datalogger: log groups, items, triggers, mappings
Core handlers: channels, devices, tags, IoT Gateway, server monitoring
Multiple transports: stdio, SSE, HTTP/HTTPS with TLS

Usage

Requires Kepware KEPServerEX v6.x with the Configuration API enabled, plus the Kepware ConfigAPI SDK for Python.

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pip install -e ".[dev]"
cp config/.env.oauth.example .env # then edit with your Kepware server details

Run in stdio mode for Claude Desktop, or expose it over HTTP/HTTPS for other AI assistants.

Ai-Engineering on Sam Elsner

AI Learning Paths

AI Learning Path

Software Is Changing (Again): https://lnkd.in/ewTqZjsc

Intro to Large Language Models: https://lnkd.in/eDk2FH5Z

Deep Dive into LLMs like ChatGPT: https://lnkd.in/exrmfE4N

How I Use LLMs: https://lnkd.in/eevTMfEN

Bonus

Extra Bonus

Agent Orchestrator (Prototype)

Download

Agent Orchestrator (Prototype)

Contents

Kepware MCP Server

Download

Kepware MCP Server

Key Features

Usage