--- 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.