Truth-Aligned AI

Seeking truth and integrity in the age of generative AI.

Coherascent Labs operates as a dual-mandate firm: advancing neuro-symbolic and deterministic AI research to reduce hallucination at the architectural level, while building educational technology that puts verifiable reasoning directly into the hands of students. Our research in formal logic, mathematical optimization, and model control informs Lune Synth™, our app for handwritten reasoning, rigorous grading, and adaptive learning.

  • Remote-first
  • Research Started Jan 2026
  • Active Research Program

Dual Pillars

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Pillar One

Foundational Research

  1. Neuro-Symbolic Bridge - Connecting explicit rule systems with data-driven Transformer architectures.

  2. Deterministic Architecture - Building control layers that force probabilistic agents to adhere to formal logic structures.

  3. Continuous DPLL & Optimization Cognition - Investigating SAT-style reasoning inside differentiable vector spaces and designing gradient ascent pathways to reveal latent cognitive states.

View Lune Synth™

Pillar Two

Lune Synth™

  1. The anti-slop study app - Do the work on paper. Scan it in. Get feedback that actually helps.

  2. Read the work - Lune Synth™ turns handwritten reasoning into clean, checkable steps.

  3. Grade the reasoning - Every score points to the exact break and the next move.

  4. Practice what matters - Targeted drills, streaks, and trusted sources keep progress moving.

Unifying Methodology

The Symbiosis of Theory and Application

Theoretical rigor requires real-world validation. Our foundational research in mathematical optimization and high-dimensional calculus directly powers the deterministic grading engines of our educational platform. Conversely, deploying these models in a live, adaptive learning environment stress-tests our architectures, ensuring our pursuit of hallucination reduction is grounded in practical, measurable utility.