The technology behind every component of TAEO | EdTech.
Behind a simple experience on mobile, PC or tablet runs an architecture engineered to guide families with mathematical precision, linguistic clarity and professional warmth. Here is how the six modules of the application work on the inside, and why the entire system runs on deterministic algorithms and real specialists, with zero artificial intelligence in your experience.
Six integrated modules uniting computational science with over sixteen years of in-person experience.
When a mother, father, caregiver or teacher opens TAEO | EdTech, everything feels natural: easy-to-read questions, a clear map of strengths and a concrete activity ready to practice at home. Yet for that simplicity to work seamlessly across thousands of unique households, every piece of the platform solves complex challenges in algorithms, linguistics and security behind the scenes.
Instead of building isolated modules or delegating sensitive guidance to generative models, we engineered a continuous, deterministic flow: the Skills and Competencies Profile feeds the Matrix, the Matrix activates the daily Path with its 5,548 activities, the Academy synchronizes adult training and our multidisciplinary team guides families using real data, with zero artificial intelligence across the entire family experience.
Step-by-step technical architecture, in the exact order every family experiences the app.
We walk through the six core components of TAEO | EdTech in the same sequence families use them from day one, followed by the architectural principle that guarantees an AI-free platform guided by human judgment.
- 01Component 01 · Skills and Competencies ProfileIn production
From 1,224 milestones to ~146 questions with reading clarity, age neutrality and multimodal access
Rather than asking all 1,224 milestones one by one, the engine combines adaptive binary search with double-milestone confirmation and intra-aspect median warm-start, completing the session in roughly 146 questions (~3.1 per area) with 0.00% unfinished routes. At the same time, every prompt passed neural syntactic parsing and health-readability verification (75.3 INFLESZ score), using dignified everyday objects without infantilization or age caps and equally recognizing spoken words, signs, gestures or augmentative communication systems (AAC).
Architecture diagramAdaptive funnel (1,224 → ~146 questions) and triple linguistic seal - 02Component 02 · The Matrix and the Skills BalanceIn production
Mapping the eight aspects of neurodevelopment without averages that hide the person
As soon as the questions are completed on mobile, PC or tablet, the algorithm independently calculates the developmental level (on a 0 to 12 scale) across each of the specific areas that make up the eight aspects: Psychomotor, Cognitive, Language, Socio-emotional, Independence, Moral, Sexual and Sensory Integration. By weighting all four response grades (“Always”, “Sometimes”, “Rarely” and “Not yet”), it pinpoints the consolidated floor, emerging skills and current ceiling without letting a high strength mask another area that needs support.
Architecture diagramMultidimensional map of the 8 aspects across the 0 to 12 developmental scale - 03Component 03 · The Personalized PathIn production
Direct mathematical symmetry between developmental level and what you practice each day
Between the Matrix map and daily practice there is an exact algebraic correspondence, with no need to build manual plans. Every step where an emerging skill is detected (behaviors observed “Sometimes” or “Rarely”) together with the immediate next milestone automatically populate the active tracks of the Path. As the family logs everyday progress, the server updates the profile and unlocks the next milestone at each person’s own pace.
Architecture diagramSymmetric coupling: from the transition zone to the daily Path - 04Component 04 · The 5,548 ActivitiesIn production
Over sixteen years of real programs brought into everyday home settings
The catalog of 5,548 activities captures the accumulated know-how of the programs of the TAEO Psychoeducational Organization, which have evolved over more than sixteen years of in-person work in its centers alongside thousands of families. Each of the 1,224 milestones unfolds into multiple variants tailored to home, mealtime, bath time, play, the park or school, using ordinary household items and integrating clear adult steps, custom illustration, audio guidance and printable PDF materials.
Architecture diagram16+ years of programs → 1,224 milestones → 5,548 multimodal activities - 05Component 05 · The AcademyIn production
Psychoeducational training in human language synchronized with your family’s current stage
So that the adult understands the purpose behind every daily practice, the Academy translates directed neuroplasticity, sensory integration, communication and self-regulation into brief readings, videos and training sessions. Instead of offering a static library where it is hard to know where to begin, the platform links those guides and resources with the areas your child is actively working on in the Path, backing every step at home.
Architecture diagramReal-time synchronization between active Path tracks and the Academy - 06Component 06 · Chat and Multidisciplinary Team SupportIn production
Human specialists who guide you using the same Matrix and progress you see on screen
The application connects families directly with the multidisciplinary team of the TAEO Psychoeducational Organization (specialists in psychology, psychopedagogy, language and occupational development) through messaging channels and live guidance sessions streamed inside the platform. Because the professional reads the same map and daily activity log updated by the family, every answer starts from real context and never from scratch.
Architecture diagramHuman bridge: family and multidisciplinary team over shared context - 07Cross-cutting architecture · Zero AI in your experienceIn production
Exact mathematical algorithms and 100% human judgment: why our app does not use artificial intelligence
Supporting a child’s neurodevelopment demands certainty and human sensitivity; it leaves no room for improvised answers or black boxes. For that reason, no feature in the app relies on generative models or chatbots: the Skills and Competencies Profile calculates levels with exact mathematical formulas, the Path assigns practices verified beforehand by specialists, and every chat question or follow-up is answered by a real person from our multidisciplinary team, with strict privacy inside your authenticated session.
Architecture diagramDeterministic architecture and 100% human support across the entire app
Every technological component is backed by scientific and mathematical audits.
We do not ask for blind trust in our architecture: we subject all 1,224 milestones, the adaptive engine and our data contracts to seven reproducible protocols in stochastic simulation, computational linguistics and formal theorem proving.
Monte Carlo simulation and formal logic
Convergence and symmetry theorems between the Matrix and the Path are proven with Microsoft Z3, Hypothesis and 28,896 synthetic routes with zero truncations.
Linguistic audit across all 7,344 texts
Every milestone, caregiver question and descriptor passed 300-dimensional vector topology checks, UD syntactic parse trees and INFLESZ health-readability scoring.
Explore the public audit report
Review the certified indicators, technical visualizations and scope of all seven verifications in our dedicated scientific validation section.
Want to examine the seven scientific and mathematical verifications of the engine in detail?
View audits and scientific validation