Sofia designs agent and retrieval pipelines around Claude and the Model Context Protocol. She focuses on agentic reliability, evaluation, observability, and turning Claude Code from a demo into a dependable engineering tool.
Compare Claude Code and Goose on cost, control, setup, and day-to-day developer workflow to choose the right AI coding tool.
Learn how Anthropic Cowork turns Claude Desktop into a file-editing agent for local projects, workflows, and developer tasks.
Technical review of Claude Sonnet 5 for builders, covering coding performance, architecture tradeoffs, tool use, and deployment fi
A concise engineering guide to Mistral Small 2603 architecture, capabilities, deployment tradeoffs, and practical 2026 use cases.
A builder-focused technical review of GPT 5.5 covering architecture, performance, tooling, limits, and practical integration guida
Explore Mistral Medium 3.5 architecture, capabilities, benchmarks, deployment tips, and key engineering tradeoffs for 2026.
Compare OpenRouter vs direct LLM APIs on cost, reliability, routing, privacy, and control to choose the best integration path.
A concise engineering guide to Claude Opus 4.8 architecture, capabilities, tradeoffs, and practical adoption considerations.
RustDesk deep dive for developers covering architecture, self-hosting, security, and modern remote access workflows.
Use OpenClaw open-source AI agent framework with AI Prime Tech Claude API gateway for full local control plus 70-80% lower model c
