Spending three months as a Visiting Analyst at Antler Canada gave me a perspective on early-stage innovation that I don’t think I could have gained anywhere else. I joined the Toronto cohort at a moment when dozens of founders were beginning a 10-week sprint from zero to one. Many arrived pre-idea, some with only a pain point or a half-formed hypothesis, but all of them shared an ambition and curiosity that shaped the entire environment. Watching people from diverse backgrounds form teams, test assumptions, reshape ideas, and build conviction through rapid iteration changed how I think about where innovation actually starts. It often doesn’t begin with a polished concept – it begins with the right people in a space that rewards velocity, honesty, and learning. In many ways, it felt like I went through the program alongside them.

A large part of that came from how deeply I was embedded in the residency’s content. Building the Tor8 Knowledge Hub, watching and timestamping session recordings, and consolidating speaker takeaways meant I absorbed much of what the founders were learning. It made me appreciate how dependent early-stage progress is on friction reduction – giving people the right context, at the right moment, in a format they can act on. Seeing how quickly founders moved when their environment supported them gave me a new respect for operational scaffolding.

One of the most meaningful projects I worked on was building an Airtable automation system for founders and venture partners. I taught myself the platform and built a workflow that handled booking, tracking, and feedback routing. It was a small example of how the right tooling can lower cognitive load and free people to focus on more substantive work. Similarly, creating the video resource library became a more involved project than I initially expected. I edited, processed, and uploaded over a dozen long-form session recordings to YouTube, structuring them as accessible resources for founders. This required making decisions about clarity, timestamps, and titles so the material was usable and easily searchable rather than overwhelming. The process taught me not only technical editing and publishing workflows, but also how to think about knowledge as a product – something that needs to be intentionally packaged if it’s going to reduce friction and drive real learning.

My investment work was another important area of growth. Leading memos for TariffSense and CattleOS – and assisting on one for Openwealth – pushed me to understand what investors look for: clarity of the problem, founder insight, early signs of validation, and the logic that underpins scalability. Daphne’s feedback throughout the process sharpened my judgment. She pushed me to tie claims to evidence, articulate the story behind a company’s trajectory, and explain why something mattered. Those conversations fundamentally shifted how I now evaluate early-stage opportunities.

Working directly with founders became one of the most rewarding parts of the role. Whether refining one-pagers, supporting IC preparation, or simply talking through how to position an idea, I gained a deeper understanding of how founders communicate what they’re building and how quickly ideas evolve with real customer input. Seeing problem–market discovery play out in real time highlights how many processes in the world are outdated or overlooked – and how much opportunity exists for people willing to challenge them.

I was surprised by how meaningful the community-building aspects of the role became. Planning events like Trivia Night, socials, or IC prep days wasn’t just logistics; it shaped the energy of the residency. I saw firsthand how confidence, resilience, and team formation are influenced by the culture surrounding founders. Community isn’t something you “add on” – it’s part of the infrastructure that determines how people show up each day.

On the marketing and storytelling side, writing a video script to highlight Antler’s value and working with Cristina on production taught me the importance of showing rather than telling. It clarified how narratives are constructed and how much more powerful it is when people can actually see momentum rather than read about it.

The final stretch of the residency brought everything together. Owning parts of that process – from coordinating materials to making sure teams were ready – made me appreciate how much momentum founders build over ten weeks and how evident that growth becomes in the final days of the program.

Overall, the experience gave me far more than exposure to early-stage venture. It taught me to be comfortable saying “I don’t know – let me ask someone who’d have deeper insight on this topic,” something I saw consistently among the investors. But the deeper lesson was learning when to widen the circle – recognizing who had the right strengths for a given question, and how contrasting perspectives surfaced things others missed. That balance of humility and collective intelligence ended up feeling like one of the most underrated skills in venture.

Looking back, what stands out most is a clearer sense of how founders and funds drive innovation together. It’s a combination of ambition, structure, community, and a willingness to learn quickly. Being immersed in that environment – both supporting it and learning from it – was a rare and valuable experience. I’m grateful for the chance to sit at the intersection of founders, ideas, and the people who believe in them.