The Workstation Blog
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Hands-on guides to AI infrastructure, MLOps, models, and shipping to production.
NebulaCB: Enterprise-Grade Couchbase Management That Saves the Day
How NebulaCB, the open-source Couchbase mission control from nebulacb.org, helps enterprises upgrade fearlessly, validate XDCR and data integrity, run Kubernetes-native operations, and use local AI (Ollama) for RCA—so teams ship changes without losing data or sleep.
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Muse Glimmer on Ollama: Always-On Local Agents on One GPU
Meta Muse Glimmer brings always-on local agents to a single GPU via Ollama: 30B, Apache 2.0, 128K context, vision and tools — Workstation business guide.
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Building Multi-Agent AI Systems: Autonomous Teams That Think
Multi-agent AI systems are transforming how we approach complex tasks. Learn how to build autonomous teams of AI agents with specialized roles, shared memory, and orchestration patterns.
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MongoDB High Availability in Production: Replica Sets, Sharding, and Kubernetes Operators
Complete production guide for MongoDB high availability using Replica Sets, Sharding, MongoDB Community Kubernetes Operator, and Percona Operator across AWS, Azure, GCP, and bare metal k3s with Rancher.
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Monetising AI: Business Models and Revenue Strategies for Startups
A practical guide to monetising AI through subscription, usage-based, and marketplace models. Covers go-to-market strategies, unit economics, and scaling challenges for AI startups.
WorkstationRead MCP Servers: How to Connect AI Models to Your Business Data
Learn how to set up MCP servers to securely connect AI models like Claude to your business databases, APIs, and file systems for powerful enterprise automation.
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MCP Servers: Bridging AI Models with Enterprise Systems
Discover how Model Context Protocol (MCP) Servers are revolutionizing AI integration, enabling seamless communication between AI models and enterprise systems.
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Mastering Flutter: Building Production-Ready Mobile Applications
From architecture to deployment - a complete guide to building robust, scalable mobile apps with Flutter and Dart.
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Longhorn Storage for Production k3s Clusters: Dynamic PVC Expansion, Replication, and Disaster Recovery
Complete production guide for Longhorn distributed storage on k3s/Rancher clusters. Covers dynamic PVC expansion, multi-region replication, backup to S3/GCS/Azure, disaster recovery, and performance tuning for database workloads.
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Large Language Models Explained: How LLMs Work and How to Run Your Own on Kubernetes
What are Large Language Models and how do they work? A clear, non-technical explainer for managers and engineers — tokens, embeddings, transformers, training and inference — plus production Kubernetes YAML to deploy your own LLM with Ollama and vLLM.
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