The Manifesto
Making intent explicit.
An Agile & Scrum‑aligned manifesto for Intent/Spec‑Driven, AI‑assisted delivery.
Inspired by Agile, informed by Scrum, enabled by Spec‑Driven Development.
Preamble
What we have learned
- 1
We are uncovering better ways of delivering valuable products by combining Agile principles, Scrum discipline, and AI‑assisted execution.
- 2
Through this work, we have learned that when AI participates in delivery, ambiguity compounds faster than velocity.
- 3
Speed is no longer constrained primarily by coding capacity. It is constrained by clarity, decisions, and intent upstream.
- 4
Therefore, we commit to making intent explicit, decisions deliberate, and Scrum practices purposeful rather than ceremonial.
Core values
What we value more
While there is value in the items on the right, we value the items on the left more.
Intent over interpretation
Clear product intent, constraints, and trade‑offs over inferred requirements.
Explicit decisions over emergent understanding
Problem framing, evidence, and hypotheses over “we’ll figure it out later.”
Executable specifications over implicit alignment
Living, testable specs over shared assumptions and tribal knowledge.
Outcomes over output
Measurable customer and business impact over story throughput.
Empiricism with guardrails over speed without control
Learning fast within constraints over unbounded experimentation.
Scrum discipline over Scrum theatre
Purposeful use of Scrum events over ritual compliance.
Principles
Principles of Intent‑Driven, Spec‑Driven Agility
- Principle 01
Intent is the primary product artifact
Intent is not a conversation; it is an explicit and shared understanding of:
- The user
- The problem
- The business impact
- The constraints
- The risks
- The tradeoffs
If intent is unclear, work should not start.
- Principle 02
Specs are written after decisions, not to discover them
Specifications are not the starting point.
Before a spec exists, teams must have:
- Hypothesis
- Clear problem framing
- Evidence and insight
- One or more testable hypotheses
Specs exist to lock decisions in, not to surface them during development.
- Principle 03
Specifications are constraints/guardrails, not documentation
Specs are not descriptions of work after the fact.
They are the single source of truth that constrains execution for humans and AI.
A good spec makes it easier to say no than yes.
- Principle 04
Hypotheses are the backbone of scope
Every meaningful product initiative is anchored in hypotheses that:
- Are grounded in evidence
- Define measurable outcomes
- Enable tradeoffs
- Filter scope
If a feature does not support the hypothesis or mitigate its risk, it does not belong in the spec.
- Principle 05
Code is an expression of intent, not the source of truth
When intent or decisions change, specs change first.
Implementation follows.
Code without clear intent creates costly rework and hidden risk.
- Principle 06
Change is welcome when intent remains explicit
Adaptation is expected.
Ambiguity is not.
Changes are handled by:
- Correctly classifying the change
- Updating intent and specs
- Reapproving when necessary
- Principle 07
Product Owners are owners of intent, not ticket queues
Product Owners are accountable for:
- Hypothesis
- Problem framing
- Scope and tradeoffs
- Spec quality
Their leverage comes from clarity, not coordination.
- Principle 08
AI accelerates clarity — or hides its absence
AI is a force multiplier.
Used well, it:
- Accelerates synthesis
- Improves consistency
- Surfaces gaps
Used poorly, it:
- Fabricates confidence
- Masks missing decisions
- Scales ambiguity faster than humans ever could
Humans remain accountable for decisions. AI must never stand in for unresolved thinking.
- Principle 09
Quality is designed before it is tested
Quality emerges from:
- Clear constraints
- Explicit acceptance criteria
- Known risks and assumptions
Testing verifies understanding — it does not replace it.
- Principle 10
Continuous improvement applies to thinking, not just doing
We continuously improve:
- How we frame problems
- How we express intent
- How we use AI
- How decisions flow through the system
Closing
This manifesto does not replace Agile or Scrum. It completes them for an AI‑assisted world.
When execution accelerates, clarity must arrive earlier.
We commit to paying the cost of thinking sooner because it is cheaper, faster, and safer there.