Companies with radical, long-term visions often fail by focusing exclusively on their ultimate goal without a practical, near-term product. Successful deep tech companies balance their moonshot ambition with short-term deliverables that provide immediate user value and sustain the business on its journey.

The default assumption for any 'moonshot' idea is that it is likely wrong. The team's immediate goal is to find the fatal flaw as fast as possible. This counterintuitive approach avoids emotional attachment and speeds up the overall innovation cycle by prioritizing learning over being right.

Demis Hassabis learned from his first failed company to balance maximalist ambition with practicality. At DeepMind, instead of attempting the grand goal immediately, he created a ladder of achievable steps—like mastering Atari games—to guide the team toward the ultimate vision of AGI.

For ambitious 'moonshot' projects, the vast majority of time and effort (90%) is spent on learning, exploration, and discovering the right thing to build. The actual construction is a small fraction (10%) of the total work. This reframes failure as a critical and expected part of the learning process.

A moonshot isn't just a big goal. It requires three parts: a major global problem, a sci-fi sounding solution that would solve it, and a specific breakthrough technology that makes the solution seem just barely possible. This framework creates a testable hypothesis.

Frame moonshot projects like Google's Waymo not as singular bets, but as platforms for innovation. Even if the primary goal fails, the project should be structured to spin off valuable 'side effects'—advances in component technologies like AI, mapping, or hardware that benefit the core business.

The Apollo program, one of humanity's greatest achievements, was run like a startup, not a government bureaucracy. It was powered by 25-year-olds who went from concept to execution in under three years, driven by an unshakable belief in their mission rather than deep experience.

Investments in large-scale scientific programs like the Apollo mission are not sunk costs but economic multipliers. Historically, every dollar spent has generated a significant return in broader economic growth, providing a strong financial argument for ambitious, long-term R&D.

The U.S. defense research agency DARPA funds moonshot projects it knows may fail. The real value comes from the secondary innovations and materials created along the way, which are often more impactful than the original goal.