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The Fastest Learners Will Win: How Eval-First Thinking Is Reshaping Enterprise AI
What top AI founders revealed at our packed Silicon Valley eventāand why your next move needs to be faster, smaller, and smarter.
8 bits for a Byte: Pizza. Beverages. Packed house. And more importantly: an insight-rich night for those shaping the future of AI in the enterprise. Our June meetup brought together AI strategists, engineers, and founders to explore the evolving role of evals in product development and the rise of micro-models. If you missed it, this issue is your curated recaps. As members you will be the first to get to watch the event video, video shorts and get access to the slides! Sorry but the pizza is all gone.
Weāre Building Something BoldāAnd I Need Your Help to Take It Further.
AI is no longer on the horizonāitās here, and itās shaking the very foundations of how we work, lead, and live.
At our last Silicon Valley AI Think Tank Meetup, one thing echoed again and again: people are worried.
Worried about job security.
Worried about keeping up.
Worried about leading teams through the most disruptive corporate transformation of our lifetimes.
Thatās why I started AI Quick Bytesāa weekly curation of high-signal insights for leaders trying to navigate this storm. Weāre already over 3,000 strong. But to truly make a dent in the universe, we need to grow this movement by 200x.
And thatās where you come in.
Weāve just scratched the surface. The Silicon Valley AI Think Tank (SVAITT) is building out tools, training, and research to help leaders thriveānot just surviveāin the AI era. From enterprise workshops to public education, this is the infrastructure for the next generation of strategic AI leadership.

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What Top Execs Read Before the Market Opens
The Daily Upside was founded by investment professionals to arm decision-makers with market intelligence that goes deeper than headlines. No filler. Just concise, trusted insights on business trends, deal flow, and economic shiftsāread by leaders at top firms across finance, tech, and beyond.

Letās Get To It!

Welcome To AI Quick Bytes!
Bit 1: Community Still Matters
Despite all this tech, the real highlight? Humans connecting. Rob Franklinās 15th meetup reinforced why the āSilicon Valley AI Think Tankā isnāt just a nameāitās a mindset.
Breakouts exercises let attendees share their "AI magic moments"
Serendipitous meetings often lead to business breakthroughs
Every AI journey is a human story first
ACTION BYTE: Donāt skip the pizza. Your next partner might be holding a slice.

Bit 2: AI Evals The Secret Weapon for AI Startup Success
Darius Amrani, CEO of Scorecard, delivered a masterclass in why evaluations ("evals") are essential to shipping quality AI products. Forget the old fail-fast mantraāwhat you want is to learn fast. Evals simulate real user feedback before deploying changes, reducing iteration cycles from weeks to seconds.
Evals are simulations of future feedback, not just retrospective reports
They close the loop between customer experience and product iteration
The best AI teams are defined by how fast they learn, not just ship
ACTION BYTE: Start treating evals like core product infrastructure.

Bit 3: Feedback Is Your Moat
Real-world eval examples from Waymo illuminated this further: it's not just the model that mattersāitās the database of edge cases, collisions, and learnings. Think of your feedback history as intellectual capital. You can always swap out models; your feedback loop is proprietary.
Waymo simulates thousands of real driving scenarios to validate AI behavior
Feedback aggregation outlives any individual model
Evals let you stress-test ideas with speed and precision
ACTION BYTE: Start building your eval library nowābefore you need it.

Quote of the Week
Bit 4. So good I had to share this quote twice! Hear and see me discuss below.

Start learning AI in 2025
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Bit 5: AI Model Training: Building Your Core Intellectual Property - The Rise of Micro-Models
John Canalakis, ex-Netflix/Roku and founder of AI Factory, made a compelling case for scrappy AI. Large models get headlines, but tiny models built for specific tasks are the real enterprise edge.
Micromodels are faster, cheaper, and highly customizable
Future software development is less about writing code, more about teaching models
If your startup just wraps OpenAI, youāre not defensible
ACTION BYTE: Start prototyping task-specific models now. Own your IP.

Bit 6: Evals vs. Observability: Converging or Diverging?
One audience question prompted a sharp take: evals and observability arenāt rivalsātheyāre complements. Observability shows what happened; evals simulate what might happen. Together, they can drive automatic, AI-guided improvement.
Use observability logs as seeds for eval cases
Feedback loops should run pre- and post-deployment
Real-time systems need both to stay safe
ACTION BYTE: Link your observability to a structured eval pipeline.

Bit 7: Sunday Funnies


Learn AI in 5 minutes a day
Whatās the secret to staying ahead of the curve in the world of AI? Information. Luckily, you can join 1,000,000+ early adopters reading The Rundown AI ā the free newsletter that makes you smarter on AI with just a 5-minute read per day.

Bit 8: You Can Build an App in 2 Days. But Can You Learn in Real Time?
Apps are cheap, fast, and often no-code now. Thatās not the moat. The moat is how fast you learn ā both before and after launch. The companies that design for continuous validation and real-time insight wonāt just stay out of trouble ā theyāll win the market.
The faster you learn, the safer you scale
Drift and misuse demand rapid-response systems
Iteration speed outlasts deployment speed
ACTION BYTE: Audit your AI lifecycle: Whereās the slowest learning step?

This Week's Byte: Thinking Like an AI First Leader
š§ This Weekās Byte: Why Learning Beats Launching
Pizza gets cold. Models drift. But one thing stuck with every founder, engineer, and exec at our June AI Think Tank Meetup: the companies that learn fastest win.
This weekās issue is your backstage pass to the conversations shaping the next generation of enterprise AIāfrom evals as product infrastructure to micro-models as your startupās secret weapon. Weāve distilled the most powerful insights, frameworks, and action bytes from a sold-out night that brought human connection and AI strategy under one roof.
Whether you were in the room or catching up now, this edition delivers what matters most: speed of insight. Because shipping fast is goodābut learning in real time? Thatās how you lead.
š„ Members: Enjoy ā event video, shorts, and slides.
š But no, seriously, the pizzaās gone. Shouldāve moved faster.Until next time, take it one bit at a time!
Rob
P.S. Thank you for scrolling all the way to the end! š„ This is the AI training opportunity of the yearāand itās 100% free. While most RAG or AI courses run $2ā3K, our subscribers get access to a 5-part live Zoom series taught by the sharpest minds in Retrieval-Augmented Generation, evals, and modern AI architectureācompletely free. Youāll learn directly from top engineers at Microsoft, Answer.AI, Johns Hopkins, and more. This is one of the many privileges of being an AI Quick Bytes subscriber: premium content, elite access, zero cost. Sign up, show up, and level up.
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