Essays on building with AI and software.https://samperalabs.com/en-ushttps://samperalabs.com/posts/express-the-general/https://samperalabs.com/posts/express-the-general/An AI is trained on the general: everything we have written. You are a single individual. The skill that decides everything is expressing your will in the general, without your inexperience leaking in as constraint.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/Every developer using AI coding agents has felt this: you start a new session, and the agent knows nothing. You re-explain your Stripe setup. You...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/Analyzing the code from the public open deep research project from the langchain team to research information online using tools and llms.Tue, 15 Jul 2025 00:00:00 GMT