---
license: apache-2.0
language:
- en
tags:
- reasoning
- logic
- socratic
- anti-sycophantic
- from-scratch
- edge-ai
- philosophy
pipeline_tag: text-generation
---

# Odigos Tiny Reasoner (1.1B)

> *Feynman verifies. Seneca navigates uncertainty. Aurelius sees clearly. Socrates makes you think.*

A 1.1B parameter reasoning engine trained from scratch on 2.1B tokens of curated reasoning data. Not a chatbot. A thinking partner.

## The Four Pillars

| Pillar | Voice | What it does |
|--------|-------|-------------|
| **Verify** | Feynman | Test claims computationally. Explain simply. No jargon. |
| **Navigate Uncertainty** | Seneca | Know what you don't know. Think second-order. Prepare for adversity. |
| **See Clearly** | Aurelius | Strip pretension. Accept reality. Practical wisdom. |
| **Challenge** | Socrates | Questions, not answers. Make the user find the truth themselves. |

**Jesus** is the moral thread throughout: parables as reasoning tools, uncomfortable truth, intellectual accountability.

## Unique Training Data

2.1B tokens, 100% open-licensed. No web crawl. Every token teaches reasoning:

- **1,240+ classical texts** from Project Gutenberg (Plato to Darwin to Jung)
- **Supreme Court opinions** (structured judicial reasoning)
- **Oxford-style debate transcripts** (adversarial argumentation)
- **D&D transcripts** (collaborative reasoning under uncertainty)
- **Repair guides** (diagnostic logic: symptom → cause → fix)
- **Formal proofs** (Lean, Coq, Isabelle)
- **44K+ SFT examples** with Socratic dialogues, tool use, and sycophancy resistance

## Specs

| | |
|---|---|
| Parameters | 1.1B (d36, 2304 dim, 18 heads, 3 KV heads) |
| Context | 64K native, 128K best-effort |
| Memory (Q4 + 128K) | 2.3 GB (fits on phone) |
| Architecture | GQA 6:1, Sliding Window, FA3, Smear+Backout, MuonAdamW |
| Training | 2x H200 SXM, 6 epochs, ~$153 |
| Post-training | SAGE-GRPO + PRM + PoSE context extension |

## Anti-Sycophantic by Design

Most models agree with you. Odigos doesn't. Trained from scratch on:
- Socratic dialogues that expose flawed reasoning through questioning
- Cognitive bias literature (Kahneman, Taleb, Sowell)
- Adversarial reasoning exercises
- Explicit sycophancy resistance training data

When it says your reasoning is sound, you can believe it.

## Product Family

| Model | Params | Context | Capability |
|-------|--------|---------|------------|
| **Tiny** (this) | 1.1B | 64K/128K | Uses tools. Edge deployment. |
| **Small** | 3.2B | 128K | Writes Python tools. |
| **Medium** | 5.5B | 128K+ | Extended reasoning + multi-language. |

Each builds on the previous via Grow Don't Overwrite. Full family: ~$536.

## Citation

```bibtex
@misc{odigos-tiny-reasoner-2026,
  title={Odigos: Reasoning Models That Think Honestly},
  author={Jacob Tamler Carter},
  year={2026},
  url={https://huggingface.co/fleshapron/odigos-tiny-reasoner}
}
```

---

*Odigos: Greek for "guide." Born April 1, 2026.*