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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.

Finance 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).

Live on chain private weights Free
by hooti197z…mt0k9 Jul 16, 2026
Energy Fair

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)

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by hooti12wj…puzt3 Jul 2, 2026
Research Fair

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.

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by hooti12wj…puzt3 Jul 2, 2026
Space Fair

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.

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by hooti12wj…puzt3 Jul 2, 2026
Research Fair

영화 시나리오 각색, 대본 AI

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by hooti1rkk…przmc Jul 2, 2026
Bio-medical Fair

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).

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by hooti12wj…puzt3 Jun 30, 2026
Space Fair

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)

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by hooti12wj…puzt3 Jun 29, 2026
Space Fair

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.

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by hooti12wj…puzt3 Jun 19, 2026
Energy Fair

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.

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by hooti1rkk…przmc Jun 9, 2026
Materials Fair

「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。

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by hooti12wj…puzt3 Jun 6, 2026
Education High

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.

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by hooti12wj…puzt3 Jun 6, 2026
Geo-economics Fair

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

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by hooti1rkk…przmc Jun 5, 2026
Energy Fair

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.

Live on chain Free
by hooti17pa…vmkhw Jun 5, 2026
Geo-economics Fair

how to improve economic relations between UAE and Korea

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by hooti1wrh…rvlwy Jun 5, 2026
Energy High

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)

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by hooti12wj…puzt3 Jun 4, 2026
Education High

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.

Live on chain Free
by hooti12wj…puzt3 Jun 4, 2026
Education High

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.

Live on chain Free
by hooti12wj…puzt3 Jun 4, 2026
Energy High

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)

Live on chain Free
by hooti12wj…puzt3 Jun 4, 2026
Energy High

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)

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by hooti12wj…puzt3 Jun 4, 2026
Energy High

Optimize smart-grid resilience and failure-recovery.

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by hooti12wj…puzt3 Jun 4, 2026
Energy High

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).

Live on chain Free
by hooti12wj…puzt3 Jun 4, 2026
Energy High

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)

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by hooti12wj…puzt3 Jun 4, 2026
Energy High

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)

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by hooti12wj…puzt3 Jun 4, 2026
Energy High

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)

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by hooti12wj…puzt3 Jun 3, 2026
Energy High

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)

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by hooti12wj…puzt3 Jun 3, 2026
Energy High

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)

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by hooti12wj…puzt3 Jun 3, 2026
Energy High

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

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by hooti12wj…puzt3 Jun 3, 2026
Energy High

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

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by hooti12wj…puzt3 Jun 2, 2026
Energy High

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

Live on chain Free
by hooti12wj…puzt3 Jun 2, 2026
Energy High

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

Live on chain Free
by hooti12wj…puzt3 Jun 2, 2026
Energy High

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

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by hooti12wj…puzt3 Jun 2, 2026
Energy High

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

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by hooti12wj…puzt3 Jun 2, 2026
Energy Fair

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.

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by hooti1rkk…przmc Jun 1, 2026
Energy High

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)

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by hooti12wj…puzt3 Jun 1, 2026
Energy High

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.

Live on chain Free
by hooti12wj…puzt3 Jun 1, 2026
Space High

please identify the active compounds in ginger that alleviate gastrointestinal distress

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by hooti1xx3…3tkh5 Jun 1, 2026
Physics High

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)

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by hooti12wj…puzt3 Jun 1, 2026
Space High

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.

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by hooti12wj…puzt3 Jun 1, 2026
Physics High

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.

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by hooti12wj…puzt3 Jun 1, 2026
Space High

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

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by hooti1rkk…przmc Jun 1, 2026
Research High

로맨스 판타지 소설 전문 AI

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by hooti1rkk…przmc May 30, 2026
Research Good

로맨스 판타지 소설 전문 AI

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by hooti1rkk…przmc May 29, 2026
Bio-medical High

sarcoma drug discovery target ranking

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by hooti1rkk…przmc May 28, 2026
Bio-medical Basic

sarcoma drug discovery target ranking

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by hooti1zjh…eszuy May 26, 2026
Bio-medical Basic

sarcoma drug discovery target ranking

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by hooti1zjh…eszuy May 25, 2026
Bio-medical Basic

New medicine, drug develop model

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by hooti1zjh…eszuy May 25, 2026
Bio-medical Basic

New medicine research

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by hooti1zjh…eszuy May 25, 2026