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reopt Handbook
reopt Handbook
Agentic MVP

Core Concepts

PrinciplesHypothesisExperiment DesignExperiment Types

Agentic Operations

Claude OSContext Pack7-Day Sprint

Measurement and Quality

AnalyticsQuality and Safety

Launch and Decisions

Go-to-MarketDecisionTemplates

Appendix

UpdatesVerification Report
Handbook›Agentic MVP›Hypothesis
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Hypothesis

Turn product ideas into falsifiable MVP hypotheses.

Key takeaways

  • The hypothesis is the unit of learning; vague hypotheses make fast execution produce only ambiguous output.
  • Use the template to name customer segment, urgent problem, solution slice, observable behavior, time window, and reason.
  • Classify the test as a problem, value, channel, or delivery hypothesis, since each needs different evidence.
  • Rank signal on the evidence ladder: compliments are weak, while committed money, contracts, or repeated usage are strong to very strong.

The hypothesis is the unit of learning. If the hypothesis is vague, fast execution only creates more ambiguous output.

Hypothesis Template

We believe [customer segment] has [urgent problem]. If we offer [solution slice], then [observable behavior] will happen within [time window], because [reason].

Four Hypothesis Types

TypeQuestionExample evidence
ProblemDoes the pain exist?Interview pattern, search demand, repeated workaround
ValueDoes the solution matter?Demo conversion, waitlist, LOI, paid pilot
ChannelCan we reach them?CTR, reply rate, qualified traffic
DeliveryCan we deliver reliably?Activation, support load, fulfillment time

Evidence Ladder

SignalStrength
ComplimentWeak
Survey interestWeak to medium
Demo bookedMedium
Manual workflow requestedMedium
Money, contract, or time committedStrong
Repeated usage or renewal intentVery strong

Checklist

  • The target customer is narrow enough to find.
  • The problem is observable, not just assumed.
  • The success behavior is measurable.
  • The time window is short enough for a sprint.
  • The team agrees what evidence would disprove the idea.

Related docs

7-Day Sprint

A one-week operating rhythm for agentic MVP experiments.

The Five Elements of a Harness

Harness Engineering · Explain the five design axes behind most practical harnesses: environment, roles, criteria, loops, and maintenance.

Decision

Convert MVP evidence into iterate, pivot, pause, or scale decisions.

Experimentation

New Brand Marketing Strategy · Turn marketing ideas into controlled tests with hypotheses, guardrails, and decisions.

Performance Marketing

New Brand Marketing Strategy · Run paid acquisition as a controlled learning system, not only a spend channel.

Principles

Core principles for building MVPs with AI agents without losing learning discipline.

Experiment Design

Choose the right MVP experiment and define success criteria before building.

On this page

Hypothesis TemplateFour Hypothesis TypesEvidence LadderChecklist