1. In Japan, a job isn't "deliver one thing and you're done"
Article 6 of Japan's Labor Contract Act says an employment contract is formed when a worker agrees to work under an employer and the employer agrees to pay wages for it. Government interpretation describes this as a relationship of subordination: under set working conditions, the worker hands over control of their labor to the employer.
In other words, a typical company employee isn't a contractor selling a single finished product.
Contract / results-based work
Finish this deliverable
→ the contracted job is over
Typical employment
Work during set hours, under the organization's direction
→ finish one task, get handed the next
2. Even if AI cuts an 8-hour job to 4 hours, you still can't go home after 4
If you bring in the technology but leave the system untouched, this is what happens.
8 hours of work
↓ AI and automation
Done in 4 hours
↓
Instead of giving
the extra 4 hours back
↓
More work gets added
The gains from higher productivity tend to be converted first into extra output for the company, not into free time for the worker.
That said, claiming that "under capitalism it always works this way" goes too far. If you build the right systems, such as shorter working hours, profit sharing, labor-management agreements, performance pay or more time off, you can turn the gains from technology back into time.
3. The reward for becoming efficient is "extra work"
You get better at your job
→ you finish sooner
→ you're given extra work
→ more responsibility, more chances for mistakes, more inquiries
→ same salary, same time you leave
Under this kind of reward design, finishing as fast as you can works against you. So people start doing things that make sense as self-defense:
- Showing their progress in small slices
- Hiding how fast they really work
- Never appearing to have spare capacity
- Not offering every improvement idea they have
- Looking like they're still double-checking after the work is done
This isn't simple laziness. It is the equilibrium created by a system that doesn't pass efficiency gains back to the individual.
4. "Looking busy" is adapting to what gets measured
Suppose what an organization can actually evaluate isn't
results
but rather
time at your desk, reply speed, meeting attendance, and looking tired
In that case, employees adapt to the things that get evaluated.
Even if the real goal is productivity, when the measurement is "do they look busy?", the best move is to look busy. This is the workplace version of a familiar problem: once a measure becomes the target, it stops being a good measure.
5. Technology can ease the load, but it doesn't automatically shorten working hours
In a survey of manufacturers by JILPT (the Japan Institute for Labour Policy and Training), the most common benefits of digital technology were a lighter workload and better efficiency. Shorter working hours and more days off were listed as separate items, so they don't mean the same thing as efficiency.
The ILO and the OECD have summarized the research this way: long working hours can lower productivity per hour, and shorter or more flexible hours can benefit both productivity and quality of life. Results do vary, though, with the industry, how the system is designed, whether pay is maintained, and how intense the work is.
6. Designing a system that doesn't punish productivity
What's needed isn't a pep talk but rules for how the gains from efficiency are shared.
- Shorten the standard working hours
- Define clearly what "done" means, and give people discretionary time when they finish early
- Reflect improvements in bonuses and raises
- Set priorities and a capacity limit for any extra work
- Record both the team's results and the hidden fixes individuals make behind the scenes
- Use time freed up by automation for training, rest and improvement
Unless "fill any gap that opens up" stops, employees will keep hiding their spare time.
7. The conclusion of Article 2
The problem isn't the technology itself.
Hours-based employment
+ a practice of piling on unlimited extra work
+ evaluations that never return the gains from efficiency
= the faster you finish, the more you lose
You can shorten working hours without abolishing capitalism. But if the system is left as it is, AI won't be a tool for creating free time. It will be a tool for cramming more work into the same hours.
