Use a real framework weakness discovered during Milestones 1–7 rather than inventing one if possible.
### Exit Criteria
- a framework finding produces an explicit improvement hypothesis;
- the hypothesis is experimentally evaluated;
- the accepted change links back to concept and evidence;
- the discovered framework failure leaves behind a permanent self-verification or deterministic regression;
- the Concept ↔ Implementation Fitness Map is updated.
### Evidence Produced
The first completed **Concept–Implementation Fitness Loop**.
This is the milestone at which the self-improvement system genuinely exists.
---
## Milestone 9 — Verification Energy v0
### Goal
Begin measuring test value without prematurely optimizing the scoring model.
### Implement
Record immutable Energy Events such as:
```text
DEFECT_DETECTED
REGRESSION_CAUGHT
MECHANICAL_ADAPTATION
SEMANTIC_ADAPTATION
TEST_DEFECT
FALSE_POSITIVE
DUPLICATE
CRYSTALLIZED
USECASE_DEPRECATED
```
Initially calculate only a simple transparent score.
### Exit Criteria
- Energy is derived from event history rather than stored as unexplained state;
- every score change is explainable;
- Energy can influence campaign priority;
- criticality can override retirement;
- no automatic deletion is implemented yet.
### Evidence Produced
A dataset suitable for later testing whether Energy actually predicts verification value.
---
## Milestone 10 — First Compression Review
### Goal
Prevent the research prototype from turning into premature platform architecture.
### Review
Ask:
- Which concepts have no supporting evidence?
- Which implementation abstractions have no conceptual justification?
- Which metadata has not informed a decision?
- Which agentic behavior can now be deterministic?
- Which capabilities can be merged or removed?
- What have the experiments falsified?
### Exit Criteria
- at least one simplification is seriously evaluated;
- rejected concepts are marked as such rather than silently retained;
- architecture reflects experimental learning;
- updated Concept Model and Improvement Loop remain smaller or more precise where evidence permits.
### Evidence Produced
The first proof that self-improvement includes subtraction, not only accumulation.
---
# Recommended Execution Order
```text
M0 Research Control Plane
|
M1 Deterministic Semantic Kernel
|
M2 Test-Driver Lab
|
M3 Self-Verification v0
|
M4 Agentic Realization
|
M5 Mechanical Adaptation
|
M6 Defect vs Adaptation
|
M7 Crystallization
|
M8 Closed Improvement Loop
|
M9 Verification Energy
|
M10 Compression Review
```
The first major research gate is **M8**.
Before M8, test-driver has promising mechanisms.
At M8, it has demonstrated a complete evidence-driven self-improvement cycle.
---
# Prototype Success Gate
The initial research prototype should be considered successful enough to justify broader framework investment when it can demonstrate all of the following in one coherent system:
1. a multi-user use case expressed independently of implementation details;
2. deterministic independent oracles;
3. agentic realization of at least one semantic action;
4. recovery from legitimate mechanical implementation change;
5. rejection of a seeded semantic/security defect as a mere adaptation;
6. reproducible evidence;
7. crystallization into deterministic execution;
8. a framework failure converted into a permanent self-verification;