ATOMELM

Timeline Log

Chronological timeline of ATOME LM model training, architecture experiments, and scaling behavior.

Project Initialization: Project ATOME

Initial infrastructure setup and baseline tests on 7B parameter foundation models. Establishing the zero-shot baseline for reasoning tasks.

Baseline MMLU:34.2%Parameters:7.1B

MoE Architecture Validation

Implemented Sparse Mixture of Experts. Significant efficiency gains observed during early routing tests.

+22% WIN RATEvs. dense baseline

944K Vanilla Pivot

At step 944K of Phase II pre-training, model experienced sudden degradation in mathematical reasoning. Vanilla crossover failed to generalize.

Rollback executed to step 900K.

Investigating learning rate scheduling anomalies and data mixture ratios for code vs. natural language.

QEMU emulator Morning Bug

Discovered critical state corruption during large batch QEMU emulation tasks.

SSM-state bug fixed

Resolved the state space model tracking issue affecting sequence lengths.

Resuming normal training.

In Flight

Finalizing pre-release checks.

🛫 In Flight: Pre-Release Checklist

✓
Red-teaming framework finalization
Context window extension to 128K
WIP
Public API endpoint load testing