test-driver/research/hypotheses/H-003-crystallization.md
tegwick eee7722714 T09: crystallization
A stable agentic realization becomes deterministic code. All four exit
criteria met; 163 tests pass.

- crystallization.py: trajectory capture, stability assessment requiring the
  same path across several runs, CrystallizedDriver, pytest codegen
- crystallized/test_grant_access.py: generated, runs with no model, carries
  its lineage in the docstring
- descendant preserves the ancestor's oracle set, agrees with it across five
  lab versions, and still catches a seeded defect
- reversibility shown both ways via new M24 (grant endpoint renamed): the
  frozen descendant fails loudly rather than searching, and the agentic
  ancestor recovers from the same mutation

F-0007 (open): the 54% cost reduction must not be quoted in support of the
thesis. The T07 runtime is token-free, so the measured saving is one page
fetch, one parse and a two-candidate scoring pass. The saving the concept
actually claims - tokens, latency, retry variance - is unmeasured. Together
with F-0005 this makes a bounded live-model experiment the highest-value next
investment.

Assertions in the generated test are imported rather than restated, so it is
not fully standalone. Deliberate: paraphrased claims would be a second
unverified statement of intent.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>

Assistant: claude-code
Assistant-Model: opus
Assistant-Process: 1629012@bnt-lap001
Assistant-Session: 78d4fb13-8a1e-474b-87a3-9b9261c49a39
2026-08-23 00:21:48 +02:00

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Markdown

---
id: H-003
title: Crystallization
status: EXPERIMENTING
created: "2026-08-22"
experiments: [E-002]
concepts: [C-crystallization]
---
# H-003 — Crystallization
## Claim
A sufficiently stable agentic execution can be converted into deterministic test
code without losing relevant oracle coverage.
## Falsification condition
Any of:
- the generated deterministic test cannot be produced without human authorship of
the assertions;
- it drops one or more oracles present in the agentic ancestor;
- it passes where the ancestor would have failed, or vice versa, on the same lab
version;
- it costs no less to execute than the agentic ancestor.
## Measurement
- Crystallization success rate.
- Oracle set of descendant vs ancestor — must be a superset or equal.
- Verdict agreement between ancestor and descendant across lab versions.
- Execution cost ratio (tokens, wall time) descendant : ancestor.
## Note on the cost criterion
The cost criterion is included deliberately. If crystallization preserves
semantics but saves nothing, the thesis is intact but the product rationale is
not — and that distinction should be visible in the record rather than discovered
by a user.
## Result (TD-WP-0002-T09)
| Criterion | Outcome |
|---|---|
| produced without human authorship of assertions | **met** — assertions are imported, not restated |
| drops no oracle from the ancestor | **met** — descendant's set is a superset |
| agrees with the ancestor across lab versions | **met** — baseline, M15, M17, M16, M13 |
| costs less to execute | **met, but see F-0007** |
Also demonstrated: the descendant still catches a seeded defect (M17), it fails
*loudly* rather than searching when its frozen path breaks (M24), and the agentic
ancestor recovers from that same M24 where the descendant cannot — the
reversibility case from `INTENT.md`, shown in both directions.
**Not falsified. Not yet supported on the criterion that matters most.** The
measured 54 % cost reduction comes entirely from removing local discovery work,
because the T07 runtime consumes no tokens. The saving crystallization actually
claims — model tokens, latency, retry variance — is unmeasured and unmeasurable
with this runtime. See `research/findings/F-0007-...`.
## Status log
- 2026-08-22 `PROPOSED`. No evidence.
- 2026-08-23 `EXPERIMENTING`. Fidelity criteria met; the economic criterion is
met only in a sense too weak to support the thesis.