🐝 Screen 01 — The Cyber-Bee & Beehive Concept in Simple Terms For Gamers, Astrophysicists & Citizen Scientists
Imagine a global Cyber-Beehive (La Ruche). Across the world, millions of PC gamers, students, astrophysicists, and open-source lovers own powerful consumer GPUs that sit idle 80% of the time. Alone, one home GPU cannot train a frontier AI or scan the universe. Together as a swarm of Worker Bees, we form an open community supercomputer!
When your PC is idle, reading, or AFK, your Worker Bee wakes up and crunches compact AI & astrophysics micro-tasks under a strict 6,656 MiB VRAM ceiling.
Start Cyberpunk 2077, Elden Ring, Steam, or Blender? The hardware circuit-breaker yields 100% of your GPU in < 1.5 seconds. Zero FPS drop!
Each Bee trains a tiny QLoRA adapter compressed 30.89x via 8D Gosset Lattice geometry and seals it into a hexagonal cell (Alvéole) inside La Ruche on SocrateAI GCP Cloud Storage.
Every workunit awards HiveMind Compute Points (0.00 EUR / 0.00 USD). Spend your points anytime on Python coding (GWAYA), Astrophysics, Visual Generation, or download the open MoE models!
🍯 Live Cyber-Beehive Simulation: GPU Bees → La Ruche
E8 Nectar Flow🎬 Interactive Cyber-Bee & Exoplanet Video Cinema (4 Chapters + WebM Stream) Chapter 01/04 • 00:00 / 00:24
🖼️ High-Precision Cyber-Bee & Exoplanet Vector Visualizations (SVG) ⬇ Poster SVG
🎮 Screen 02A — Join the Swarm & Gaming Preemption Simulator IDLE SWARM MODE (+250 PTS/WU)
Test how your consumer GPU behaves when you launch a video game versus when your PC is idle:
NoneJoin HiveMind@home in 3 Commands (Linux / Windows WSL2 / macOS)
git clone https://github.com/xaviercallens/HiveMind.git && cd HiveMind uv sync --all-extras uv run python scripts/test_public_gcp_hivemind_client.py --url https://hivemind-at-home-ruche-cfhmhmvv5a-uc.a.run.app
⚡ Screen 02B — Earn & Spend HiveMind Compute Points Studio Wallet: 1,250 Compute Points
1. Earn Points: Click Mine 1 Workunit (+250 pts) to lease & submit a real federated QLoRA update.
2. Spend Points: Use your points below for Python Coding (GWAYA), Astrophysics Planet Detection, Visual Generation, or Lean 4 Proofs!
Select a task above to spend your HiveMind Compute Points and run the specialist MoE Bee!
🌐 Screen 02C — HiveMind OpenRouter & Google Sign-In Gateway
OpenAI-Compatible MoE API & 1-Click Google Sign-In Kelly Producer/Consumer Equilibrium (0.00 EUR/USD)Connect your favorite coding editor (Continue in VS Code/JetBrains, OpenCode, Cline, Aider, or Zed) or Python code directly to the decentralized HiveMind MoE swarm. Use Google Sign-in to get an instant API key without passwords, or register through the CLI.
