11 minLLMOps #10 — Keeping Knowledge Fresh: Sync, Staleness, Deletion, and Permissions in RAGA conceptual lesson on keeping a document index in step with its sources. It separates additions, updates, deletions and permission changes, then explains reconciliation and freshness monitoring.
Open video
Role of informed consent in ethical data collection, sharing and reuseAddress future sharing and reuse in participant-consent documentation. Not AI-specific amendment or German institutional process; source links only.
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Automate Your Workday with Langdock: AI Agents & Workflows in PracticeBuild a reusable Langdock agent with project knowledge. No verified instruction-versioning, model pinning or team permissions. Do not adopt compliance claims; use synthetic documents.
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How to Build AI Governance in 5 Practical Steps Real UsecaseStart governance with an inventory and connect it to risk and monitoring. General governance, not current EU legal advice or deputy-drill proof.
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Deep Dive into LLM Evaluation with Weights & BiasesSeparate retrieval evaluation from answer evaluation in RAG. Developer-oriented older tooling; model judges supplement human-confirmed answers.
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Microsoft 365 Copilot - Small Business Guide to Prepare your Data for SearchUse a low-privilege test account to detect oversharing before rollout. 2024 Microsoft-specific demonstration; not current licensing or labour consultation guidance.
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10 minWhat is OpenRouter | All about OpenRouter in 10 minutesExplains OpenRouter as a shared API for multiple model providers, then tours free-model discovery, key creation, API documentation and the chat playground. Compares two models on a Python prompt and introduces usage rankings, pricing displays and the account dashboard.
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How to Use Google NotebookLM (Full Tutorial)Add sources, ask document-grounded questions and open citations. Historical interface; citations do not establish correctness.
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7 minStop Sharing Your Data! Run Your Own Private AI with Jan AIIntroduces Jan for local-model chat, points to the app download and downloads a model from its Hub. Generates video ideas and summarizes a PDF, then explains hardware considerations and context settings. Distinguishes local use from optional external APIs and web search.
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33 minGroq LLM with Python | Ultra-Fast AI Inference Using Jupyter NotebookA Python walkthrough in Google Colab using the Groq client and Llama 3.3 70B Versatile. Covers API-key setup, chat-completion messages, streamed responses, stop sequences and a helper that retains conversation history. Also discusses the asynchronous client and links the SDK examples to Groq's API documentation.
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9 minThe Fully Self-Hosted Business Stack I’d Use in 2026A founder's overview of ten self-hostable business tools for data management, automation, deployment, Git collaboration, analytics, CRM, document signing, internal apps, feedback and email. Explains his preference for infrastructure control and inspectable workflows; integrations still involve APIs and an SMTP provider. This is a stack-selection overview, not an Ollama setup tutorial.
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