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Harness Engineering అంటే ఏమిటి? | Harness Engineering Explained in Telugu

Think in Telugu

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Harness Engineering అంటే ఏమిటి? | Harness Engineering Explained in Telugu

608 просмотров · 3 нед. назад
Think in Telugu
866 подписчиков
608 просмотров · 3 нед. назад
What is Harness Engineering in AI? An LLM alone is just a brain—it needs a complete system around it to act safely and reliably in the real world. In this video, we break down Harness Engineering, the core architectural layer that powers production-grade AI Agents! Learn how modern Agentic Systems handle Tool Calling, Sandboxing, Guardrails, State Management, Verification (Evals), Failure Recovery, and Human-in-the-Loop workflows in simple Telugu with real-world developer examples. 00:00 - Harness అంటే ఏంటి? 00:38 - Tools & Capabilities 01:17 - Controls & Guardrails 01:58 - Execution Environment 03:00 - State vs Context 03:22 - Verification & Evals 04:00 - Failures & Recovery 04:42 - Human-in-the-Loop (HITL) 05:15 - Summary 05:55 - What's Next? (Loop Engineering) What You Will Learn in This Video: • AI Model vs AI Agent: Why raw models aren't enough for production. • Tool Integration: Connecting agents to Git, File Systems, DBs & Custom APIs. • Guardrails & Security: Preventing unauthorized database deletes & runaway API costs. • Isolated Sandboxes: Safe execution environments for coding agents. • State Management: Tracking long-horizon multi-step task progress. • Verification Systems: Automated testing, code compilation, and LLM Evals. • Self-Healing AI: Auto-retries, alternate tool selection, and error-driven fixes. • Human-in-the-Loop: Risk-based approval workflows for production systems. 🔔 Subscribe for more Agentic AI Engineering & LLM Architecture tutorials in Telugu! #harnessengineering #agenticai #aiagents #thinkintelugu