title: AERIS Chatbox
emoji: 🧠
colorFrom: gray
colorTo: blue
sdk: static
pinned: false
short_description: Cognitive layer for enhanced reasoning with Gemma-27b
AERIS Chatbox — Cognitive Inference Interface (Gemma-3-27B-it)
AERIS (Adaptive Emergent Relational Intelligence System) is a proprietary inference-layer framework designed to enhance dialectical reasoning in large language models.
Rather than modifying the model weights, AERIS configures the conceptual environment in which inference unfolds, using dynamically injected dialectical structures drawn from the Codex AIM.
This interface demonstrates AERIS applied to Gemma-3-27B-it, with no fine-tuning. It showcases how the same base model can reason differently depending on whether it operates with or without the cognitive modulation provided by AERIS.
System Features
- OpenAI-compatible API
- Frontend-only interface (HTML/CSS/JS)
- Backend hosted on Render, using
Gemma-3-27B-itvia OpenRouter - No logging or prompt retention
Compare Reasoning Modes
This demo allows users to compare the output of Gemma-3-27B-it:
- With AERIS: dynamically modulated by Codex AIM
- Without AERIS: raw, instruction-tuned output only
Compare outputs here:
Compare AERIS vs Baseline
Publications
Dulin, N. (2025). AERIS – A Minimalist Framework for Enhancing Emergent Reasoning in LLMs and its Cross-Model Evaluation.
DOI: https://doi.org/10.5281/zenodo.15206925Dulin, N. (2025). Beyond Reference Similarity: Limitations of Current Metrics in Evaluating Dialectical Reasoning in LLMs.
DOI: https://doi.org/10.5281/zenodo.15206984
Contact
Scientific inquiries, feedback and collaboration:
Dr. Nicolas Dulin
📧 [email protected]
This interface is provided as a public testbed. AERIS is currently being prepared for submission to LMSYS Arena.