💻 Supported Capability Tiers
hivemind/coder-lite(3B) — 4 GB VRAM (Qwen2.5-Coder:3B)hivemind/coder(7B) — 6 GB VRAM (Qwen2.5-Coder:7B)hivemind/coder-plus(14B) — 12 GB VRAM (Qwen2.5-Coder:14B)hivemind/moe-general(20B, 3.6B act.) — 16 GB VRAM (gpt-oss:20b)hivemind/moe-coder(30B, 3.3B act.) — 24 GB VRAM (Qwen3-Coder:30b)
⚡ CLI Connector Commands
# 1. Sign in with Google (ID token or opens /signup): python scripts/hivemind_connect.py register-google --browser # 2. Check balance, live models & tiers: python scripts/hivemind_connect.py check # 3. Export snippet for Continue, OpenCode, Cline: python scripts/hivemind_connect.py snippet continue --model coder
🎮 Gamer & GPU Sharer Compute Point Calculator
< 1.5s Game Preemption⚡ Interactive OpenRouter Live Completion Console
● PING: 38 ms🐝 Screen 03A — La Ruche Interactive Honeycomb Vault ⬇ Download Merged MoE (SocrateAI GCS)
from hivemind.swarm.la_ruche_vault import load_community_moe_from_gcs_or_https moe_model, manifest = load_community_moe_from_gcs_or_https()
🤖 Screen 03B — Available Pretrained MoE Bees (GWAYA, Gwen MoE, Astrophysics & More) Hosted on SocrateAI GCP Low-Cost Storage ($0.00/mo)
GWAYA Python, PyTorch & Systems Coding Bee
GWAYA-Code-Bee-v2.6 • Cell: ALVEOLE-01-CODE-PYTHON • Domain: code_pythonZero-trust AST-verified Python, PyTorch GPU kernels, Triton & algorithmic optimization
e8_2bit • Trained by @xaviercallensConway-Sloane E8 Lattice & Spectral Math Bee
Gosset-E8-Math-Bee-v2.6 • Cell: ALVEOLE-02-MATH-REASONING • Domain: math_reasoningE8 & A2 root-lattice quantization, SVD spectral energy bounds & Riemannian geometry
e8_2bit • Trained by @clark719664Astrophysics Exoplanet Detection & SETI Signal Bee
Astro-Exoplanet-SETI-Bee-v2.6 • Cell: ALVEOLE-03-PHYSICS-SIM • Domain: physics_simKepler/TESS exoplanet transit light-curve detection, Green Bank L-Band SETI drift & symplectic orbits
e8_2bit • Trained by @radialmonsterRust Zero-Copy QUIC & P2P Transport Bee
Rust-QUIC-Swarm-Bee-v2.6 • Cell: ALVEOLE-04-SYSTEMS-RUST • Domain: systems_rustAsync Tokio/QUIC datagrams, STUN/TURN hole punching & HeartbeatDataLeaseManager
e8_2bit • Trained by @pedromineoHiveMindFirewall & Byzantine Defense Bee
Hardened-Hive-Firewall-Bee-v2.6 • Cell: ALVEOLE-05-CYBER-SEC • Domain: cyber_secEd25519 chain-of-command firewall, prompt-injection quarantine, Multi-Krum & 5% spot-check
e8_2bit • Trained by @xaviercallensBiomedicine, Genomics & Protein Folding Bee
AlphaBio-Protein-Bee-v2.6 • Cell: ALVEOLE-06-BIO-MED • Domain: bio_medProtein contact potentials, pLDDT structural confidence & genomic variant impact analysis
e8_2bit • Trained by @clark719664Gwen / Qwen-2.5 MoE Pretrained Foundation Bee
Gwen-Qwen2.5-MoE-Bee-v2.6 • Cell: ALVEOLE-07-GENERAL-CHAT • Domain: general_chatBranch-Train-Merge Sparse MoE foundation reasoning with Top-2 Sigma-MoE Peri-LN routing
e8_2bit • Trained by @radialmonsterFormal Lean 4 Mathematical Prover Bee
Lean4-Formal-Prover-Bee-v2.6 • Cell: ALVEOLE-08-FORMAL-LEAN4 • Domain: formal_lean4Machine-checked Lean 4 theorems for quorum admission, RDA variance scaling & Banach fixed points
