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What we've learned

Research notes, frameworks, and explanations from building AI products. No jargon, no hype — just what we've found to be true.

Fundamentals
8 min read

What is AI (Without the Jargon)

A plain-English explanation of AI, machine learning, and large language models for business leaders who want to understand the technology before investing in it.

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Agents
10 min read

What are AI Agents

From chatbots to autonomous agents — what makes an agent different, how they work, and why they represent the next major shift in business technology.

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Framework
12 min read

The Agentic AI Framework

A structured approach to identifying where AI agents create real value — from mapping processes to prioritizing opportunities and planning implementation.

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Architecture
11 min read

Multi-Agent Orchestration

How to coordinate multiple AI agents into systems that are greater than the sum of their parts — patterns, architectures, and lessons from building Kapwa.

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Workflows
10 min read

Agentic Workflow Management

How to design, implement, and manage workflows where AI agents handle real operational processes — from task decomposition to monitoring and human oversight.

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Agents
10 min read

The Agentic Frontier

From Claude Code to OpenClaw — the most powerful AI agents aren't the ones that think the hardest. They're the ones that use tools. What primate evolution teaches us about where agentic AI is heading.

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Models
11 min read

Frontier Models and Open Source

Closed-source models still lead the frontier, but open-source is closing the gap fast. What this means for organizations building AI products and the future of model access.

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