Lab History
Research Timeline
How the work has evolved, newest first. Discoveries sit next to failures because that is how the sequence actually happened.
- 2026-07Architectures
HibbieFormer-HX blueprint
Falsifiable program: helical core, dendritic mixer, fast memory, sleep, neuromodulation — with pre-registered go/no-go gates.
Open record → - 2026-07Agents
Remy replaces Hermes + OpenClaw
Agent consolidation; sub-agent router verified live across 4 providers.
Open record → - 2026-07Models
HELIX-200M foundation run
209M H-E-R hybrid past step 120k at val PPL 39.4, ~2,900 tok/s.
Open record → - 2026-06Models
SLM-10M published
9.97M-param GQA transformer, 25B tokens, full scorecard on HuggingFace.
Open record → - 2026-06Infrastructure
Kernel hot-swap in production
Mid-training swap: −57% memory, +40% throughput, 1e-7 gradient parity.
Open record → - 2026-05Infrastructure
v2_evolve kernels
ssd_scan, chunk-parallel GLA (128K+ ctx), fused proj+SiLU+scan — with training VJPs.
Open record → - 2026-04Experiments
D-CSIL-2 benchmark trajectory
Capability emergence measured across checkpoints; dialogue 40% → 80%.
Open record → - 2026-03Experiments
SynapNet V3 measured
42.6M O(L) hybrid: PPL 66.03 on WikiText-2 at 2,773 tok/s.
Open record → - 2026-03Architectures
FieldTransformer v1
Physics-inspired field layers; v1.2 converges, v1.3c killed, v1.4 BPE rebuild.
Open record → - 2025-08Discoveries
d512 recurrent core: PPL 10.2
Best documented 2025 result — 958 → 10.2 between steps 500 and 5500.
Open record → - 2025-08Models
HibbieFormer TinyStories run
215 plasticity cycles, 21,476 steps, PPL ~2.1–2.9; cycle-150 eval; patent package.
Open record → - 2025-05Agents
Five-model debate UI
Qwen2/Llama3/Mistral/Gemma/DeepSeek turn-based debate with orchestrator and RAG.
Open record → - 2025-03Infrastructure
RV Leveler v2.5 working
ESP32 BLE tilt system: live bubble-level display, graded audio feedback, deep-sleep power management — plus a live Xcode companion app.
Open record → - 2025-01Agents
CSI Agent Hive
MQTT multi-agent system with per-pair trust scores on Raspberry Pi 5 nodes.
Open record →