AI & Product Management | Founder, Author @ The Product Compass Newsletter | Join 119,000+ PMs

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Paweł Huryn

Google keeps dropping AI gems 💎
(Not just for PMs)
This time, a new 72-page PDF on Context Engineering.

Inside:
- Context engineering 101
- Sessions management 101
- Session management for multi-agent systems
- Long context conversations
- Memory: types, patterns, architectures, scopes
- Memory: extraction and consolidation
- Memory: as a tool, in the prompt, in the history, procedural
- Testing and evaluating memory
- Memory: privacy and security risks

Free PDF (Google Drive): https://lnkd.in/dcw3PD_6

You might also benefit from:
- Context Engineering for PMs (explains tools, tool calls, RAG architectures, and practical best practices beyond the PDF): https://lnkd.in/d_XVN5KV
- The Ultimate Guide to n8n for PMs: https://lnkd.in/dKYZ5Y3n
- How to Build a RAG Chatbot, No Coding: https://lnkd.in/dew--RqD
- How to Build a Multi-Agent Research System, No Coding: https://lnkd.in/dpBGF3pq
- The Ultimate AI PM Learning Roadmap: https://lnkd.in/dkmU7_gr

Hope that helps!

AI PM | Start building. Stop theorizing. I build with AI and share what works. 129K+ subscribe.

Context Engineering by Google

100%. Unless you're a dev living in the terminal, all you need is Claude Desktop UI.

Adding to Justin's thoughts:

Claude Desktop + Desktop Commander MCP gives you OS-level control - process management, .MD files, diff-based file editing across your entire system, shell commands. Plus better conversation branching and artifact handling.

Want to run a fully impersonated Chrome, analyze audio files, or compress a folder? You can do it from Claude Desktop.

You also get full skills and MCP support with one-click installs.

Claude Code is built for devs. Recommending it to non-technical users for daily work keeps blowing my mind.

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[Edited] Claude Cowork released 1 day after this repost:
- makes everything easier
- is available only for Claude Max users on macOS
- doesn't cover everything Desktop Commander handles (e.g., a fully impersonated browser)

What changed: Anthropic made the obvious choice impossible to miss.

What didn't change: the right answer was always Claude Desktop, not Claude Code.

More about Claude Cowork: https://lnkd.in/d7wrG22E

Two tools you should consider using:

Obsidian
Claude Desktop

Obsidian is a clean way to write markdown files. Why Markdown? It’s the defecto plain text document for AI. 

Claude Desktop in “Code” mode. This will allow you to easily read and use your markdown files right in Claude (yes, Claude Code is now in Claude Desktop directly).

To what end?

A source of truth for your entire business or project. Bring it all here. 

Obsidian works on file folders so you can easily sync it like any other folder (dropbox, gdrive, etc). Obsidian also has a built-in Sync service that enables remote team sharing as well as iPhone syncing.

Claude Desktop now has Claude Code built in. This means you can connect Claude Desktop to your Obsidian docs on your local computer using the local files. This can keep you, your team, and Claude all in sync while doing any LLM stuff you might need. Further, you can use it to build up a public knowledge base to display on your website (if you want), you can use it to surface questions to create content, you can use it to track public content, and much more. 

Good luck!

https://obsidian.md/

https://lnkd.in/gNRrp6E5

Open article: Download Claude | Claude by claude.com

I am a Senior Cloud Infrastructure Architect at Amazon Web Services with over 12 years of experience in IT, specializing in cloud infrastructure, automation, and cost optimization. I have delivered over $1 million in annual savings by implementing initiatives such as gp2 to gp3 transitions, RDS right-sizing, and idle EBS volume cleanup. My work includes leading cloud modernization programs using Terraform, CloudFormation, and AWS-native services, and training engineering teams on AWS Route 53 ARC for multi-region failover. I have mentored a team of 15 AWS Partner engineers, integrated AWS QuickSight and Cloudability for FinOps tracking, and contributed to scalable AI/ML deployments using AWS SageMaker. I hold six AWS certifications, the HashiCorp Certified: Terraform Associate credential, and dual Master’s degrees in Computer Science and Business Administration.

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