#Scaling

Articles about Scaling — exploring patterns, best practices, and real-world implementations in production systems.

2 posts tagged with scaling. ← All posts

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Pratik Dhanave · ·6 min read

From Bespoke to Product

Every forward deployed engineer builds one-offs to win the customer in front of them — the ones who last turn those one-offs into product instead of drowning in them.

Every FDE builds one-offs; the ones who last turn them into product. Why bespoke is the right start, the 'third time productize' rule, the feedback loop to the product team, designing custom work for graduation, and managing the portfolio of one-offs.

#Forward Deployed Engineer#Product#Strategy#Scaling#Forward Deployed Engineering
Pratik Dhanave · ·8 min read

Scaling Teams and Communication

Adding people to a growing company feels like it should straightforwardly add capacity — but it doesn't, and understanding why is one of the most important lessons in operations. Every person you add creates new communication links with everyone else, and those links grow far faster than the headcount. This is why big teams feel slower than small ones, why "adding people to a late project makes it later," and why scaling an organization is mostly a battle against communication overhead. Managing that overhead is the core challenge of scaling.

Adding people to a growing company feels like it should straightforwardly add capacity — but it doesn't. Every person you add creates new communication links with everyone else, and those grow far faster than the headcount. This is why big teams feel slower than small ones, and why scaling is mostly a battle against communication overhead.

#Operations#Organizational Design#Scaling#Leadership

All posts on this site are written by Pratik Dhanave, an Agentic AI Architect with 7+ years building production distributed systems, multi-agent AI platforms, and cloud-native infrastructure. About the author → Each article includes working code, architecture diagrams, and references to the specific frameworks and standards discussed. Browse all posts or explore related topics using the tag cloud above.