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Heinrich Neb - DEV Community

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Heinrich Neb - DEV Community
Building cachly (MCP): your coding agent remembers your codebase and every decision made — not just the chat. Follows you between editors, stays when someone leaves. I post what I learn shipping it.
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Go (Fiber, GORM), TypeScript, Next.js/React, Postgres, Redis/Valkey, Docker, k3s, Keycloak/OIDC. Generalist: I build the backend, the frontend and the boxes it runs on.
How retrieval quality actually behaves in practice: reranking, decay, and why the obvious improvement often makes the benchmark worse. Also the MCP ecosystem as it settles.
Currently hacking on
cachly — an MCP server that gives AI coding assistants memory across sessions, plus its VS Code and JetBrains extensions and SDKs for 12 languages.
Happy to talk about MCP servers, giving AI assistants persistent memory, or EU/GDPR hosting for AI tooling. Also always interested in how your team keeps context between sessions.
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Cross-device testing reveals surprising boundaries
A practical method for testing AI guardrails
89 percent of guardrails never tested for failure
Real metrics on six weeks of single-user testing
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