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Models on chain

Every model here is a real research artifact registered on the Hooti chain. Run them free — they're public goods.

challenge window Free · public good

Crypto trading: per-asset 4h HOLD/BUY/SELL signal ensemble (BTC/ETH/SOL/DOGE/XRP/AVAX) - the live StockClaw autonomous-trader dispatch models (baseline_95 / dispatch_v6).

finance private weights

vault-295b91…

by hooti197z…mt0k9

0 on-chain calls Jul 16, 2026
Live on chain Free · public good

Depth‑0 — Battery‑Free Ambient‑Powered Intelligent Wearable This research explores the design of a self‑sustaining wrist‑worn device that operates without charging by harvesting ambient energy sources (RF signals, triboelectric motion, piezoelectric vibration, and atmospheric charge). The harvested energy is stored in an ultra‑efficient hybrid supercapacitor–microbattery module and powers continuous sensing, environmental monitoring, and ultra‑low‑power on‑device AI processing. The goal is to create a maintenance‑free intelligent wearable that can sense, analyze, and operate autonomously in health monitoring, industrial IoT, environmental sensing, and other high‑demand global markets where battery replacement and charging are major limitations. (fork)

energy

vault-436d9e…

by hooti12wj…puzt3

0 on-chain calls Jul 2, 2026
Live on chain Free · public good

Research proposal: Analyze how different tokenomic mechanisms influence long‑term ecosystem sustainability. Compare traditional staking, vesting, dynamic reward systems, liquidity‑based models used in protocols like Curve, Aave, Lido, and Uniswap v3/v4, plus a proposed defensive‑distance staking mechanism where sell triggers must be set far above current market cap. Evaluate effects on token circulation, holding duration, sell pressure, liquidity, treasury revenue, and participant behavior across bull, bear, and sideways markets. Objective: identify which mechanisms or combinations best support sustainable growth while maintaining liquidity and user incentives.

research

vault-5f5490…

by hooti12wj…puzt3

0 on-chain calls Jul 2, 2026
Live on chain Free · public good

Analyze the mathematical and spectral structure of Gérard Grisey’s and Tristan Murail’s spectral music, focusing on how Fourier‑based frequency decomposition can be modeled as a multidimensional state machine. Explain how partials, inharmonic spectra, and time‑evolving formants can be represented as graph transitions within a dynamic state space. Provide a formal derivation of how spectral morphing, microtonal detuning, and temporal dilation can be encoded as state‑transition rules, and show how a complete spectral composition can be expressed as a high‑dimensional automaton whose nodes correspond to evolving harmonic clusters and whose edges encode the physical transformations of timbre over time.

space

vault-e31f06…

by hooti12wj…puzt3

0 on-chain calls Jul 2, 2026
Live on chain Free · public good

영화 시나리오 각색, 대본 AI

research

vault-77611a…

by hooti1rkk…przmc

0 on-chain calls Jul 2, 2026
Live on chain Free · public good

Task: Binary classification of tooth germ activation genes in odontogenesis. Objective: Map roles of USAG-1, BMP4, WNT10B, MSX1, PITX2 in BMP/Wnt pathways. Input: Public literature on odontogenesis & USAG-1. Outputs: 1. Table: Categorize genes as "Activator" or "Inhibitor". 2. Orthology: Yes/No for mouse-human conservation. 3. Functional Label: Assign [BMP-modulator, Wnt-modulator, Transcription factor]. Constraints: - Focus only on: USAG-1, BMP4, WNT10B, MSX1, PITX2. - Binary check: Is the gene a primary activator of the cascade? (Yes/No). Depth: 0 (Conceptual Map + Binary Table).

bio-medical

vault-56f77a…

by hooti12wj…puzt3

0 on-chain calls Jun 30, 2026
Live on chain Free · public good

Navier–Stokes–MHD–Geodynamics Global Bound Search: Identify hidden invariants and functional bounds across 3D incompressible Navier–Stokes, MHD, and geodynamic convection systems, independent of boundary conditions. The search operates in Sobolev/Besov spaces using a predefined functional grammar (energy, enstrophy, cross-terms). The Planner launches parallel validation tasks and monitors blow-up sentinel metrics. All candidate invariants are projected back onto the pure 3D incompressible Navier–Stokes system, and only those that remain bounded after removing electromagnetic and thermal terms are retained. (fork)

space

vault-97c6f2…

by hooti12wj…puzt3

0 on-chain calls Jun 29, 2026
Live on chain Free · public good

Conduct a research run modeling thermal‑fatigue, crack‑propagation, and cycle‑life prediction in high‑temperature rocket‑engine components. Use state‑machine convergence and dataset‑reuse to reduce compute cost. Generate a verifiable performance comparison showing how HOOTI accelerates aerospace material‑stress analysis.

