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Project Title: InsightAI 1 Project Domain: Security Secondary Domain: Finance / FinTech Description: A low-latency inference system for multimodal agents in autonomous systems.
{ "Judge Comments": "Technically ambitious and well-executed.", "Judge Score": "9.5", "Project Name": "Project Aurora", "Score": "85", "row": 0, "source": "../data/Projects_with_Domains.csv" }
Project Title: ShopSmart 2 Project Domain: Developer Tools / DevEx Secondary Domain: Productivity Assistants Description: A simulation environment for embodied AI agents using Unreal integration.
{ "Judge Comments": "Excellent technical depth and presentation clarity.", "Judge Score": "8.1", "Project Name": "OmniPath", "Score": "67", "row": 1, "source": "../data/Projects_with_Domains.csv" }
Project Title: WealthifyAI 3 Project Domain: Developer Tools / DevEx Secondary Domain: Security Description: A medical imaging solution improving early diagnosis through vision transformers.
{ "Judge Comments": "Well-structured and scalable; good potential for commercialization.", "Judge Score": "8.6", "Project Name": "SynthMind", "Score": "91", "row": 2, "source": "../data/Projects_with_Domains.csv" }
Project Title: MediMind 4 Project Domain: E‑commerce / Marketplaces Secondary Domain: Finance / FinTech Description: A generative model enabling adaptive speech synthesis for accessibility.
{ "Judge Comments": "Excellent technical depth and presentation clarity.", "Judge Score": "7.0", "Project Name": "TerraMind", "Score": "70", "row": 3, "source": "../data/Projects_with_Domains.csv" }
Project Title: AutoMate 5 Project Domain: Finance / FinTech Secondary Domain: Healthcare / MedTech Description: A bioinformatics pipeline leveraging transformers for genome annotation.
{ "Judge Comments": "A forward-looking idea with solid supporting data.", "Judge Score": "8.6", "Project Name": "EchoLens", "Score": "94", "row": 4, "source": "../data/Projects_with_Domains.csv" }
Project Title: TrendLens 6 Project Domain: Developer Tools / DevEx Secondary Domain: Writing & Content Description: An interactive 3D environment for generative design and architecture.
{ "Judge Comments": "A clever solution with measurable environmental benefit.", "Judge Score": "9.0", "Project Name": "LatticeFlow", "Score": "88", "row": 5, "source": "../data/Projects_with_Domains.csv" }
Project Title: PlanPilot 7 Project Domain: Research & Knowledge Secondary Domain: Legal / Compliance Description: A low-latency inference system for multimodal agents in autonomous systems.
{ "Judge Comments": "Great clarity in communication and demo flow.", "Judge Score": "6.9", "Project Name": "EchoLens", "Score": "60", "row": 6, "source": "../data/Projects_with_Domains.csv" }
Project Title: InsightAI 8 Project Domain: Legal / Compliance Secondary Domain: QA / Testing / Validation Description: A graph neural network framework for industrial process optimization.
{ "Judge Comments": "Solid work with impressive real-world impact.", "Judge Score": "9.7", "Project Name": "BioForge", "Score": "60", "row": 7, "source": "../data/Projects_with_Domains.csv" }
Project Title: ChatBridge 9 Project Domain: Legal / Compliance Secondary Domain: Healthcare / MedTech Description: A bioinformatics pipeline leveraging transformers for genome annotation.
{ "Judge Comments": "Strong quantitative results; add qualitative analysis next time.", "Judge Score": "7.5", "Project Name": "BioForge", "Score": "97", "row": 8, "source": "../data/Projects_with_Domains.csv" }
Project Title: MediMind 10 Project Domain: Customer Support / Helpdesk Secondary Domain: Healthcare / MedTech Description: A real-time object tracking system built on efficient Mamba-style attention.
{ "Judge Comments": "Well-structured and scalable; good potential for commercialization.", "Judge Score": "8.5", "Project Name": "SynthMind", "Score": "95", "row": 9, "source": "../data/Projects_with_Domains.csv" }
Project Title: AutoMate 11 Project Domain: E‑commerce / Marketplaces Secondary Domain: QA / Testing / Validation Description: A reinforcement learning setup for optimizing energy efficiency in data centers.
{ "Judge Comments": "Strong execution, though UI design feels rushed.", "Judge Score": "7.5", "Project Name": "HoloFlow", "Score": "97", "row": 10, "source": "../data/Projects_with_Domains.csv" }
Project Title: SecureNest 12 Project Domain: Security Secondary Domain: Writing & Content Description: A low-latency inference system for multimodal agents in autonomous systems.
{ "Judge Comments": "A forward-looking idea with solid supporting data.", "Judge Score": "6.7", "Project Name": "Neural Canvas", "Score": "73", "row": 11, "source": "../data/Projects_with_Domains.csv" }
Project Title: TaskFlow 13 Project Domain: Legal / Compliance Secondary Domain: E‑commerce / Marketplaces Description: A dynamic model pruning toolkit that reduces compute costs by 40%.
