Never Enough Podcast
Episode: Hacks: Productivity, AI, and Minimalism with Sam Corcos
Host: Andrew Wilkinson
Guest: Sam Corcos (Founder, Levels)
Date: May 18, 2025
Episode Overview
Andrew Wilkinson sits down with Sam Corcos, systems-driven entrepreneur and founder of Levels, for a rapid-fire and deeply practical exploration of productivity, focus, AI, and minimalist living. Sam shares a treasure trove of personal hacks, hard-won insights, and tech-enabled habits designed to maximize leverage—while both speakers reflect candidly on the messy intersection of business, parenthood, and intentional living. The discussion ranges from concrete life upgrades (like sleep and meal prep) to the seismic shifts coming from AI, ending with reflections on parenting, management, and mental clarity.
Key Discussion Points & Insights
1. Time-Tracking as a True Measure of Priorities
- Sam’s Approach:
- Sam meticulously tracks his time in 15-minute increments, viewing his calendar as "the empirical record" of real priorities, not just stated ones.
- Quote: "Your calendar or your time is the empirical record of your actual priorities." (00:00, 03:15)
- Actions vs. Intentions:
- People often claim to value family or health, but Sam urges examining actual time spent as a corrective to false narratives.
- Impact of Major Life Events:
- Getting married and becoming a parent reduced Sam's working hours by 30–45 per week, forcing ruthless prioritization.
- Quote: "Getting married had the biggest impact on my productivity. It was about a 20 or 30 hour a week decrease in output... Having a baby...decrease[d] that by another 10 or 15 hours." (02:14)
2. Systemic Buffers Against Distraction and Addiction
- Social Media Boundaries:
- Sam doesn’t have his own Twitter password—it’s held by his assistant in the Philippines, meaning access requires intention and patience.
- Quote: "If you find things in your life that are causing you problems, create buffers so that it’s really annoying to do it." (04:40)
- Digital Detoxing:
- Both Andrew and Sam are "news sober" and use friction (e.g., partners holding screen passcodes) to enforce discipline, citing Dr. Anna Lembke’s “Dopamine Nation.”
- Quote: "I've been fully news sober for 11 years, which I think is another really positive way of just keeping that mental space." (04:40)
3. Sam and Andrew’s Favorite Productivity Hacks
Sleep Optimization
- Silicon Earplugs:
- Sam uses silicone earplugs (Mack’s) for drastically improved sleep quality.
- Quote: "My sleep quality improved probably 20 to 30% just from using those." (06:52)
- Temperature Control:
- Andrew shares advice from Dr. Ashley Mason—opt for a thin woven cotton blanket and turn up the AC for better sleep latency.
- Quote: "She said that most people sleep with a duvet that’s just too damn hot... It’s the difference between 30 minutes sleep latency and 5 minutes." (07:23)
Staying Present & Managing Attention
- Alarm-Driven Calendar:
- Sam sets alarms throughout the day for every transition, freeing his mind from checking schedules and letting him be fully present with others.
- Quote: "I set alarms to allow me to just be fully present so that I don’t get distracted...and I’m also never late to meetings." (08:53)
Audiobooks for Life-Leverage
- Sam listens to audiobooks at 3–3.5x speed, averaging two books a week (for 11 years).
- Principle: Consume long-form, high-value information; eschew news for books.
- Quote: "You should only consume information that took the author a hundred times longer to write than it takes you to consume it." (10:58)
4. AI as a Force Multiplier
Custom AI Summaries & Conversations
- NotebookLM:
- Andrew describes uploading PDFs to Google’s NotebookLM for bespoke summaries, including podcast-style recaps generated by AI—great for skimming parent book club picks.
- Quote: "I listened to a 15 minute podcast summary and it actually creates a simulated conversation between two AIs that sound like NPR co-hosts." (13:15)
- Conversational AI:
- Sam has long, clarifying conversations with GPT-4 Omni to deeply understand technical subjects, customizing the difficulty as needed.
- Quote: "It is incredible how good it is at explaining things. If these tools did not exist, would have taken me months to understand." (14:27)
AI Coding Tools
- For Non-Developers:
- Andrew built a YouTube summarization app without any coding background using Replit and LLMs.
- For Developers:
- Sam is emphatic—tools like Cursor can double developer productivity practically overnight.
- Quote: "If you are a software developer and you’re not using Cursor or these new AI tools, you are missing out. They are fucking awesome." (16:22)
- We’re Early:
- Both agree we’re in the "56k modem phase" of these tools—the real-time, seamless future is coming.
- Quote (Andrew): "Once this is like real time, like the real time voice API. It’s going to be crazy." (17:23)
5. The Changing Nature of Work in the Age of AI
- Democratization of Development:
- Sam predicts the number of "software developers" will dramatically increase, as coding becomes less specialized.
- Quote: "Our definition of what [software developer] means will change... now it’s just, everyone is expected to know this because the barrier to entry is so much lower." (18:20)
- Compression of Software Margins:
- Andrew muses that easy software creation may push prices down and compress margins—akin to how accessible businesses become less profitable.
