Learning Admission
The Learning Admission Engine is a purely selective layer. Its only responsibility is to decide if a test pattern is admissible for systemic learning.
IDENTITY: Rejection is the DEFAULT. Learning is OPTIONAL. SATE-Laravel learns ONLY from audit-grade proof.
Selective intelligence > broad ingestion. Weak patterns poison intelligence.
Input Source Restriction
Only 100% verified tests are considered.
01 — Canonical Definitions
Deterministic
Outcome is stable across executions given identical inputs and environment. No fluctuation allowed.
Act
The specific operation under test (e.g., $this->post('/endpoint') or $service->run()).
Observable Effect
A verifiable state change outside local scope (Database, HTTP, Events, Files).
Causal Anchor
A provable, one-way relationship: Act → Observable Effect → Assertion.
02 — Learning Admission Rules
Binary Outcome
The test must be strictly deterministic. No retries, no randomness, no time dependence, and no environment coupling.
Any pattern exhibiting non-stable outcome across identical executions.
Causal Anchor Required
The observable effect must be explicitly produced by the Act and impossible to manufacture without it.
If causality cannot be PROVEN, the pattern is rejected.
Phase-1 Compliance
The test must satisfy all Auditor requirements: Observable Effect validation, No Fake Anchors, and Act-Result anchoring.
Learning never weakens audit rules.
03 — Explicit Rejections
Learning is a privilege. To prevent contamination, the engine immediately rejects any test run containing:
These rules apply even if the test passes open source standards or is widely used.
04 — The Rationale for Selectivity
Learning from weak tests produces weak generators. SATE-Laravel prioritizes high-integrity causal patterns over sheer data volume to protect your most expensive asset: developer time.
- /
Predictable Suggestions: You receive test suggestions based only on patterns that have proven their behavioral truth under audit.
- /
Zero Technical Debt Ingestion: By refusing to "remember" logic-less or unanchored tests, the system prevents the accumulation of "Ghost Tests" in your suite.
- /
Framework-Idiomatic Wisdom: Instantly leverage the collective integrity of patterns learned from the most robust Laravel projects in existence.
05 — Output Contract
Engine Final Decisions:
SATE-Laravel doesn’t learn more. It learns better — and only when the proof is real.
06 — Cryptographic Deletion & Public Proof
We do not ask you to trust us. We give you proof.
When you delete your application from SATE-Laravel, the deletion is not a promise or a policy — it is a cryptographic event.
Before deletion, your workspace is deterministically fingerprinted. After deletion, a cryptographic receipt is generated, signed, and permanently anchored on a public blockchain.
This receipt proves what was deleted, when it was deleted, and that the deletion cannot be reversed or denied.
The blockchain acts as a neutral, third-party witness. No one — including SATE-Laravel — can alter or revoke this proof.
07 — Deletion Proof Boundaries
- /
We delete your workspace and artifacts from our active systems.
- /
Your receipt proves a cryptographic proof of deletion event was executed and anchored.
- /
Receipt does not claim physical media shredding.