Lessons tagged “experimentation”
21 published lessons with this tag.
A/B testing for agents
Run two versions of an agent simultaneously and let the data tell you which performs better.
Isolate variables when optimizing
Change one thing at a time so you can attribute improvements to specific changes.
Tool evaluation periods
Try new tools in a limited test before committing to full adoption.
Environmental experiments
Try different arrangements and measure their impact on your productivity and wellbeing.
Hypothesis-driven behavior change
State what you expect to happen before trying a new behavior.
The behavior experiment protocol
Define the behavior measure the baseline try the intervention measure the result.
Small experiments reduce risk
Test new behaviors in small low-stakes ways before committing fully.
Control for variables
Change one behavior at a time so you can attribute results accurately.
The minimum viable behavior change
What is the smallest change you could make to test whether this approach works.
Record experimental results
Keep a log of what you tried and what happened for future reference.
Failed experiments are successful learning
An experiment that shows a behavior does not work is a valuable result.
N-of-one experiments
You are running experiments on yourself — sample size one — which means more variation is expected.
The experiment backlog
Maintain a list of behavioral experiments you want to run.
Sequential versus parallel experiments
Run experiments one at a time for clearer results or in parallel for faster iteration.
Piloting new routines
Test a new routine for two weeks before deciding whether to adopt it permanently.
Seasonal experiments
Some behaviors work better in certain seasons — test seasonally.
Scaling successful experiments
When a small experiment works expand it carefully to a larger scale.
The experiment review
Regularly review your experiment results to extract patterns.
An experimental approach to life means continuous improvement without rigidity
Treating behavior as experimentable keeps you adaptable and learning.
The purpose experiment
Try different activities and causes to discover what generates purpose for you.
Pilot programs as system experiments
Test systemic changes on a small scale before rolling them out broadly. A pilot program is a bounded experiment — a deliberate test of the proposed system change in a contained context where the change can be observed, measured, and refined without risking the entire organization. Pilots serve three functions: they generate evidence (does the change produce the intended outcome?), they reveal unintended consequences (what side effects emerge in practice?), and they build organizational confidence (the change has been tested and it works). System changes deployed without piloting are organizational gambles — large bets on untested designs.