- Quote: "The sexier the business and the more accessible it is to start, the lower the margins." (21:18)
- Historical Parallels:
- Sam notes ATM adoption increased bank jobs but shifted their nature; AI will similarly move humans "up the stack."
- Case study: Sam built a custom web scraper for a friend in minutes, replacing a costly service. (22:18)
6. AI and Human Relationships
- Digital Human Bonds:
- Andrew predicts personalized AI "friends" and managers, noting people will form real bonds with digital entities.
- Quote: "Pretty soon...you’ll be able to have a full on FaceTime call...with your digital wealth manager who’s a digital person." (24:01)
- Emotional Implications:
- Sam tells of a teen who gets better advice from ChatGPT than her dad could provide.
- Quote: "He was like, that’s definitely better than what I would have said. So this is kind of concerning." (25:39)
- Philosophical Perspective:
- They debate whether artificial relationships are problematic if everyone is happy—even quoting Larry Page’s “speciesism” perspective.
7. Minimalism as a Meta-Hack
8. Management: Direct Reports, Less Bureaucracy
- Jensen Huang’s Model:
- Inspired by Nvidia's CEO, Sam increased direct reports and shifted away from defaulting to mentorship. Regular one-on-ones are agenda-driven and often cancelled if unnecessary.
- Quote: "The goal of those calls is to solve problems, to unblock people... being really explicit about that, I think, has been generally very positive." (30:51)
- Andrew’s Challenge:
- With 40+ direct reports (CEOs), Andrew finds it unsustainable for holistic management—but concedes it may work if CEOs limit their demands to problem-solving.
9. Communal Parenting and Family Hacks
- Living with Another Family:
- Sam’s household includes another couple with a child, creating a supportive, communal setting for raising kids—countering isolation and stress.
- Quote: "It is just so amazing, just having people around, being able to ... not feel isolated." (36:34)
- Andrew agrees, lamenting the isolation of contemporary parenting and emphasizing the benefits of communal support. (37:23)
10. Food, Batch Cooking, and Health
- Weekly Meal Prep:
- Sam and his household batch-cook healthy meals for the week in large quantities, saving both money and mental load.
- Quote: "It is insanely cheap to make healthy food if you do it at reasonable scale. And also how much nicer it is to just have healthy food available all the time." (38:00)
Notable Quotes & Memorable Moments
- On Tracking Time:
"Your calendar or your time is the empirical record of your actual priorities." — Sam Corcos (00:00, 03:15)
- On Social Media Boundaries:
"If you find things in your life that are causing you problems, create buffers so that it’s really annoying to do it." — Sam Corcos (04:40)
- On the Effect of Life Events:
"Getting married had the biggest impact on my productivity. It was about a 20 or 30 hour a week decrease in output..." — Sam Corcos (02:14)
- On Audiobooks vs. News:
"You should only consume information that took the author a hundred times longer to write than it takes you to consume it." — Sam Corcos (10:58)
- On AI Coding:
"They are fucking awesome. There’s like no way to exaggerate that statement." — Sam Corcos (16:22)
- On Minimalism:
"The things you own end up owning you is very true." — Andrew Wilkinson (28:22)
Important Timestamps
- Time-Tracking as Priorities: 00:00–03:15
- Systems for Focus & Digital Boundaries: 04:40–05:45
- Sleep & Environmental Hacks: 06:52–08:41
- Staying Present with Alarms: 08:53–10:53
- Audiobooks & Long-Form Learning: 10:58–13:14
- NotebookLM & Custom AI Podcasting: 13:15–14:27
- Conversational AI for Rapid Learning: 14:27–15:31
- AI Coding Tools’ Impact: 16:22–17:51
- AI Will Expand (Not Shrink) Developer Roles: 18:20–19:28
- AI and the Price of Software: 21:18–22:18
- Parallels with ATMs and Job Transformation: 22:18–24:01
- AI Friends, Digital Human Relationships: 24:01–26:23
- Minimalism & Decision Reduction: 27:12–30:19
- Management Structure & Direct Reports: 30:51–32:49
- Communal Parenting & Living: 35:52–37:23
- Meal Prep Hack: 38:00–39:15
Resources, Tools, and Books Mentioned
- Sleep: Mack’s silicone earplugs, thin cotton blankets (UCSF study), temperature control
- Digital Boundaries: Twitter with EA-controlled passwords, news-sobriety (inspired by Dr. Anna Lembke’s Dopamine Nation)
- AI Tools: NotebookLM, GPT-4 Omni, Replit, Cursor
- Books: Dopamine Nation (Anna Lembke), The Anxious Generation (Jonathan Haidt)
- Management: Lessons from Jensen Huang (Nvidia)
Tone & Style
Conversational, practical, unvarnished, rooted in personal experience, with frequent asides and "cheat code" mindset. Both host and guest frame hacks not as shortcuts to effortless life but as accumulations of marginal gains and hard-won systems to preserve energy and focus for what matters.
For More:
This summary captures the full sweep of tactical and philosophical ideas covered—a useful guide for listeners or those seeking actionable upgrades for work, life, and mental clarity.