Essays on building with AI and software.https://samperalabs.com/en-ushttps://samperalabs.com/posts/building-an-ai-brain-at-maat/https://samperalabs.com/posts/building-an-ai-brain-at-maat/The problem, the tools, and how we brought them together through shared context.Sun, 04 Oct 2026 00:00:00 GMThttps://samperalabs.com/posts/gym-schedule-image-to-classes/https://samperalabs.com/posts/gym-schedule-image-to-classes/How we combined Docling, editable Markdown, and Gemini to reduce schedule entry from 30 minutes to five minutes for the MAAT sales team.Sun, 04 Oct 2026 00:00:00 GMThttps://samperalabs.com/posts/context-tree-agent-support-tasks/https://samperalabs.com/posts/context-tree-agent-support-tasks/How we use a tree of llms.txt files (gcontext) to let an AI agent resolve real support tasks at MAAT, from manual work to claude.md to a steerable context tree.Sun, 14 Jun 2026 00:00:00 GMThttps://samperalabs.com/posts/express-the-general/https://samperalabs.com/posts/express-the-general/Separate goals, facts, and limits from guesses about the method when you ask an AI to do a task.Fri, 05 Jun 2026 00:00:00 GMThttps://samperalabs.com/posts/context-architecture-vs-agent-harnesses/https://samperalabs.com/posts/context-architecture-vs-agent-harnesses/Gcontext and projects like OpenClaw/Hermes solve different layers of the AI stack. One structures context, the other manages execution. Here is why they are complementary, not competing.Tue, 26 May 2026 00:00:00 GMThttps://samperalabs.com/posts/your-ai-agent-deserves-its-own-repo/https://samperalabs.com/posts/your-ai-agent-deserves-its-own-repo/Organize agent context in a repository, load the right files at runtime, and turn repeated work into reusable procedures.Mon, 25 May 2026 00:00:00 GMThttps://samperalabs.com/posts/bet-on-optionality/https://samperalabs.com/posts/bet-on-optionality/Bet on Optionality Most AI engineers are building themselves into a corner. They pick a use case, build a system for it, ship it, and move on to the...Sat, 23 May 2026 00:00:00 GMThttps://samperalabs.com/posts/using-ollama-in-a-simple-app-with-the-mcp-protocol/https://samperalabs.com/posts/using-ollama-in-a-simple-app-with-the-mcp-protocol/Learn to build AI agents with the MCP protocol. This tutorial provides a complete Python example of setting up a tool server and using a local Ollama model to perform structured function calls. A practical introduction to MCP for real-world AI applications. Fri, 10 Apr 2026 00:00:00 GMThttps://samperalabs.com/posts/safely-running-ollama-with-cpu-temperature-checks-in-python/https://samperalabs.com/posts/safely-running-ollama-with-cpu-temperature-checks-in-python/Learn how to wrap Ollama models with a CPU temperature check in Python. This tutorial shows you how to prevent overheating by pausing execution when system temperatures exceed safe limits.Tue, 20 Jan 2026 00:00:00 GMThttps://samperalabs.com/posts/how-to-handle-human-in-the-loop-with-langgraph-and-fastapi/https://samperalabs.com/posts/how-to-handle-human-in-the-loop-with-langgraph-and-fastapi/A practical guide to building a chatbot with human review capabilities. Learn how to combine AI chat with human oversight using React, FastAPI, and Gemini LLM. Perfect for developers looking to create more reliable AI chat applications that benefit from human expertiseWed, 05 Nov 2025 00:00:00 GMThttps://samperalabs.com/posts/lessons-learned-building-a-real-world-ai-agent-with-langgraph/https://samperalabs.com/posts/lessons-learned-building-a-real-world-ai-agent-with-langgraph/A deep-dive tutorial on building a real-world AI agent with LangGraph. Learn key architectural patterns, state management techniques, and performance optimizations from the implementation of translateprompt.com Wed, 10 Sep 2025 00:00:00 GMThttps://samperalabs.com/posts/analyzing-open-deep-research/https://samperalabs.com/posts/analyzing-open-deep-research/How Open Deep Research turns a question into parallel research, and where its architecture makes useful tradeoffs.Tue, 15 Jul 2025 00:00:00 GMT