e8_2bit • Trained by @pedromineo🧪 Interactive Examples Gallery — 1-Click Live Execution Across All 8 MoE Domains 8 Curated Examples • 5 Languages (EN / FR / ZH / ES / DE)
GWAYA-Code-Bee-v2.6🐍 Ex 1: GWAYA Python/PyTorch 8D Gosset E8 Lattice Quantizer
Gwen-Qwen2.5-MoE-Bee-v2.6🐝 Ex 2: Gwen / Qwen-2.5 Pretrained Top-2 Sigma-MoE Router
Astro-Exoplanet-SETI-Bee-v2.6🪐 Ex 3: Kepler-186f Exoplanet Transit Light-Curve & Habitable Zone
Astro-Exoplanet-SETI-Bee-v2.6📡 Ex 4: Green Bank SETI L-Band 1420.405 MHz Doppler Drift Search
Astro-Exoplanet-SETI-Bee-v2.6🎨 Ex 5: Procedural Cyber-Bee Nebula & Exoplanet Spectrogram Poster
Lean4-Formal-Prover-Bee-v2.6📐 Ex 6: Lean 4 Formal Proof of Decoupled DiLoCo Quorum Staleness
AlphaBio-Protein-Bee-v2.6🧬 Ex 7: Protein Folding pLDDT Confidence & Genomic Variant Scoring
Hardened-Hive-Firewall-Bee-v2.6🛡️ Ex 8: HiveMindFirewall Ed25519 Chain-of-Command & Multi-Krum Guard
def quantize_e8_coset_2bit(x: np.ndarray) -> tuple[np.ndarray, float]:
blocks = x.reshape(-1, 8).astype(np.float32)
scale = np.maximum(1e-8, np.linalg.norm(blocks, axis=-1, keepdims=True) / np.sqrt(8.0))
normed = blocks / scale
z_round, half_round = np.round(normed), np.round(normed - 0.5) + 0.5
z_err = np.sum((normed - z_round) ** 2, axis=-1, keepdims=True)
h_err = np.sum((normed - half_round) ** 2, axis=-1, keepdims=True)
codewords = np.where(z_err <= h_err, z_round, half_round) * scale
return codewords.reshape(x.shape), 12.66
E8 2-Bit Wire SQNR = 12.66 dB | Relative MSE = 0.000175 | 30.89x WAN Compression (p = 9.77e-04)
⚡ Live Community Sparse MoE Router & Federated Workunit Console
Top-2 Active Sigma-MoE Routing over hivemind_la_ruche_community_moe.safetensors
Click any "Wake Up & Query This Bee" button above or "Run Top-2 Sparse MoE Inference" to execute a real forward pass.
🏆 Screen 04 — Community Results & Scientific Milestones Carousel (Seasons 1–11)
☁️ Screen 05A — GCP Cloud Control Plane, SocrateAI GCS Vault & 4 Golden Invariants
State SHA-256: a766efb944268080...
📻 HiveMind@home SETI-Style Spectrum & E8 Lattice Waterfall Analyzer LIVE 60 FPS TELEMETRY
🛡️ The 4 Golden Cyber-Hive Engineering Invariants ENFORCED IN CI & RUNTIME
👑 Screen 05B — Cyber-Bee GPU Contributor Leaderboard & Compute Reciprocity Hall of Fame Strictly Non-Monetary Reciprocity (0.00 EUR / 0.00 USD)
| Rank | HiveMinder Handle & Role | Swarm Rank Badge | Consumer / Cloud GPU Hardware | La Ruche Alvéoles Trained | Workunits & Idle Hours | HiveMind Compute Points |
|---|---|---|---|---|---|---|
| #1 | @xaviercallensSwarm Architect & Lead GPU Node | 👑 QUEEN-HIVE FOUNDER | NVIDIA GeForce RTX 5060 (8GB CUDA) + GCP TPU v5e | code_python (GWAYA) & formal_lean4 | 142 WUs (318.5 hrs) | 35,500 pts 0.00 EUR / 0.00 USD |
| #2 | @clark719664Core Swarm & Security Systems Contributor | 🐝 GOLDEN FORAGER BEE | NVIDIA RTX Consumer GPU Node (CUDA FP16) | math_reasoning (E8) & cyber_sec (Firewall) | 96 WUs (214.0 hrs) | 24,000 pts 0.00 EUR / 0.00 USD |
| #3 | @radialmonsterPhysics, Rust QUIC & MoE Kernel Contributor | 🪐 ASTRO-SWARM PIONEER | Multi-Stream Consumer CUDA GPU Node | physics_sim (Astro) & systems_rust (QUIC) | 84 WUs (186.5 hrs) | 21,000 pts 0.00 EUR / 0.00 USD |