space

vault-c3b619…

by hooti12wj…puzt3

0 on-chain calls Jun 19, 2026
Live on chain Free · public good

India–UAE strategic cooperation that analyzes diplomacy, investment, trade, energy, food security, logistics, technology, AI policy, startups, and geopolitical risk. It should identify executable bilateral projects, compare opportunities, detect risks, map stakeholders, track agreements, and generate clear policy and investment recommendations for diplomats, ministries, sovereign funds, and companies, turning broad partnership into measurable high-impact cooperation.

energy

vault-970f6b…

by hooti1rkk…przmc

0 on-chain calls Jun 9, 2026
Live on chain Free · public good

「レーザー熱画像を用いた炭素繊維強化プラスチック(CFRP)の欠陥検出における深層学習の応用」について調査せよ。 指示: 1. 検索はarXiv、IEEE、Google Scholar等の英語の学術データベースのみに限定すること。 2. 分析、統合、およびレポートは日本語で行うこと。 3. 技術的専門用語は、正確性を期すため英語のオリジナル表記を保持すること。 4. レポートは、英語の学術論文のみに基づいた内容とすること。

materials

vault-b4c86c…

by hooti12wj…puzt3

0 on-chain calls Jun 6, 2026
Live on chain Free · public good

AI-University-Engine · Depth-0 Initialize the core architecture: curriculum engine, module generator, benchmark layer, evaluation loop. Output: architecture summary, module pipeline, benchmark rules, depth-1 branches. Mode: dist_autoresearch, branches: 2, iterations: 1.

bio-medical

vault-a145d6…

by hooti12wj…puzt3

0 on-chain calls Jun 6, 2026
Live on chain Free · public good

How can UAE and India improve their economic relations? in terms of government businesses culture

geo-economics

vault-dfb54a…

by hooti1rkk…przmc

0 on-chain calls Jun 5, 2026
Live on chain Free · public good

Compare thermal degradation and structural micro-cracking between monocrystalline and thin-film solar tech using computer vision on electroluminescence (EL) and infrared imaging. Analyze cell-level defects from heat stress and optimize material resilience.

energy

vault-97a6ad…

by hooti17pa…vmkhw

0 on-chain calls Jun 5, 2026
Live on chain Free · public good

how to improve economic relations between UAE and Korea

geo-economics

vault-6aef5a…

by hooti1wrh…rvlwy

0 on-chain calls Jun 5, 2026
Live on chain Free · public good

Rank smart-grid strategies for grid orchestration. Each candidate is a (control × storage × forecast) option; relevance = fitness for a unified energy project judged on LCOE minimization, thermal degradation penalty, forecast RMSE, and grid stability index. Ground in prior research nodes (solar ranking, thermal degradation, battery ranking, 8h discharge) and maximize cost-efficiency weights (0.30, 0.25, 0.20, 0.25). (fork)

energy

vault-b225db…

by hooti12wj…puzt3

0 on-chain calls Jun 4, 2026
Live on chain Free · public good

AI-University-Engine · Depth-0 Initialize the core architecture: curriculum engine, module generator, benchmark layer, evaluation loop. Output: architecture summary, module pipeline, benchmark rules, depth-1 branches. Mode: dist_autoresearch, branches: 2, iterations: 1.

bio-medical

vault-e88bb2…

by hooti12wj…puzt3

0 on-chain calls Jun 4, 2026
Live on chain Free · public good

AI-University-Engine · Depth-0 Initialize the core architecture: curriculum engine, module generator, benchmark layer, evaluation loop. Output: architecture summary, module pipeline, benchmark rules, depth-1 branches. Mode: dist_autoresearch, branches: 2, iterations: 1.

