Seven independent audits backing every step of the path.
Before reaching homes, schools or public institutions, the instrument powering the TAEO | EdTech app passes seven non-circular scientific, linguistic and mathematical verifications. We combine direct analysis of every text with engine stress testing on hyper-asynchronous synthetic profiles and formal theorem proving to locate without bias the developmental level of every child or young person.
Why we audit our technology with formal standards and extreme synthetic profiles.
Supporting a child’s daily growth requires complete trust. When a family answers the Skills and Competencies Profile on a mobile phone, PC or tablet, or when a school network or government agency adopts TAEO | EdTech for community support programs, they need certainty that every recommendation comes from a sound, unbiased instrument that any adult can understand.
For that reason, prior to commercial launch and as the foundation preceding empirical psychometric field studies with human cohorts, the TAEO Psychoeducational Organization publishes exclusively the seven non-circular verifications conducted on the 1,224 milestones along with the adaptive engine of TAEO | EdTech. Auditing all 7,344 real texts with external linguistic models, algebraically proving the algorithm’s theorems and subjecting the search engine to hyper-asynchronous synthetic profiles (highly uneven combinations across areas that rarely appear together in nature) ensures that the Matrix responds accurately even under the most demanding conditions.
What each protocol verifies, its technical chart and what it certifies.
Each verification examines an independent dimension of the instrument or the adaptive engine without circular validation: direct inspection of all 7,344 real texts, algorithmic stress simulation with extreme synthetic profiles and exhaustive mathematical proof.
- 01Stochastic simulationCertified
Monte Carlo simulation across diverse and hyper-asynchronous profiles
Subjects the search algorithm to synthetic stress profiles, including hyper-asynchronous cases combining high levels in one aspect with early stages in another, verifying that it always reaches the true baseline.
Protocol visualizationBinary-search convergence toward true developmental level (~3.1 steps) - 02Computational semanticsCertified
Semantic topology in 300-dimensional vector space
Empirically audits all 7,344 real instrument texts with external linguistic embeddings to measure fidelity between each milestone and its caregiver question, ruling out cross-area duplicates or collapsed options.
Protocol visualization300d cosine similarity distribution (0.960 mean · 0 collapsed pairs) - 03Formal linguisticsCertified
Morphosyntactic analysis via dependency parse trees
Builds the syntactic parse tree for each of the 1,224 personalized caregiver questions to verify active-subject or prepositional-object placement, verb agreement and low reading complexity.
Protocol visualizationUniversal Dependencies parse tree (4.36 mean syntactic depth) - 04Reading comprehensionCertified
Health-literacy readability (INFLESZ scale and Crawford grade level)
Measures syllabic density and sentence length directly on the 1,224 Spanish questions so that mothers, fathers, caregivers or teachers understand what is observed at home at first glance.
Protocol visualizationINFLESZ health-readability gauge (75.3 pts · optimal threshold ≥ 65) - 05Property invariantsCertified
Automated property-based verification and edge-case fuzzing
Runs the production adaptive engine and Matrix calculator against hundreds of arbitrary or extreme response combinations to verify that baseline, ceiling and in-progress rules never contradict each other.
Protocol visualization100% verification across all 6 formal invariants under boundary vectors - 06Theorem provingCertified
Formal mathematical verification with an SMT logic solver
Translates the adaptive engine and Matrix rules into formal equations to prove that across the entire universe of possible states it is algebraically impossible to leave an unclosed interval or produce an asymmetry.
Protocol visualizationAlgebraic state space: counterexample set proven empty (∅) - 07Data governanceCertified
Data contracts, referential integrity and psychoeducational traceability
Certifies that every milestone or descriptor satisfies strict contracts of integrity, typing, uniqueness and format, transparently auditing correspondence between the scale and the activity catalog.
Protocol visualization100% schema-contract compliance across all 7,344 validated records
Scientific transparency with strict protection of security and privacy.
We publish the standards, methodologies and certified indicators of our seven non-circular audits while safeguarding everything that protects families and the intellectual property of TAEO | EdTech.
Zero exposure of family data
All engine stress simulations and property verifications are executed on formal models and hyper-asynchronous synthetic profiles, never using or exposing personal information from any family.
Protection of trade secrets and platform security
To protect the operational security of the app and our psychoeducational model, this public synthesis omits source code, internal database topologies, algorithmic thresholds and configuration parameters.
Institutional dossier under non-disclosure agreement
Ministries, government agencies, school networks and partner organizations that need to review the full technical proceedings under an institutional agreement may request them through our official channel.
Do you represent a public institution, school network or partner organization?
Write to us at [email protected]