Production Prompt Engineering Patterns That Ship
Battle-tested prompt engineering patterns and frameworks used by top AI teams to build reliable, scalable AI applications in production environments.
Read the playbook →Playbooks by Dmitry Melnik
Every system I’ve shipped — documented. Architecture, costs, tools, prompts, deploys. Free. No gates. No drip sequence.
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Battle-tested prompt engineering patterns and frameworks used by top AI teams to build reliable, scalable AI applications in production environments.
Read the playbook →Systems & Architecture
How B2B teams design AI-native marketing infrastructure in 2026. Component breakdown: orchestration layer, data layer, content…
10 reusable automation patterns shipped by AI-native B2B companies. Lead enrichment loops, outbound sequencing, content-to-lead…
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Master the essential deployment architectures and scaling strategies for AI applications on Render. Learn proven patterns for…
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AI Engineering
A strategic guide to choosing the right retrieval architecture for your AI agents, including when RAG falls short and what…
Learn how MCP enables seamless integration between AI agents and your existing systems. Discover implementation strategies and…
Comprehensive framework for evaluating LLM agents in production environments. Includes metrics, benchmarks, and testing…
Master advanced techniques for building context-aware AI agents that go far beyond traditional RAG implementations. Learn…
Battle-tested prompt engineering patterns and frameworks used by top AI teams to build reliable, scalable AI applications in…
Marketing & Growth
A comprehensive guide to building your LinkedIn automation infrastructure with tools, workflows, and proven strategies that…
Transform spoken ideas into polished, published content in under 10 minutes using our proven voice-driven workflow. Complete with…
Analysis of 100+ tested lead magnet variants revealing the exact patterns, formats, and psychological triggers that drive highest…
Discover the proven conversion patterns and design strategies that top AI companies use to turn visitors into qualified leads.…
Master the latest AI image tools and proven prompting strategies to create professional B2B visuals that convert. Get hands-on…
Tools & Process
50+ tool picks across the AI-native B2B stack. Orchestration, RAG, agents, ops, sales, content, analytics. Opinionated picks with…
Real 2026 cost data across the AI stack. LLMs (Claude vs GPT-4 vs Gemini vs open-source), inference infra, vector DBs,…
Step-by-step roadmap for founders shipping their first AI product. Week-by-week: validation (Pieter Levels method), MVP stack,…
Master Claude Skills development, from basic implementation to advanced comparisons with MCP and tool use patterns. Everything…
Discover what Claude's desktop automation actually delivers for business users and where it still falls short. Get practical…
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