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How to ThinkIn the Age of AI
Rulev2RL-402

When an agent fires below 80% after 30 days, simplify…

When an agent fires below 80% of expected opportunities over 30 days, reduce it to the simplest executable version before adding any complexity, because unreliable agents cannot be improved through sophistication.

Why This Is a Rule

When a behavioral agent underperforms, the intuitive response is to add sophistication: better tracking, more detailed conditions, accountability partners, rewards, consequences. But an agent that fires below 80% over 30 days has a fundamental reliability problem that complexity can't fix — it can only mask. Adding a tracking app to a habit that doesn't fire is optimizing the wrong layer: the behavior needs to become simpler and easier, not more monitored.

BJ Fogg's Tiny Habits research demonstrates this conclusively: behavioral reliability comes from reducing activation energy to near zero, not from adding motivational scaffolding. If your "write for 30 minutes every morning" agent fires at 40%, the solution isn't a writing tracker with streak counts and accountability texts. The solution is "open the writing file and write one sentence." Once the one-sentence version fires at 90%+, you can graduate to more.

The 30-day window matters: it's long enough to distinguish a genuinely underperforming agent from one having a bad week, and it's the point where "give it more time" stops being a valid response. If an agent hasn't achieved 80% reliability in a month, its current design is the problem.

When This Fires

  • When a behavioral agent has been active for 30+ days and still fires below 80%
  • When you're tempted to add tracking tools, accountability mechanisms, or rewards to a failing habit
  • During monthly agent reviews (Review new agents weekly, established ones monthly…) when assessing established agent performance
  • When sophistication keeps increasing but reliability doesn't follow

Common Failure Mode

Adding complexity to fix reliability: "My meditation habit isn't sticking, so I'll buy a meditation cushion, join an accountability group, and track it in three apps." The activation energy just went up — now you need the cushion, the group check-in, AND the app logging before the behavior counts as "done." The real fix: "Sit. One breath." Reduce to the absolute minimum, establish reliability, then expand.

The Protocol

(1) When an agent fires below 80% over 30 days, stop adding complexity. (2) Strip the agent to its minimum viable version: what is the absolute smallest action that still counts? "Write one sentence." "Do one pushup." "Open the meditation app." (3) Keep the trigger and condition unchanged — they were designed for the full agent and still apply. (4) Run the minimal version for two weeks. If it hits 80%+ → the reliability foundation is established. (5) Gradually expand: one sentence → one paragraph → five minutes. Each expansion step must maintain 80%+ before the next. (6) If even the minimal version fails → the issue is trigger or condition design (Diagnose failing behavioral agents by component — trigger…), not action complexity.