bio-medical

vault-dd9d8e…

by hooti12wj…puzt3

0 on-chain calls Jun 4, 2026
Live on chain Free · public good

Rank smart-grid strategies for grid orchestration. Each candidate is a (control × storage × forecast) option; relevance = fitness for a unified energy project judged on LCOE minimization, thermal degradation penalty, forecast RMSE, and grid stability index. Ground in prior research nodes (solar ranking, thermal degradation, battery ranking, 8h discharge) and maximize cost-efficiency weights (0.30, 0.25, 0.20, 0.25). (fork)

energy

vault-0a9781…

by hooti12wj…puzt3

0 on-chain calls Jun 4, 2026
Live on chain Free · public good

Rank smart-grid strategies for grid orchestration. Each candidate is a (control × storage × forecast) option; relevance = fitness for a unified energy project judged on LCOE minimization, thermal degradation penalty, forecast RMSE, and grid stability index. Ground in prior research nodes (solar ranking, thermal degradation, battery ranking, 8h discharge) and maximize cost-efficiency weights (0.30, 0.25, 0.20, 0.25). (fork)

energy

vault-a4db25…

by hooti12wj…puzt3

0 on-chain calls Jun 4, 2026
Live on chain Free · public good

Optimize smart-grid resilience and failure-recovery.

energy

vault-75b8c6…

by hooti12wj…puzt3

0 on-chain calls Jun 4, 2026
Live on chain Free · public good

Rank smart-grid strategies for grid orchestration. Each candidate is a (control × storage × forecast) option; relevance = fitness for a unified energy project judged on LCOE minimization, thermal degradation penalty, forecast RMSE, and grid stability index. Ground in prior research nodes (solar ranking, thermal degradation, battery ranking, 8h discharge) and maximize cost-efficiency weights (0.30, 0.25, 0.20, 0.25).

energy

vault-bd9f46…

by hooti12wj…puzt3

0 on-chain calls Jun 4, 2026
Live on chain Free · public good

Advanced renewable energy research: model solar efficiency (mono/poly/thin-film) under thermal stress, predict Li-ion degradation from usage cycles, generate high-accuracy renewable output forecasts, and propose scalable, cost-efficient system configurations for both micro and large deployments. (fork) (fork) (fork) (fork) (fork)

energy

vault-5c908b…

by hooti12wj…puzt3

0 on-chain calls Jun 4, 2026
Live on chain Free · public good

Advanced renewable energy research: model solar efficiency (mono/poly/thin-film) under thermal stress, predict Li-ion degradation from usage cycles, generate high-accuracy renewable output forecasts, and propose scalable, cost-efficient system configurations for both micro and large deployments. (fork) (fork) (fork) (fork)

energy

vault-f4f67f…

by hooti12wj…puzt3

0 on-chain calls Jun 4, 2026
Live on chain Free · public good

Advanced renewable energy research: model solar efficiency (mono/poly/thin-film) under thermal stress, predict Li-ion degradation from usage cycles, generate high-accuracy renewable output forecasts, and propose scalable, cost-efficient system configurations for both micro and large deployments. (fork)

energy

vault-45b5c8…

by hooti12wj…puzt3

0 on-chain calls Jun 3, 2026
Live on chain Free · public good

Advanced renewable energy research: model solar efficiency (mono/poly/thin-film) under thermal stress, predict Li-ion degradation from usage cycles, generate high-accuracy renewable output forecasts, and propose scalable, cost-efficient system configurations for both micro and large deployments. (fork) (fork) (fork)

energy

vault-9b66f6…

by hooti12wj…puzt3

0 on-chain calls Jun 3, 2026
Live on chain Free · public good

Advanced renewable energy research: model solar efficiency (mono/poly/thin-film) under thermal stress, predict Li-ion degradation from usage cycles, generate high-accuracy renewable output forecasts, and propose scalable, cost-efficient system configurations for both micro and large deployments. (fork) (fork)

energy

vault-91abb8…

by hooti12wj…puzt3

0 on-chain calls Jun 3, 2026
Live on chain Free · public good

Design an autonomous multi-branch renewable-energy ecosystem architecture that defines the core modules, their interactions, and the data flow between them.

energy

vault-90e37f…

by hooti12wj…puzt3

0 on-chain calls Jun 3, 2026
Live on chain Free · public good

Design an autonomous multi-branch renewable-energy ecosystem architecture that defines the core modules, their interactions, and the data flow between them.

energy

vault-f4fba0…

by hooti12wj…puzt3

0 on-chain calls Jun 2, 2026
Live on chain Free · public good

Design an autonomous multi-branch renewable-energy ecosystem architecture that defines the core modules, their interactions, and the data flow between them.

energy

vault-bad6bf…

by hooti12wj…puzt3

0 on-chain calls Jun 2, 2026
Live on chain Free · public good

Design an autonomous multi-branch renewable-energy ecosystem architecture that defines the core modules, their interactions, and the data flow between them.

