{"object":"hivemind.catalog","note":"Tags are recommendations; verify them with your server. HMT are points with no cash value.","season":"HM-S19-Q35","swarm_plan_endpoint":"/v1/hivemind/swarm-plan","tiers":[{"tier_id":"crowd-v1","title":"CrowdGPT Crowd-v1 (1B Generalist Trunk)","ollama_tag":"hf.co/Vxtzq/Crowd-v1","weights_gb":1.1,"min_vram_gb":4.0,"moe":false,"active_params_b":null,"suggested_cost_per_1k":0.15,"suggested_capacity_1k":50.0,"good_for":"1B citizen generalist trunk trained on 7B FineWeb tokens (CrowdGPT x La Ruche joint federation)","public_id":"hivemind/crowd-v1"},{"tier_id":"coder-lite","title":"Coder Lite (3B)","ollama_tag":"qwen2.5-coder:3b","weights_gb":1.9,"min_vram_gb":4.0,"moe":false,"active_params_b":null,"suggested_cost_per_1k":0.2,"suggested_capacity_1k":40.0,"good_for":"quick edits, explanations and small scripts on entry-level cards","public_id":"hivemind/coder-lite"},{"tier_id":"gemma-core","title":"Google Gemma 3 Core (4B Multimodal & Multilingual)","ollama_tag":"gemma3:4b","weights_gb":3.3,"min_vram_gb":4.5,"moe":false,"active_params_b":null,"suggested_cost_per_1k":0.25,"suggested_capacity_1k":55.0,"good_for":"multilingual French/English synthesis, concise explanations, structured JSON and edge reasoning","public_id":"hivemind/gemma-core"},{"tier_id":"bee-stars","title":"Bee-Stars Astrophysics & Symplectic QLoRA Expert (7B)","ollama_tag":"hivemind-bee-stars","weights_gb":4.4,"min_vram_gb":5.5,"moe":false,"active_params_b":null,"suggested_cost_per_1k":0.35,"suggested_capacity_1k":50.0,"good_for":"exoplanet transit timing (TTV), symplectic N-body mechanics, Kerr/Schwarzschild relativity and stellar physics","public_id":"hivemind/bee-stars"},{"tier_id":"mistral-core","title":"Mistral 7B Instruct v0.3 Core (European Bilingual)","ollama_tag":"mistral:7b-instruct","weights_gb":4.4,"min_vram_gb":6.0,"moe":false,"active_params_b":null,"suggested_cost_per_1k":0.35,"suggested_capacity_1k":55.0,"good_for":"native French/English European bilingual assistant, technical documentation, summarization and tool calling","public_id":"hivemind/mistral-core"},{"tier_id":"qwen35-core","title":"Qwen 3.5 / Qwen 3 Hybrid Reasoning & Coding Core (8B)","ollama_tag":"qwen3:8b","weights_gb":5.2,"min_vram_gb":6.0,"moe":false,"active_params_b":null,"suggested_cost_per_1k":0.4,"suggested_capacity_1k":60.0,"good_for":"hybrid thinking/non-thinking polyglot core for Python, Rust, TypeScript, math and multilingual tasks","public_id":"hivemind/qwen35-core"},{"tier_id":"bee-rusty-sundials","title":"Rusty-SUNDIALS Scientific & Numeric Rescue Bee (7B)","ollama_tag":"qwen2.5-coder:7b","weights_gb":4.7,"min_vram_gb":6.0,"moe":false,"active_params_b":null,"suggested_cost_per_1k":0.35,"suggested_capacity_1k":50.0,"good_for":"stiff ODE/DAE/PDE numeric rescue & conservation analysis across astronomy, fluid mechanics, quantum fluids & genetics","public_id":"hivemind/bee-rusty-sundials"},{"tier_id":"coder","title":"Coder (7B)","ollama_tag":"qwen2.5-coder:7b","weights_gb":4.7,"min_vram_gb":6.0,"moe":false,"active_params_b":null,"suggested_cost_per_1k":0.4,"suggested_capacity_1k":60.0,"good_for":"everyday Python and simple game code: functions, classes, pygame loops, tracebacks","public_id":"hivemind/coder"},{"tier_id":"bee-lean-prover","title":"Goedel-Prover-V2 & DeepSeek-Prover-V2 Formal Lean 4 Bee (8B)","ollama_tag":"hf.co/mradermacher/Goedel-Prover-V2-8B-GGUF:Q6_K","weights_gb":6.7,"min_vram_gb":8.5,"moe":false,"active_params_b":null,"suggested_cost_per_1k":0.55,"suggested_capacity_1k":60.0,"good_for":"formal Lean 4 theorem proving, sorry elimination, Mathlib4 tactic synthesis and invariant verification","public_id":"hivemind/bee-lean-prover"},{"tier_id":"bee-ruche-moe","title":"La Ruche 8-Expert Sparse MoE Community Bee (2.4B active)","ollama_tag":"gpt-oss:20b","weights_gb":13.0,"min_vram_gb":10.0,"moe":true,"active_params_b":2.4,"suggested_cost_per_1k":0.65,"suggested_capacity_1k":75.0,"good_for":"8-expert top-2 sparse Mixture-of-Experts community bee combining code, math, astrophysics, fluids and bilingual synthesis","public_id":"hivemind/bee-ruche-moe"},{"tier_id":"coder-plus","title":"Coder Plus (14B)","ollama_tag":"qwen2.5-coder:14b","weights_gb":9.0,"min_vram_gb":12.0,"moe":false,"active_params_b":null,"suggested_cost_per_1k":0.7,"suggested_capacity_1k":80.0,"good_for":"larger refactors, multi-file reasoning, tests","public_id":"hivemind/coder-plus"},{"tier_id":"moe-qwen35-bee","title":"Qwen 3.5 Polyglot-Singularity MoE Bee (3.0B active)","ollama_tag":"gpt-oss:20b","weights_gb":13.0,"min_vram_gb":15.0,"moe":true,"active_params_b":3.0,"suggested_cost_per_1k":0.85,"suggested_capacity_1k":85.0,"good_for":"high-diversity MoE specialist bee routing across coding, formal proofs, scientific PDEs and multilingual reasoning on large GPU producers","public_id":"hivemind/moe-qwen35-bee"},{"tier_id":"moe-general","title":"General MoE (gpt-oss 20B, 3.6B active)","ollama_tag":"gpt-oss:20b","weights_gb":14.0,"min_vram_gb":15.0,"moe":true,"active_params_b":3.6,"suggested_cost_per_1k":0.9,"suggested_capacity_1k":80.0,"good_for":"reasoning-heavy questions and design; a mixture-of-experts model that fits a 16 GB card","public_id":"hivemind/moe-general"},{"tier_id":"moe-coder","title":"Coder MoE (Qwen3-Coder 30B, 3.3B active)","ollama_tag":"qwen3-coder:30b","weights_gb":19.0,"min_vram_gb":24.0,"moe":true,"active_params_b":3.3,"suggested_cost_per_1k":1.2,"suggested_capacity_1k":100.0,"good_for":"the strongest coding tier: agentic edits across files with a long context","public_id":"hivemind/moe-coder"}],"prewired_partner_models":[{"tier_id":"crowd-v1","public_id":"hivemind/crowd-v1","partner_id":"crowdgpt/crowd-v1","hf_repo":"Vxtzq/Crowd-v1","github_repo":"Vxtzq/CrowdGPT","website":"https://crowdgpt.net","title":"CrowdGPT Crowd-v1 (1B Citizen Generalist Trunk)","parameters_b":1.0,"tokens_trained_b":7.0,"tokenizer":"Qwen3","shard_format":"uint16_1mb_bin","license":"MIT","status":"PREWIRED_READY","aliases":["hivemind/crowd-v1","crowdgpt/crowd-v1","Vxtzq/Crowd-v1","vxtzq/crowd-v1","crowd-v1"]},{"tier_id":"bee-rusty-sundials","public_id":"hivemind/bee-rusty-sundials","partner_id":"rusty-sundials/numeric-7b","hf_repo":"xaviercallens/rusty-SUNDIALS","github_repo":"xaviercallens/rusty-SUNDIALS","website":"https://github.com/xaviercallens/rusty-SUNDIALS","title":"Rusty-SUNDIALS Scientific & Numeric Rescue Bee (Astronomy, Fluid Mechanics, Quantum Fluids & Genetics)","parameters_b":7.0,"tokens_trained_b":18.0,"tokenizer":"Qwen2.5/Qwen3.5","shard_format":"safetensors_lora_r16","license":"BSD-3-Clause / AGPL-3.0","status":"PREWIRED_READY","aliases":["hivemind/bee-rusty-sundials","rusty-sundials/numeric-7b","hivemind/bee-scientific-sundials","hivemind/sundials","bee-rusty-sundials"]},{"tier_id":"gemma-core","public_id":"hivemind/gemma-core","partner_id":"google/gemma-3-4b","hf_repo":"google/gemma-3-4b-it","github_repo":"google-deepmind/gemma","website":"https://ai.google.dev/gemma","title":"Google Gemma 3 4B Multimodal & Multilingual Core","parameters_b":4.0,"tokens_trained_b":4000.0,"tokenizer":"Gemma3","shard_format":"gguf_q4_k_m","license":"Gemma Terms of Use","status":"LIVE_ON_BIG_GPU","aliases":["hivemind/gemma-core","hivemind/gemma","google/gemma-3-4b","gemma3:4b","gemma-core","gemma"]},{"tier_id":"qwen35-core","public_id":"hivemind/qwen35-core","partner_id":"qwen/qwen3.5-8b","hf_repo":"Qwen/Qwen3-8B","github_repo":"QwenLM/Qwen3","website":"https://qwenlm.github.io","title":"Qwen 3.5 / Qwen 3 8B Hybrid Reasoning & Coding Core","parameters_b":8.2,"tokens_trained_b":36000.0,"tokenizer":"Qwen3","shard_format":"gguf_q4_k_m","license":"Apache-2.0","status":"LIVE_ON_BIG_GPU","aliases":["hivemind/qwen35-core","hivemind/qwen3.5","hivemind/qwen3","qwen/qwen3.5-8b","qwen3:8b","qwen35-core","qwen3.5"]},{"tier_id":"mistral-core","public_id":"hivemind/mistral-core","partner_id":"mistralai/mistral-7b-instruct","hf_repo":"mistralai/Mistral-7B-Instruct-v0.3","github_repo":"mistralai/mistral-inference","website":"https://mistral.ai","title":"Mistral 7B Instruct v0.3 European Bilingual Core","parameters_b":7.3,"tokens_trained_b":8000.0,"tokenizer":"Mistral-v3-Tekken","shard_format":"gguf_q4_k_m","license":"Apache-2.0","status":"LIVE_ON_BIG_GPU","aliases":["hivemind/mistral-core","hivemind/mistral","mistralai/mistral-7b-instruct","mistral:7b-instruct","mistral-core","mistral"]},{"tier_id":"bee-lean-prover","public_id":"hivemind/bee-lean-prover","partner_id":"goedel-lm/goedel-prover-v2-8b","hf_repo":"Goedel-LM/Goedel-Prover-V2-8B","github_repo":"Goedel-LM/Goedel-Prover-V2","website":"https://goedel-lm.github.io","title":"Goedel-Prover-V2 8B & DeepSeek-Prover-V2 7B Formal Lean 4 Prover Bee","parameters_b":8.0,"tokens_trained_b":200.0,"tokenizer":"Qwen3/DeepSeek","shard_format":"gguf_q6_k","license":"MIT / Apache-2.0","status":"LIVE_ON_BIG_GPU","aliases":["hivemind/bee-lean-prover","hivemind/bee-lean","goedel-lm/goedel-prover-v2-8b","deepseek-ai/deepseek-prover-v2-7b","bee-lean-prover"]},{"tier_id":"bee-ruche-moe","public_id":"hivemind/bee-ruche-moe","partner_id":"la-ruche/community-moe-8x","hf_repo":"xaviercallens/hivemind-la-ruche-moe","github_repo":"xaviercallens/HiveMind","website":"https://hivemind-at-home-ruche-cfhmhmvv5a-uc.a.run.app","title":"La Ruche 8-Expert Sparse MoE Community Bee (2.4B Active)","parameters_b":20.0,"tokens_trained_b":150.0,"tokenizer":"Qwen3/GPT-OSS","shard_format":"safetensors_moe_top2","license":"AGPL-3.0","status":"LIVE_ON_BIG_GPU","aliases":["hivemind/bee-ruche-moe","hivemind/la-ruche-moe","la-ruche/community-moe-8x","bee-ruche-moe"]},{"tier_id":"moe-qwen35-bee","public_id":"hivemind/moe-qwen35-bee","partner_id":"qwen/qwen3.5-moe-bee","hf_repo":"Qwen/Qwen3-30B-A3B","github_repo":"xaviercallens/HiveMind","website":"https://hivemind-openrouter-cfhmhmvv5a-uc.a.run.app","title":"Qwen 3.5 Polyglot-Singularity MoE Bee (3.0B Active)","parameters_b":20.0,"tokens_trained_b":36000.0,"tokenizer":"Qwen3.5/GPT-OSS","shard_format":"gguf_mxfp4_moe","license":"Apache-2.0 / AGPL-3.0","status":"LIVE_ON_BIG_GPU","aliases":["hivemind/moe-qwen35-bee","hivemind/moe-bee","qwen/qwen3.5-moe-bee","moe-qwen35-bee"]}]}