Making Sense of Your Own Context Window
Ellie Bahrmasel
? Investor + Catalyst + Connector Shaping the Future World Through Consumer ?
It's impossible to exist in the world of startups today and not be inundated with all things AI, at all times. You've probably encountered the concept of context windows. Simply put, a context window in the realm of LLMs refers to the amount of text the model can receive as input when generating or understanding language.
When I read Scott Stevenson 's Tweet (or X? what do we call these now?), I stopped in my tracks. We've all been on teams where we draft and share user manuals, but context windows have never been a part of the discussion.
The best founders are self aware, deeply curious, and always looking for new ways to grow. They structure teams from a place of deep understanding about their own working styles.
What can be learned about building teams by understanding your context window?
Personally, I'm pretty confident I would have saved myself a lot of heartache and heartburn over the course of my career if I had used this as a lens.
Three Types of Context Windows
The concept applied to human decision-making can be a way to explore your "short-term context window," or the recent history and information you use to make choices.
There are three main types of short-term context windows:
Narrow Focus
Leaders with a narrow window focus heavily on immediate details and short-term goals. They excel at tackling tactical problems but might miss broader trends. Founders with narrow focus might gravitate towards deep dives into specific tasks like product development, fundraising, or marketing campaigns.
Balanced Focus
These founders can consider both immediate issues and the bigger picture. They can make strategic decisions informed by current needs and long-term vision. Founders with this type of focus often excel at juggling multiple priorities and seeing the bigger picture.
Wide Focus
Leaders with a wide window prioritize long-term vision and strategic goals. They excel at innovation and seizing opportunities but might miss critical short-term issues. It's common to see them thrive when they get to focus on high-level strategy and future planning. Operational details? Those, on the other hand, might be a major source of struggle.
It's important to underscore Scott's original point - one type of context window isn't better than another. Any attribute can be either a strength or liability depending on your relationship to and understanding of it.
Do one of these context styles seem most like you? It's ok if not. Most people have a dominant style with spill over into another. But if I were a betting person (which is basically anyone in venture), I'd guess one type of focus resonated most. So, now what?
Building Strong Founders + Teams by Context
If you can understand your own way of processing information and relating to the world, it becomes infinitely easier to build teams that allow you to operate in your zone of genius with the majority of your waking hours.
So what does that mean if we use context windows as a frame? Based on your own focus type, here are some ways you might think about leaning into your strengths and building your team.
For the Narrow, Recruit Wide
Surround yourself with generalists who can handle various tasks with minimal supervision. Utilize freelancers or outsource non-critical functions. Tactically, this can include:
Habits:
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Frameworks:
Balanced? Build with Experts
Build a core team with strong domain expertise in key areas like marketing, engineering, and finance. Delegate execution but maintain close oversight. Tactically, this can include:
Habits:
Frameworks:
Wide Pairs Best With the Operator A Team
Build a strong leadership team with operational experience to handle day-to-day tasks. Hire a COO or experienced manager to bridge the gap between vision and execution. Tactically, this can include:
Habits:
Frameworks:
You may also want to consider the Habits + Frameworks listed above for other context types. There's a lot to learn by exploring the way others think!
Universal Truths, Independent of Context Windows
No matter what context window, or type of focus, feels like you're "just right," there are some universal truths about building great teams.
First and foremost, team dynamics are crucial. Hire people who can challenge your thinking and offer diverse perspectives. Surrounding yourself with Yes People is an expensive, often deadly, mistake.
But vibes alone won't make a team great. (Womp womp, I know. That's a buzzkill for some.)
Operational excellence is essential. And it bringing operational excellence to Day 0 is a competitive edge. This is a different article for a different day, but some things to consider as you continue to think about context windows:
The best team structure adapts to your context window, not the other way around. But by understanding your short-term context window, you can create a team structure that optimizes learning and decision-making in a way that accelerates success.
Psychographic Employee Segmentation | AI Adoption Whisperer | Generate Predictable ROI and Adoption on AI & Agent Investments | Follow me to Hack the Change Curve for AI Adoption & Digital Transformation
7 个月Think back to our discussion late last year, Ellie. We recognize one another through language. It’s how we find our “tribe”. When we assess mindsets via the way someone architects a sentence or paragraph, we’re also shining a light on where their emotional and psychological maturity (think: where someone falls on Maslow) is today. Our “context windows” change over the course of our lifetimes and so does the language we use. What happens in teams… more resilient people can understand less mature / resilient people because that’s a path they’ve been down. Less mature people CAN’T understand more resilient / mature mindsets because they’re not there yet. Chaos, pain, turnover, and bad culture happens when a bottom of Maslow CEO (eg a great sales bro) hires a team that’s more mature. Uber was a great example of this. VCs kept piling on because they’re low on Maslow’s hierarchy and recognized him. Good idea. Wrong CEO.
Obsessed with designing IRL experiences that connect people across cultures.
8 个月A Maximalist's dream! Love it?
COO @ Pie | Former Co-Founder Fifth Star Funds & TapCommerce (acquired by Twitter)
8 个月This is awesome Ellie! I love when engineering terms (like context windows) can be applied to leadership strategy. Super astute. It also reminds me of "authentic leadership" and being self aware to understand what our context window is (rather than trying to change it). I'm going to be coming back to this post often. :)
Vice President for Development at Alliance for the Great Lakes
8 个月This is really excellent. Shared this with my leadership team today!
CEO @Greenomix | Next Gen Net-Zero Solutions | Environmental Markets/Law & Data Science
8 个月Very insightful Ellie. Agreed re falling mostly into one bucket but having some spillover. There are a few good things here for me to consider.