NIGHT-MOE-1 & European Night Multi-MoE QLoRA Results (Sole Tesla T4 16 GB)

⚡ Sole T4 GPU Dual-Mode Schedule (socreateai-agora-hermes-node1 • 15,360 MiB VRAM):
• European Daytime & On-Demand Interactive Inference (07:00–22:00 CET/CEST): 100% dedicated to serving hivemind/coder, hivemind/bee-stars (validated Stars QLoRA adapter), hivemind/coder-lite, and hivemind/auto (t4_governor.py polls nginx at 1 Hz; BOINC GPU mode = never).
• European Night Window (22:00–07:00 CET/CEST) & Quiet Windows (≥30s idle): Trains QLoRA of more MoE experts across more datasets (ibm-granite/granite-3.1-1b-a400m-base on 10 signed WikiText-2 shards, plus NIGHT-MOE-2 Exoplanets, Verified GSM8K/Lean4 Maths, and Execution-Verified Code/Cyber), with <1.0s automatic preemption back to inference whenever a prompt arrives. Live T4 Status JSON • Night-MoE JSON • Back to Dashboard

Qwen2.5-Coder-7B-Instruct Q4_K_M (QLoRA r16 a32 adapters). Exact paired McNemar against the base model on identical items; alpha 0.05, Bonferroni alpha 0.00294 over 17 transfer/interference cells. The validated stars adapter (+0.404 gain, p < 1e-4) is now served live as hivemind/bee-stars. JSON

Subjects

SubjectOwn packBaseAdapterDeltapShuffled controlVerdict
cybercyber (n=500)0.650.660.010.38330.658 NSNO_GAIN
exoplanetexoplanet (n=600)0.36160.87330.511700.3867 GAINVOID
mathsmaths (n=200)0.7850.715-0.070.070390 HARMNO_GAIN
starsstars (n=317)0.48890.89270.403800.306 HARMVALID

Transfer and interference

AdapterPackKindnBase (same items)AdapterDeltapFlagBonferroniUnparsable
cyberastro_transferinterference1000.730.7301NSno1
cyberexoplanetinterference1000.380.410.030.25NSno0
cyberphysics_transferinterference1000.450.460.011NSno1
cyberstarsinterference1000.460.540.080.00781GAINno0
exoplanetastro_transfertransfer1520.71050.71710.00661NSno0
exoplanetcyberinterference1000.790.7901NSno0
exoplanetphysics_transferinterference1000.450.41-0.040.125NSno1
exoplanetstarsinterference1000.460.520.060.07031NSno0
mathsastro_transferinterference1000.730.28-0.450HARMyes54
mathscyberinterference1000.790.55-0.240HARMyes30
mathsexoplanetinterference1000.380.580.20GAINyes0
mathsphysics_transfertransfer4880.5410.3422-0.19880HARMyes155
mathsstarsinterference1000.460.60.140.00258GAINyes0
starsastro_transfertransfer1520.71060.73030.01970.25NSno0
starscyberinterference1000.790.7901NSno0
starsexoplanetinterference1000.380.3801NSno0
starsphysics_transferinterference1000.450.44-0.011NSno0

Reasons and gaps

European Night Multi-MoE & Multi-Dataset QLoRA Expansion Queue

Track IDMoE / Expert ModelDataset & ShardsSchedule WindowStatus & Measured Telemetry
BOINC-MOE-GRANITE-WIKITEXTibm-granite/granite-3.1-1b-a400m-base (1.3B MoE, 400M active, NF4 + fp32 LoRA r=8)Salesforce/wikitext (10 HMAC-SHA256 signed shards hmq_00001..00010)European Night (22:00-07:00 CET) & ≥30s IdleACTIVE CHAINED QUEUE (2 WUs assimilated, loss 2.280->2.167, 0.0 replay div)
NIGHT-MOE-1-BEE-STARSQwen2.5-Coder Specialist Expert (hivemind/bee-stars)GAIA / Hipparcos Stellar Spectral & Luminosity Pack (n=317)Trained European Night -> Serving Live 24/7VALIDATED & SERVING LIVE (0.489->0.893, +40.4%, p<1e-4)
NIGHT-MOE-2-EXOPLANETQwen2.5-Coder-7B/14B & Sparse MoE Expert (exoplanet)Kepler / TESS Exoplanet Transit & Star-Split Catalogue (n=600)European Night (22:00-07:00 CET)SCHEDULED NIGHT WINDOW (Beat control 309 to 17; SigmaMoE router gate)
NIGHT-MOE-2-VERIFIED-MATHSQwen2.5-Coder-7B/14B & 20B/30B MoE (maths)GSM8K & Lean 4 Rejection-Sampled Verified Self-Solutions (n=300+)European Night (22:00-07:00 CET)SCHEDULED NIGHT WINDOW (Verified self-solutions + cross-domain control)
NIGHT-MOE-2-CODE-AND-CYBERQwen2.5-Coder-7B/14B & Qwen3-30B-A3B MoE (code + cyber)Live OpenRouter Coding Prompts (Pytest Verified) + CTI-Bench / MMLU MCQEuropean Night (22:00-07:00 CET)SCHEDULED NIGHT WINDOW (La Ruche SigmaMoE multi-expert gate)