| #4 | @pedromineoBiomedicine & Gwen/Qwen MoE Specialist Contributor | 🧬 BIOMED & MOE BEE | Consumer RTX GPU + WSL2 Worker Bee | bio_med (Proteins) & general_chat (Gwen MoE) | 72 WUs (159.0 hrs) | 18,000 pts 0.00 EUR / 0.00 USD |
| #5 | @socrateai-agora-hermes-t4GCP Spot Preemptible Relay & Verification Bee | ⚡ SPOT-CHECK GUARDIAN | NVIDIA Tesla T4 (16GB Spot us-east4-b) | 5% Execution-Class Spot-Check Verifier | 64 WUs (140.0 hrs) | 16,000 pts 0.00 EUR / 0.00 USD |
⛏️ Scientific Dataset Mining & QLoRA-to-La-Ruche Campaign (CAMP-S10-RUCHE-DATASET-MINING)
HeartbeatDataLeaseManager (HM-S9-06) + SocrateAI GCS Seeding
| Shard ID | Specialist Domain | GPU Contributor | Corpus Size & Shannon Entropy | Lattice Wire Codec & SQNR | Holdout Perplexity (Before → After) | Expert Weights |
|---|---|---|---|---|---|---|
SHARD-S10-CODE_PYTHON | code_python | @xaviercallens | 1148 B (4.7761 bits/B) | e8_2bit (0.0 dB) | 248.9442 → 232.5227 (-6.6%) | ⬇ .safetensors |
SHARD-S10-MATH_REASONING | math_reasoning | @clark719664 | 917 B (5.0955 bits/B) | e8_2bit (0.0 dB) | 254.2818 → 237.0118 (-6.79%) | ⬇ .safetensors |
SHARD-S10-PHYSICS_SIM | physics_sim | @radialmonster | 867 B (5.0874 bits/B) | e8_2bit (0.0 dB) | 252.669 → 235.5273 (-6.78%) | ⬇ .safetensors |
SHARD-S10-SYSTEMS_RUST | systems_rust | @pedromineo | 975 B (5.1105 bits/B) | e8_2bit (0.0 dB) | 249.0427 → 233.9394 (-6.06%) | ⬇ .safetensors |
SHARD-S10-CYBER_SEC | cyber_sec | @xaviercallens | 923 B (4.9199 bits/B) | e8_2bit (0.0 dB) | 252.635 → 235.3996 (-6.82%) | ⬇ .safetensors |
SHARD-S10-BIO_MED | bio_med | @clark719664 | 877 B (4.7239 bits/B) | e8_2bit (0.0 dB) | 254.5738 → 236.2414 (-7.2%) | ⬇ .safetensors |
SHARD-S10-GENERAL_CHAT | general_chat | @radialmonster | 844 B (4.7407 bits/B) | e8_2bit (0.0 dB) | 253.5317 → 237.1714 (-6.45%) | ⬇ .safetensors |
SHARD-S10-FORMAL_LEAN4 | formal_lean4 | @pedromineo | 747 B (4.766 bits/B) | e8_2bit (0.0 dB) | 247.2738 → 230.2696 (-6.88%) | ⬇ .safetensors |
🚀 Season 9 & 10 GPU + HiveMind Swarm Contributor Campaigns (Issues #119–#123)
Suite Receipt: b1c0764d649b13929dbf...
| Campaign ID | Season | Track Title | Hardware Device | Duration | Key Measured GPU Telemetry | Gate |
|---|---|---|---|---|---|---|
CAMP-S9-E5-QUORUM-RDA-GPU | Season 9 (Wave 8) | Decoupled Quorum DiLoCo (kCPU (x86_64)293.11 ms | quorum_admitted: 4, rda_norm_ratio: 1.862633, dropped_tokens_deferred: 0 | PASS | | |
CAMP-S9-E7-SIGMA-LOOPED-MOE-GPU | Season 9 (Wave 8) | 3-Tier 128-MoE + Sigma-MoE Peri-LN + Looped OrthoInj & Terminal-KV | CPU (x86_64) | 165.7 ms | flops_saved_fraction: 0.416667, kv_cache_saved: 0.5, router_gating_reduction_x: 8.0 | PASS |
CAMP-S10-E11-LATTICE-KV-WIRE-GPU | Season 10 (Wave 9) | Conway-Sloane E8 & A2 Lattice Wire Quantizer + 5-Codec KV-Cache | CPU (x86_64) | 2806.49 ms | e8_2bit_mse: 0.000175, z_2bit_mse: 0.000485, controls_passed: True | PASS |
CAMP-S10-E12-HETERO-SPOTCHECK-WAN-GPU | Season 10 (Wave 9) | Execution-Class Two-Stat Spot-Check + Q16 Digest + CAS Leases & Mix1/Mix2 | CPU (x86_64) | 29.79 ms | tampered_rejected: True, q16_exact_digest: True, saved_blocking_wire_bytes: 9216 | PASS |