The Production Gap

The Production Gap

RAG Demo Best Practices That Close Deals: Lessons from a Real Podcast Search Engine Teardown

RAG demo best practices that win enterprise deals: learn scoped corpus design, source citations, and retrieval pipeline tips from a real podcast search teardown.

The Production Gap

AI Agent Guardrails That Actually Work in Production: A Defense-in-Depth Architecture Guide

AI agent guardrails that hold under real load need layered defense-in-depth—input filters, output validators, and execution controls working together.

The Production Gap

Claude Code Hooks: Add Hard Guardrails to Your AI Agent Workflow

Claude Code hooks enforce hard guardrails your AI agent can't argue around. Learn exit codes, lifecycle events, and shell handlers that keep agentic workflows safe.

The Production Gap

Model Context Protocol Explained: Architecture, Security, and Integrating Internal Systems with Claude Code

Model context protocol demystified: learn the host-client-server architecture, secure your MCP integrations, and connect internal systems to Claude Code.

The Production Gap

AI Agent Product Requirement Document (PRD): A Section-by-Section Template for Non-Deterministic Features

AI agent PRD templates need eval criteria, guardrails, and escalation paths. Get the section-by-section framework that keeps agents safe and shippable.

The Production Gap

Claude Code Cost Optimization: A Benchmark-Backed Playbook for Cutting Token Spend

Claude Code cost optimization tactics that cut token spend 50–80%: prompt caching, model routing, and context hygiene with real benchmark data.

The Production Gap

AI Agent Evaluation for Product Managers: How to Measure Whether Your Agent Actually Works

AI agent evaluation explained for PMs: measure trajectory, tool use, and task completion—not just accuracy—before your agent ships to production.

The Production Gap

Prompt Engineering Is Product Management: How PMs Should Own the Prompt Layer

Prompt engineering is product management. Learn how PMs can own system prompts with versioning, evals, and governance to prevent drift and compliance risk.

The Production Gap

Claude Code for Product Managers: How Non-Technical PMs Can Prototype, Analyze Data, and Ship Without Engineering

Claude Code for product managers means prototyping, data analysis, and shipping internal tools—no engineering tickets, no SQL, no coding skills required.

The Production Gap

Claude Code Skills: What They Are, How They Work, and When to Build One

Claude Code skills let you package reusable workflows into installable units. Learn how they work, when to build one, and how they differ from MCP servers.

The Production Gap

Enterprise Agentic AI Deployment: The Infrastructure, Governance, and Organizational Realities No One Tells You About

Enterprise agentic AI deployment fails without solid infrastructure and governance. Learn the IAM, observability, and oversight foundations that actually matter.

The Production Gap

Self-Improving AI Agents: What They Are, How They Work, and What Every Product Leader Needs to Know

Self-improving AI agents are reshaping product development. Learn how autonomous feedback loops work — and how to govern them safely.