METR's recent evaluation shows that Claude Opus 4.5 autonomously performs tasks that take a skilled human 5 hours, with full-day tasks expected to be feasible by mid-2026. While many worry about laziness and widening inequality, the author argues that humans inherently seek meaning and are heading toward a creative golden age. This article presents a hopeful perspective on the coming age of abundance and introduces five areas the author plans to invest in during 2026.

1. The Acceleration of AI Technological Advancement

METR (Measurement, Evaluation, and Training Research) recently published evaluation results for Claude Opus 4.5. This model autonomously completed tasks that would take a skilled person nearly 5 hours. The confidence interval extends up to 20 hours. METR even acknowledged that their current tests lack sufficiently difficult problems to measure the model's true capabilities.

"We've officially run out of tests."

Since 2019, the time required for autonomous task completion has been doubling every 7 months. Claude 3.7 Sonnet handled 1-hour tasks last February, and Opus 4.5 handled 5-hour tasks in November. At this rate, by mid-2026, full-day tasks should be manageable, and by 2027, week-long tasks should be within reach — and that's the conservative estimate.

Watching tools like Cursor in action offers a glimpse of the future. The gap between thought and execution has nearly vanished. It looks like autocomplete now, but it's actually heading toward eliminating the work itself.

2. Pushing Back Against Pessimism: Humans Adapt

Of course, many hold pessimistic views about these changes. People worry we'll become too lazy and bored, or that inequality will worsen. But the author firmly disagrees.

"I don't believe that."

Cheap dopamine inevitably diminishes in utility. People who've spent long periods immersed in the digital world often end up unplugging first. Rich people don't sit on beaches forever. Humans need meaning, not just stimulation. And the best creators right now aren't using AI to avoid work — they're using it to think more deeply.

Similar worries existed before. TV was going to destroy civilization, and before that, radio. But we've always adapted. People's happiest moments aren't when scrolling. They're when creating something, connecting with someone, or immersing in meaningful work. We're heading toward a golden age of creativity where only ideas and thinking matter.

But most people still haven't had the opportunity for such meaningful work. They're buried in busywork — searching, updating, communicating, coordinating — the 70% of work that's really just work about work.

All that busywork is about to disappear. That will create time abundance. The bottleneck shifts from "Can we build this?" to "Should we build this?" — a question nobody previously had time to ask, which will now become the only question that matters.

This could be a shock. Large corporations have spent decades training employees to produce superficial outputs: meetings about meetings, status updates that update nothing, productivity theater. AI will end that theater. Only the ability to think will remain. Many people haven't used that muscle in years.

But the author is confident they'll adapt. Boredom and desire are powerful motivators. The author has watched founders discover their best ideas the moment they escaped calendar management. The constraint was always time.

Now that constraint is loosening. This is what abundance looks like.

3. Investing for an Age of Abundance: Focusing on Depth

Of course, infrastructure for escapism also exists. Screen time keeps growing, gambling apps are everywhere. AI will make content infinitely personalized, infinitely engaging, and infinitely available. This distraction infrastructure may generate even higher returns.

But the author says they'll invest in depth regardless. Here are the areas they plan to invest in during 2026:

3.1. Synthetic Humans

Generated video has reached the point this year where it no longer looks fake. An artificial person speaking can feel like having a conversation with a real one. Their eyes show genuine emotions. Add personalization to this. A personal tutor who knows exactly where you're stuck, a therapist available at 3 AM, synthetic populations that detect the next pandemic. The very technology that enables escapism will enable growth.

3.2. World Models

Imagine turning flat images into walkable spaces. Games that build themselves based on what you want to do, not what a designer decided years ago. But this isn't just entertainment. Architects will design in generated worlds, and engineers will simulate within them. We're moving from consumed content to work spaces.

3.3. Infrastructure for Long-Horizon Agents

METR showed what's possible in a single session, but we're now heading toward agents that run for days. Hand off a project Monday morning and check in Friday afternoon. Agents that talk to other agents, decompose problems, ask for help when stuck, and deliver reliable results. Models will keep improving, and the gaps will show in the infrastructure around them.

3.4. Vertical Robotics

Everyone's watching humanoid robot demos, but machines built for specific tasks remain undervalued. Robots that load trucks, inspect welds, pick strawberries. Labor is scarce and wages are rising. Vision models finally work well enough to navigate messy real-world spaces. The boring-looking applications will matter most.

3.5. Creation Tools

When everyone can consume infinite content, the differentiator becomes making something. Tools that help more people create rather than just scroll. Execution gets cheaper every day. The bottleneck is now imagination. The author wants to back tools that expand what people can build.

This is infrastructure for the golden age.

Conclusion: The Gift of Time

The abundance everyone worries about is also permission to be present with the people you care about. Time was always the excuse. Now that excuse is disappearing.

Start figuring out what you'll do. Not because the future is coming — but because for some of us, it's already here.

If you're building something for the age of abundance, the author would love to hear your story