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Bill Chambers' Substack

This newsletter distills trends into strategic insights for engineers, PMs, and founders building in developer tools and Data + AI space.

billchambers.substack.comSource feed ↗15 episodes

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What does Snowflake's arctic embedding model announcement tell us about Snowflake's abilities in the LLM world?

Snowflake last week, relatively quietly, announced a new embedding model "family" arctic-embed. Rather than a technical review, this post will discuss the implications of the move, strategically, and provide some color around what I believe Snowflake is trying to do.

What the DBRX release should teach you about open source strategy

Why you're probably missing this key aspect of the DBRX Model

DBRX & Competition in the Data Cloud

Why DBRX signals a serious, serious challenge for Snowflake and the brilliance of Open Source as marketing.

When should an open source or developer tools company hire their first product manager?

When should an open source or developer tools company hire their first product manager?

The Coming Rise of the Citizen AI Engineer

The enterprise role of the 2020s will be the Citizen AI Engineer.

When your customers all tell you not to do something, the question is what do you do?

Why conviction and being willing to be misunderstood is so critical in early stage startups and what Jen-Hsun Huang of Nvidia has to teach us about that conviction.

Thoughts on Product-User Fit for Open Source Businesses

Some thoughts and reflections on user prioritization in early stage product-market fit finding open source based businesses.

The Basic Structures of Open Source Communities

An open source project and open source based company is nothing without a strong community. This post explores structural models and failure modes that can come up in building your community.

Nvidia bets their future on the cloud & open source for AI & ML

In the past couple of weeks, Nvidia announced a suite of tools developed as cloud first and open source. This post explores why and how Nvidia might be approaching cloud & OSS in the coming years.

The Breakdown: Databricks, Snowflake, and Open Source Positioning in the Data World

This post will explore how Databricks and Snowflake are positioning against one another with a particular focus on using open source as a strategic tool.

How you want your Open Source Based SaaS Business to work

How to think about the business developing over time, the phases you will experience, and what to expect in each phase.

Good (& Bad) Markets for Open Source Based Businesses

What next.js, Spark, and dbt teach us about picking great markets for open source based businesses and when open source is a bad choice.

Picking Markets & Creating Movements (for OSS Based Businesses)

This post reviews prior art on picking a market, doing market research, developing users (and an opinion) and starting a movement around your OSS Based Business.

CrossFit as an Example for Open Source Software

Why CrossFit is a perfect analogy for open source software businesses. From picking a market to building an open source solution, community, and a successful business.

An Overview of Open Source

This series of posts will discuss all facets of what it takes to build an open source business. Part 1 focuses on a broad overview of OSS with a little history.