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.

---

[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

Scrum Master

Clinomic

Scrum Master and Agile Coach at Clinomic working with Scrum framework and adapted Spotify model, using tools like JIRA, Confluence, Miro, Slack.
• Facilitating Scrum ceremonies.
• Designing and conducting workshops.
• Coaching teams towards self-organization and continuous improvement.
• Coaching PO in Agile e.g. backlog refinement.
• Developing more agile processes.

Scrum Master - Agile Coach

Academic Work

IT Consultant in Portfolio Management at Metso Outotec. Working as a Scrum Master/Agile Coach in close co-operation with RTE & VSL within SAFe (Scaled Agile Framework) using tools such as: JIRA, Confluence, MS Office, Miro, PI Planning App.

See more about the responsibilities below (M:O IT Consultant)

IT Consultant - Scrum Master / Agile Coach

IT Consultant at Metso Outotec, Espoo Finland
Scrum Master & Agile Coach within Scaled Agile (SAFe) framework. Member of LACE (Lean Agile Center of Excellence).

See more about the responsibilities below (M:O IT Consultant)

Metso Outotec

IT Consultant in Portfolio Management at Metso Outotec. Working as a Scrum Master/Agile Coach in close co-operation with RTE & VSL within SAFe (Scaled Agile) framework using tools such as: JIRA, Confluence, MS Office (+Teams), Miro, PI Planning App.

•Facilitating Scrum ceremonies and workshops.
•Guiding teams towards self-organization and continuous improvement.
•Supporting Product Owners in backlog refinement, PI Planning and WSJF.
•Support in Change Management; coaching the teams and stakeholders towards Agile and SAFe ways of working.
•Part of LACE (Lean Agile Center of Excellence in Lean Portfolio Management).

IT Consultant - MO IT Portfolio Management 

Konecranes

Project consultant in the eCommerce Hybris Harmonization project. Testing and quality assurance of new eCommerce store (UAT-testing) in QA (Quality Assurance) environment. International environment and agile approach (Scrum framework). Tools include SAP, Trello, Jira, Confluence and Excel.

Project Consultant

Interior Design and Consulting

Interior architect and designer services. Customer projects include design work, project management, design and implementation of visual entities, management of customer requirements, budget allocation and responsibility.

Designer

Language Matters Recruitment Consultants Ltd

Job role with wide variety of responsibilities within Nordic market. 
Also worked in a project researching & creating a new returns scheme for the company.

Bilingual Customer Service Representative

University for the Creative Arts

Assisting in the design, organization and execution of creative workshops and exhibitions. Also assisting and mentoring international students and promoting the University.

Student Ambassador

A curious mind, longing to influence the world through positive and innovative thinking. Enthusiastic about user and customer experience, design thinking and agile processes. Several years of hands-on experience leading teams in Agile and Scrum methodologies. Continuous learning and sustainability at the heart of everything. Passionate, hard-working and self-driven.

taplio

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