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AlaiKrm

System Architect / Freelance AI Architect, San Francisco (USA) / Now PST, Lead Business Analyst and Independent Systems Engineer. Specializing in consulting technical solutions; Integrate APIs and bui

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The bug that took me four hours to find had nothing to do with the model

The bug that took me four hours to find had nothing to do with the model

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Why Your RAG System Needs Hybrid Search (And How to Actually Implement It)

Why Your RAG System Needs Hybrid Search (And How to Actually Implement It)

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Stop Using Fixed-Size Chunking for Everything. Here Is What to Use Instead.

Stop Using Fixed-Size Chunking for Everything. Here Is What to Use Instead.

3 min read
Securing AI Access to HR Systems: The Architecture That Actually Works

Securing AI Access to HR Systems: The Architecture That Actually Works

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When RAG Gives Wrong Answers: A Debugging Walkthrough

When RAG Gives Wrong Answers: A Debugging Walkthrough

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Stop Blaming the Model. Your Latency Budget Is Probably Broken.

Stop Blaming the Model. Your Latency Budget Is Probably Broken.

3 min read
Most Teams Ask the Wrong Question About RAG vs Fine-Tuning

Most Teams Ask the Wrong Question About RAG vs Fine-Tuning

2 min read
Designing Memory and State for Long-Running Enterprise AI Agents

Designing Memory and State for Long-Running Enterprise AI Agents

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Prompt Engineering Is Systems Design, Not a User Skill

Prompt Engineering Is Systems Design, Not a User Skill

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The Data Ingestion Pipeline Nobody Designs Well Until Production Breaks It

The Data Ingestion Pipeline Nobody Designs Well Until Production Breaks It

5 min read
Vector Database Selection Is Not a Performance Decision

Vector Database Selection Is Not a Performance Decision

4 min read
The Observability Gap in Enterprise AI: What Gets Missed Between Prompt and Response

The Observability Gap in Enterprise AI: What Gets Missed Between Prompt and Response

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Why Your Embedding Model Choice Matters More Than Your LLM Choice

Why Your Embedding Model Choice Matters More Than Your LLM Choice

5 min read
Inside PrivOS: The Architecture Pattern Behind a Self-Hosted AI Workspace

Inside PrivOS: The Architecture Pattern Behind a Self-Hosted AI Workspace

7 min read
Permission-Aware Retrieval: The Missing Layer in Enterprise RAG Security

Permission-Aware Retrieval: The Missing Layer in Enterprise RAG Security

6 min read
The API Gateway Pattern for Safer Enterprise AI Agents

The API Gateway Pattern for Safer Enterprise AI Agents

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Your AI Vendor's "Zero Data Training" Clause Won't Hold Up. Here's What the Contract Actually Says.

Your AI Vendor's "Zero Data Training" Clause Won't Hold Up. Here's What the Contract Actually Says.

6 min read
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