Developer guides for running local LLMs and building AI agents.
AgenticWire covers local model runtimes such as Ollama and llama.cpp, MCP servers, agent SDKs, and the memory and cost math around them. When a page says something was tested, the test ran on my own hardware and the raw output is published with the article, so you can check the numbers or rerun them.
Who publishes AgenticWire
AgenticWire is written and edited by Mian Uzman Munib, a senior engineer working on agentic AI systems: agent orchestration, MCP-governed tooling, and LLM-backed interfaces.
He is reachable at uzman.munib@agenticwire.news, LinkedIn, and GitHub. AgenticWire is published from Lahore, Pakistan.
How articles are made
Each guide starts from primary sources: documentation, release notes, repositories, and issue trackers. Where behavior matters, I install the tool and run it, and the article's “How I tested this” section lists the machine, versions, commands, and date. AI tools help me organize research and draft text; I check the claims against their sources, run or review the tests, and edit every page before it is published. Sources are linked where each claim is made. Our Editorial Policy explains our sourcing, corrections, automation, and independence standards.
Independence and funding
AgenticWire is an independent publication. It may earn revenue from display advertising, sponsorships, or other clearly identified commercial arrangements. Payment does not guarantee coverage, favorable treatment, or control over editorial conclusions. Advertising is kept distinguishable from editorial content.
Corrections and contact
We welcome specific, source-backed corrections. Send the article URL, the statement you believe is incorrect, and supporting evidence to uzman.munib@agenticwire.news. Material corrections are made transparently in accordance with our editorial policy.