● Advanced·Cloud-agnosticInteractive
Enterprise RAG Architecture
Answer employee or customer questions from internal knowledge, with citations and no hallucinated advice.
Vector SearchEmbeddingsLLMOrchestration
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Architecture gallery
Enterprise AI & cloud patterns, explained honestly
The conversation has moved on from “can AI do this” to “can we trust it in production.” The hard problems now are grounding answers in real sources, deciding how much autonomy an agent should have, evaluating a system that is non-deterministic by design, and doing all of it without a runaway cloud bill. These are the patterns I keep coming back to for exactly those problems.
Each one covers the request flow, why each component is there, the alternatives, and when not to use it. Start with Enterprise RAG for the interactive walkthrough.
Showing 7 items.
● Advanced·Cloud-agnostic
Agentic AI Workflow
Multi-step tasks where the path isn't known in advance: research, triage, or orchestration across systems.
LLMTool callingOrchestrationState store
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● Advanced·AWS
Governed Multi-Agent Review
High-stakes drafting where a confident wrong answer is a liability: security questionnaires, compliance responses, contract review.
Retrieval agentDrafting agentCritic agentHuman approval
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● Foundational·Cloud-agnostic
Human-in-the-Loop AI
Any workflow where a wrong automated action is expensive: customer communications, financial actions, clinical or legal support.
AI modelReview UIConfidence routingAudit log
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● Intermediate·AWS
Event-Driven Document Processing
Ingesting and enriching documents (contracts, invoices, uploads) at unpredictable volume without standing infrastructure.
S3LambdaSQSTextract
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● Intermediate·Cloud-agnostic
Real-Time Streaming Analytics
Operational dashboards, anomaly detection, and alerting where minutes-old data is already too old.
Kafka / KinesisStream processorReal-time storeDashboard
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● Intermediate·Snowflake
Snowflake-Native AI Application
Enterprise AI on governed data that shouldn't leave the platform: internal assistants, NL-to-SQL, in-database scoring.
Cortex AICortex SearchSemantic ViewsSnowflake ML
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