Running SDD Workflows with Local Copilot
How Copilot CLI hosts OpenSpec and Spec Kit flows on local hardware: propose, apply, archive. Why bounded inference cost makes specification-driven iteration practical.
Posts tagged "devops"
21 posts
Copilot Instructions, Agents, and Skills: The Missing Control Layer
How custom instructions, AGENTS.md, and skills give your local Copilot the context it needs to stop making stupid mistakes.
MCP Is How Local Copilot Becomes Useful
How MCP servers turn a local LLM into a real agent: test runners, linters, semantic search, and why tool access compensates for weaker reasoning.
How I Set Up GitHub Copilot CLI on Local Hardware
The complete setup guide: vLLM and llama.cpp configs, environment variables, the dual-mode trick, debugging /v1/models, every failure mode, and why owning the runtime changes the equation.
Mayday! Mayday! We're Running Out of Fuel!
Running out of tokens? Will you be part of this new form of slavery or will join the local ai rebellion? Your AI. Your rules.
GitHub Copilot: What Consumes Premium Request
Practical guide to GitHub Copilot Premium Request Units (PRUs): what features consume them, what doesn't, and how to optimize usage when using Copilot autocomplete, chat, CLI, agents, and code reviews.
I wanna get Aspirified
Aspire migration experiment: reorganize infra, containers and pipelines to modernize Sentra.
Building Agentic Workflows with Microsoft Agent Framework and Docker Model Runner
Cómo diseñar y orquestar workflows para agentes usando Microsoft Agent Framework y Docker Model Runner (MAF + DMR).
MAF + DevUI + Docker MCP Gateway with DMR: a working setup
Configure MAF with DevUI and Docker MCP Gateway + DMR: integration pattern, workaround for streaming and examples in Python.
Using MCP with Microsoft Agent Framework
Cómo usar el Model Context Protocol (MCP) con Microsoft Agent Framework: conectar herramientas locales, DMR y crear agentes que actúen con seguridad.
Agentic Reasoning with Microsoft Agent Framework (MAF)
Laboratorio práctico con MAF: implementar el ciclo SPAR (Sense, Plan, Act, Reflect) usando Docker Model Runner y MCP para reasoning local.
How to change context size (max_tokens / context window) for Docker Model Runner (DMR)
Guide to increase Docker Model Runner context window (max_tokens) to support long multi-tool reasoning sessions.
Building a Chat Agent with Microsoft Agent Framework (.NET + EF Core)
Build a local chat agent with Microsoft Agent Framework, EF Core and Docker Model Runner for persistent, offline multi‑turn conversations.
Run Microsoft Agent Framework Locally with Docker Model Runner
Practical guide to running Microsoft Agent Framework locally with Docker Model Runner: examples in .NET and Python, offline and without keys.
Teaching Agents to Remember: Memory in Docker cagent
How to add persistent memory to Docker cagent agents: design, SQLite, and practical examples for local wizards.
What is Docker cagent? A First Look at Declarative AI Agents
Introducción a Docker cagent: agentes AI en YAML, ejecución local con DMR y por qué declarative agents facilitan reproducibilidad y experimentación.
Installing Docker Desktop on Different Drive
Cómo instalar Docker Desktop y mover sus datos a otra unidad (p.ej. D:) en Windows: comandos, opciones y pasos para evitar llenar C:.
¿Quién es quién en el ecosistema de la Inteligencia Artificial?
Mapa práctico del ecosistema IA: modelos, ML, Deep Learning, RAG y agentes; para entender qué herramientas y enfoques elegir por caso de uso.
Branching, versionado y CI/CD: los tres pilares del DevOps moderno
Principios claros de branching, versionado y CI/CD para estabilizar lanzamientos y automatizar pipelines en equipos modernos.
Cómo Automatizar la Subida de Imágenes a Azure Blob Storage y Evitar Problemas de Caché en WordPress con MAVIS
Automatiza la subida de imágenes a Azure Blob Storage con MAVIS y evita problemas de caché en WordPress.
Migrar a la nube: una guía para una migración exitosa a Azure
Consejos prácticos para planificar y ejecutar migraciones a Azure: estrategias, errores comunes y checklist operativo.