energy

vault-49f9ab…

by hooti12wj…puzt3

0 on-chain calls Jun 2, 2026
Live on chain Free · public good

Design an autonomous multi-branch renewable-energy ecosystem architecture that defines the core modules, their interactions, and the data flow between them.

energy

vault-a301ce…

by hooti12wj…puzt3

0 on-chain calls Jun 2, 2026
Live on chain Free · public good

Design an autonomous multi-branch renewable-energy ecosystem architecture that defines the core modules, their interactions, and the data flow between them.

energy

vault-e232ed…

by hooti12wj…puzt3

0 on-chain calls Jun 2, 2026
Live on chain Free · public good

Rank battery chemistries for long-duration grid-scale energy storage. Each candidate is a (chemistry × form-factor) option; relevance = fitness for an 8-hour-discharge grid project judged on levelized cost, cycle life, round-trip efficiency, thermal/fire safety, and supply-chain resilience. Ground in real cell/system data and grid-storage deployment evidence.

energy

vault-8d04d2…

by hooti1rkk…przmc

0 on-chain calls Jun 1, 2026
Live on chain Free · public good

Advanced renewable energy research: model solar efficiency (mono/poly/thin-film) under thermal stress, predict Li-ion degradation from usage cycles, generate high-accuracy renewable output forecasts, and propose scalable, cost-efficient system configurations for both micro and large deployments. (fork)

energy

vault-3ffa02…

by hooti12wj…puzt3

0 on-chain calls Jun 1, 2026
Live on chain Free · public good

Advanced renewable energy research: model solar efficiency (mono/poly/thin-film) under thermal stress, predict Li-ion degradation from usage cycles, generate high-accuracy renewable output forecasts, and propose scalable, cost-efficient system configurations for both micro and large deployments.

energy

vault-794bea…

by hooti12wj…puzt3

0 on-chain calls Jun 1, 2026
Live on chain Free · public good

please identify the active compounds in ginger that alleviate gastrointestinal distress

space

vault-d1289b…

by hooti1xx3…3tkh5

0 on-chain calls Jun 1, 2026
Live on chain Free · public good

Quantum physics simulation test. I want to evaluate how the model handles quantum state evolution, probability distributions, and wavefunction behavior. The goal is to see how HOOTI processes complex quantum calculations and updates results when new parameters are added. (fork)

physics

vault-266de0…

by hooti12wj…puzt3

0 on-chain calls Jun 1, 2026
Live on chain Free · public good

Space research: please generate a ranked list of exoplanets outside the Solar System that are most suitable for supporting human life. The ranking should consider: surface temperature, host star stability, probability of atmosphere, likelihood of water presence, gravity level, and radiation environmen.

space

vault-fe7280…

by hooti12wj…puzt3

0 on-chain calls Jun 1, 2026
Live on chain Free · public good

Quantum physics simulation test. I want to evaluate how the model handles quantum state evolution, probability distributions, and wavefunction behavior. The goal is to see how HOOTI processes complex quantum calculations and updates results when new parameters are added.

physics

vault-7258f8…

by hooti12wj…puzt3

0 on-chain calls Jun 1, 2026
Live on chain Free · public good

Space research: rank the top 5 potentially habitable exoplanets based on public NASA data.

space

vault-54322d…

by hooti1rkk…przmc

0 on-chain calls Jun 1, 2026
Live on chain Free · public good

로맨스 판타지 소설 전문 AI

research

vault-fa9a7b…

by hooti1rkk…przmc

0 on-chain calls May 30, 2026
Live on chain Free · public good

로맨스 판타지 소설 전문 AI

research

vault-115a4a…

by hooti1rkk…przmc

0 on-chain calls May 29, 2026
Live on chain Free · public good

sarcoma drug discovery target ranking

bio-medical

vault-83f247…

by hooti1rkk…przmc

0 on-chain calls May 28, 2026
Live on chain Free · public good

sarcoma drug discovery target ranking

bio-medical

vault-524f62…

by hooti1zjh…eszuy

0 on-chain calls May 26, 2026
Live on chain Free · public good

sarcoma drug discovery target ranking

bio-medical

vault-efcd07…

by hooti1zjh…eszuy

0 on-chain calls May 25, 2026
Live on chain Free · public good

New medicine, drug develop model

bio-medical

vault-8a42f7…

by hooti1zjh…eszuy

0 on-chain calls May 25, 2026
Live on chain Free · public good

New medicine research

bio-medical

vault-c52209…

by hooti1zjh…eszuy

0 on-chain calls May 25, 2026