A·R·I·A
ADAPTIVE RECURSIVE IMPROVEMENT ARCHITECTURE
⬡ META × HUGGING FACE × PYTORCH HACKATHON 2026 ⬡
SYSTEM ONLINE — READY TO LAUNCH TRAINING
0 Loop Idx
38 SFT Rows
— Success Rate
— Mean R_ARIA
— Train Loss
Reads SFT data from Space repo → Fine-tunes Llama 3.2-3B → Saves checkpoint
Training Config
loop_idx
lora_rank
epochs
learning_rate
max_seq_len
l4_diversity_w
5-Layer Architecture
L1
AssertionBreaker
Owned ground truth eval
G4
L2
RewardGuard
Gaming + Goodhart detection
G2
L3
MetaAudit
Editable outer loop + param self-edit
G1
L4
ArchiveDirector
Diversity-aware task sampling
G3
L5
HeuristicEvolver
Self-evolved sampling heuristic
G5
Loop Progress
0% SUCCESS
20% DIVERSITY
0% CLEAN EPS
Live Training Log
[ARIA]Dashboard initialized. Waiting for launch...
[ARIA]Space repo: Aniket-2004/Meta-Finale
[ARIA]SFT source: sft_data/sft_loop0.jsonl
[INFO]All systems nominal. Click LAUNCH TRAINING to begin.