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Practical guides on AI agents, structured knowledge, and multiplying your output.

Featured

Context-Aware Code Generation: Beyond Simple Autocomplete

Generic code generation is a commodity. Context-aware generation is a competitive advantage. Learn to leverage your codebase context.

February 19, 202513 min read

agentstechnical

The Build-Test-Fix Loop: Automating Development

Human defines requirements. Agents build, test, and fix. You review the result. Learn to set up autonomous development pipelines.

February 17, 202512 min read

All Articles

AgentsTechnical

Debugging Agent Failures: A Systematic Approach

Agent failures aren't like code bugs. They're contextual, probabilistic, and often subtle. Here's how to diagnose them systematically.

February 18, 202511 min read

AgentsTechnical

Bulk Operations for Agents: Single Calls Don't Scale

Single API calls don't scale. Bulk operations do. Here's how to design for agent efficiency at production volume.

February 16, 202510 min read

AgentsTechnical

Error Handling in Agentic Systems

Agent errors are probabilistic, context-dependent, and cascading. Here are the patterns that don't break at scale.

February 15, 202512 min read

AgentsFoundations

From RAG to RAW: Retrieval-Augmented Writing

RAG lets AI remember. RAW lets AI learn. The difference is transformational for your knowledge systems.

February 13, 20259 min read

AgentsTechnical

The Coordination Problem: Preventing Agent Conflicts

One agent is easy. Multiple agents sharing state? That's where things break. Learn multi-agent coordination patterns.

February 12, 202512 min read

AgentsGuides

Building Your First Agent Pipeline: Zero to Production

A step-by-step guide to building an agent that captures, processes, and retrieves information autonomously.

February 11, 202514 min read

GuidesFoundations

From Chaos to Clarity: A 30-Day Knowledge Structuring Challenge

30 days to transform scattered context into compound AI leverage. A step-by-step roadmap for founders.

January 24, 202515 min read

Foundations

The Mental Model Database: Externalizing How You Think

You're not just storing data. You're capturing how your mind organizes your world. Learn to externalize mental models.

January 23, 20258 min read

TechnicalAgents

Designing Agent Schemas That Actually Work

Fields without descriptions are invisible to agents. Learn schema design that AI can understand.

January 22, 202510 min read

GuidesMCP

Connecting Claude to Your Business: 10-Minute Setup

Stop explaining your business to AI. In 10 minutes, Claude will know your customers, products, and decisions.

January 21, 202510 min read

Foundations

Context Compound Interest: Exponential Returns

Every piece of context you structure today makes tomorrow's context more valuable. Knowledge compounds.

January 20, 20257 min read

AgentsFoundations

The Three Layers of Agent Intelligence

Agents aren't magic. They're retrieval + reasoning + writing. Understanding these layers is key.

January 19, 20256 min read

MCPFoundations

Why MCP Is the USB-C of AI

Remember when every device needed its own cable? MCP does for AI what USB-C did for devices.

January 18, 20256 min read

Foundations

The Founder's Leverage Stack: AI, Systems, Multiplied Output

The best founders don't work harder. They stack leverage. AI is the newest layer.

January 17, 20258 min read

Foundations

API Calls Are Cheap, Context Is Not

You're not paying for AI. You're paying for the context you feed it. Structured knowledge is the real optimization.

January 16, 20256 min read

Foundations

The Hidden Tax of Context Switching Between AI Tools

Every time you switch tools, you lose context. Every time you re-explain, you waste cycles. Here's the math.

January 15, 20257 min read

MCPGuides

The Complete Guide to MCP (Model Context Protocol)

What if your AI could access your structured knowledge without copy-pasting? Learn how MCP works.

January 14, 20256 min read

Guides

Xtended Tool Demo #2: Shape Up Pitch Reviewer

Your team knows what to build, but stakeholders want endless reviews. Watch how the pitch reviewer helps.

October 2, 20245 min read

Guides

Xtended Tool Demo #1: Positioning Analyzer

Strong positioning isn't about clever taglines. It's about clarity. See the analyzer in action.

October 1, 20244 min read

Foundations

Emergence: Introducing Xtended

AI is everywhere right now. New tools launch daily. But most don't fit your workflow. Here's what's different.

December 27, 20243 min read