STATUS: ACTIVE TRAINING RUN

Dual-Stream Cognition.

We are deprecating the monolithic Transformer.

Aeternum develops CFC Architectures—proprietary models that decouple Contextual Awareness from Symbolic Reasoning, achieving order-of-magnitude efficiency gains.

Partner with Us View Latest Run ↓
CFC
THETA / GAMMA

PHASE 02 // SCALING TELEMETRY

The Efficiency Breakthrough

Our active run is validating the architecture at scale. The following metrics are pulled directly from our latest training snapshot (Step 115k).

Latest Checkpoint Performance

  • ✔ Reasoning Density: 43.20% (Maintained at scale).
  • ✔ Baseline Delta: +0.648 vs Standard Transformer.
  • ✔ Training Loss: 3.2188 (Converging).
  • ✔ Training Speed: 38,331 T/s (Cluster Throughput).

TRAINING METHODOLOGY

Proprietary "Self-Crystallizing" Curriculum.

aurora_research_manifest_v1.log
...
[2025-12-14 06:03:28] Step 115070 | Loss: 3.1719 | Reasoning: 46.33
[2025-12-14 06:04:36] Step 115080 | Loss: 3.1094 | Reasoning: 50.49
[2025-12-14 06:05:45] Step 115090 | Loss: 3.2188 | Baseline Delta: +0.6480 | Reasoning Density: 43.20
>> ANALYSIS_DAEMON:
Blockwise Embedding Norm (BEN) Active.
Gamma Stream Latency: Nominal.
_

PHASE 02 // THE IP

Causal Frequency Coupling

Biological brains do not process poetry and algebra with the same neural pathways. Neither do our models.

STREAM 01: THETA

CONTEXTUAL

A high-compression, low-frequency stream dedicated to maintaining broad world models, narrative coherence, and environmental state.

> LONG-HORIZON MEMORY
> SEMANTIC ANCHORING

STREAM 02: GAMMA

SYMBOLIC

A sparse, high-frequency stream activated only for precision tasks. It handles symbolic manipulation, logic gates, and error correction.

> DISCRETE LOGIC
> VERIFICATION GATES

RECURSIVE VERIFICATION

ADAPTIVE

Our proprietary training protocol forces the model to generate, critique, and refine its own outputs against ground truth before finalization.

> SYNTHETIC CURRICULUM
> SELF-CORRECTION LOOPS

Next: Aurora-7B

We are currently scaling the CFC architecture. This threshold allows for the emergence of advanced multi-step reasoning while maintaining edge-deployment viability.

STATUS SCALING

Cognitive Lifecycle

01 // IDENTIFY

Reasoning

Gamma-stream logic application

03 // AUDIT

Crystallization

Permanent policy optimization

SECURE CHANNEL // PARTNERSHIPS

Partner With Us

We are currently engaging with select partners for Seed financing to accelerate the training of Aurora.

To request access to our technical whitepaper and investor deck, please contact the founding team directly.

INITIATE_CONTACT: rob@aeternums.com

Aeternum Labs Inc. • Delaware C-Corp