Building AI That Teaches,
Not Just Answers
We create evaluation-first agentic systems that prioritize understanding over convenience, learning over speed, and long-term growth over quick answers.
Redefining AI for Learning
We believe AI in education should surface misconceptions, encourage productive struggle, and measure what actually matters: conceptual growth.
TodoFoco LLC is the parent company behind two complementary brands. TodoFocoEDU brings pedagogically-constrained AI to STEM learners, while TFLabs builds the evaluation-first agentic platform that powers it all. Together, they represent a new approach to AI — one where restraint is a capability, not a limitation.
Evaluation-First
We measure before we deploy. If it can't be evaluated, it doesn't ship.
Pedagogy as Constraint
Educational effectiveness is an architectural guarantee, not a prompt hack.
Reasoning Over Answers
We optimize for trustworthy reasoning and diagnosis, not answer delivery.
Measurable Impact
Every system we build produces evaluable artifacts and measurable outcomes.
Our Brands
Two products, one philosophy: AI should earn trust through evaluation, not assumption.
TodoFocoEDU
AI-Powered Pedagogical Learning
A STEM learning platform that refuses to solve when it would undermine understanding. Built for high school learners, starting with AP Chemistry. TodoFocoEDU treats students as cognitively vulnerable users and optimizes for long-term conceptual growth — not homework completion.
TFLabs
Evaluation-First Agentic Platform
The domain-agnostic technology platform that powers TodoFocoEDU. TFLabs is built on a simple principle: nothing unevaluable is trusted. With modular RAG, multi-provider LLM orchestration, and domain isolation, we build agentic systems that reason reliably.
Our Core Principles
The shared philosophy that unites TodoFocoEDU and TFLabs — where restraint is a capability, not a limitation.
Evaluation Precedes Trust
If we can't evaluate it, we don't deploy it. Every capability must prove its worth through measurable outcomes.
Pedagogy as Constraint
Educational effectiveness is an architectural guarantee — baked into the system, not layered on as a prompt.
Understanding > Answers
A correct answer without understanding is a pedagogical failure. We optimize for conceptual clarity.
Productive Struggle
Difficulty is not a bug. We preserve the cognitive challenge that builds resilience and deep learning.
Misconception Visibility
We surface what students misunderstand, not hide it with scaffolding. Wrong reasoning is more valuable than correct guessing.
Long-Term Outcomes
We optimize for transfer and autonomy — students who can learn independently, not just perform with assistance.
Built for Reliability
Modern AI orchestration meets rigorous evaluation — systems that don't just perform well, they perform predictably.
Our platform combines multi-provider LLM flexibility with domain-specific knowledge isolation and continuous evaluation. Every agent behavior is observable, debuggable, and measurable — because systems should teach their operators how they fail.