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RAG Ingestion Pipeline
documents become chunks, embeddings, retrieval, and grounded answers
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Agent Reflection Loop
observe, plan, act, evaluate, and learn with a quiet feedback rhythm
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Agent Tool Hub
one agent coordinates search, browser, api, memory, and code tools
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LLM App Architecture Layers
interface, orchestration, tools, data, and observability stay separated
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Human-in-the-loop Approval Flow
user, agent, reviewer, and system each own a clear lane
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RAG vs Agentic RAG
compare retrieval-only flow with planning, tools, memory, and evaluation
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AI Feature Priority Matrix
impact and effort separate quick wins from big bets
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AI Product Launch Roadmap
alpha, beta, public launch, scale, and learning milestones
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AI Runtime Stack
ui, orchestration, model, tools, memory, and infrastructure layers
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Lead-to-Agent Automation Funnel
capture, qualify, enrich, score, and hand off the right lead
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API Tool Calling Sequence
user, agent, tool, api, memory, and output exchange ordered messages
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Agent Memory Data Model
users, sessions, messages, memories, tool calls, and artifacts
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Distributed Agent Runtime Mesh
workers, queues, caches, routers, and models coordinate across a mesh
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Personalized Agent Memory Flow
the agent retrieves context, commits memory, and produces a grounded answer
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Agent Loop Runtime Architecture
Trigger → think → guarded tool execution → observe → decide
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Loop Engineering Operating Architecture
Show how automation, worktrees, skills, sub-agents, connectors, external state, and human judgement form a repeatable coding-agent loop.