{ "Judge Comments": "Minor issues with integration but otherwise very polished.", "Judge Score": "9.1", "Project Name": "Neural Canvas", "Score": "67", "row": 12, "source": "../data/Projects_with_Domains.csv" }
Project Title: DocuCheck 14 Project Domain: Research & Knowledge Secondary Domain: Security Description: An adaptive fine-tuning pipeline for multilingual reasoning models.
{ "Judge Comments": "Technically ambitious and well-executed.", "Judge Score": "7.8", "Project Name": "DeepHarvest", "Score": "62", "row": 13, "source": "../data/Projects_with_Domains.csv" }
Project Title: LearnWise 15 Project Domain: Sales / CRM Secondary Domain: QA / Testing / Validation Description: An automated data labeling assistant powered by instruction-tuned LLMs.
{ "Judge Comments": "Solid work with impressive real-world impact.", "Judge Score": "7.0", "Project Name": "BioForge", "Score": "65", "row": 14, "source": "../data/Projects_with_Domains.csv" }
Project Title: WealthifyAI 16 Project Domain: QA / Testing / Validation Secondary Domain: Finance / FinTech Description: A federated learning toolkit improving privacy in healthcare applications.
{ "Judge Comments": "Comprehensive and technically mature approach.", "Judge Score": "8.4", "Project Name": "PixelSense", "Score": "80", "row": 15, "source": "../data/Projects_with_Domains.csv" }
Project Title: MediMind 17 Project Domain: Security Secondary Domain: Legal / Compliance Description: A medical imaging solution improving early diagnosis through vision transformers.
{ "Judge Comments": "Exceeds expectations in creativity and usability.", "Judge Score": "7.8", "Project Name": "BioForge", "Score": "90", "row": 16, "source": "../data/Projects_with_Domains.csv" }
Project Title: SecureNest 18 Project Domain: Productivity Assistants Secondary Domain: Customer Support / Helpdesk Description: A synthetic data generator for low-resource domain adaptation tasks.
{ "Judge Comments": "Great clarity in communication and demo flow.", "Judge Score": "8.3", "Project Name": "TerraMind", "Score": "82", "row": 17, "source": "../data/Projects_with_Domains.csv" }
Project Title: TrendLens 19 Project Domain: Writing & Content Secondary Domain: Finance / FinTech Description: A federated learning toolkit improving privacy in healthcare applications.
{ "Judge Comments": "Technically ambitious and well-executed.", "Judge Score": "8.9", "Project Name": "GreenPulse", "Score": "92", "row": 18, "source": "../data/Projects_with_Domains.csv" }
Project Title: GuardBot 20 Project Domain: Creative / Design / Media Secondary Domain: Healthcare / MedTech Description: A synthetic data generator for low-resource domain adaptation tasks.
{ "Judge Comments": "Strong execution, though UI design feels rushed.", "Judge Score": "8.5", "Project Name": "SkyForge", "Score": "61", "row": 19, "source": "../data/Projects_with_Domains.csv" }
Project Title: MediMind 21 Project Domain: Data / Analytics Secondary Domain: Customer Support / Helpdesk Description: A bioinformatics pipeline leveraging transformers for genome annotation.
{ "Judge Comments": "Creative use of multimodal learning; documentation could improve.", "Judge Score": "8.4", "Project Name": "AutoVerse", "Score": "97", "row": 20, "source": "../data/Projects_with_Domains.csv" }
Project Title: PlanPilot 22 Project Domain: Healthcare / MedTech Secondary Domain: Developer Tools / DevEx Description: A synthetic data generator for low-resource domain adaptation tasks.
{ "Judge Comments": "Well-structured and scalable; good potential for commercialization.", "Judge Score": "7.5", "Project Name": "BioForge", "Score": "92", "row": 21, "source": "../data/Projects_with_Domains.csv" }
Project Title: Pathfinder 23 Project Domain: Data / Analytics Secondary Domain: E‑commerce / Marketplaces Description: A neural art generator blending classical styles with modern techniques.
{ "Judge Comments": "Excellent code quality and use of open-source libraries.", "Judge Score": "7.6", "Project Name": "TerraMind", "Score": "97", "row": 22, "source": "../data/Projects_with_Domains.csv" }
Project Title: Pathfinder 24 Project Domain: Healthcare / MedTech Secondary Domain: Security Description: An AI-powered platform optimizing logistics routes for sustainability.
{ "Judge Comments": "Well-structured and scalable; good potential for commercialization.", "Judge Score": "7.7", "Project Name": "LatticeFlow", "Score": "67", "row": 23, "source": "../data/Projects_with_Domains.csv" }
Project Title: Pathfinder 25 Project Domain: Sales / CRM Secondary Domain: Customer Support / Helpdesk Description: A federated learning toolkit improving privacy in healthcare applications.
{ "Judge Comments": "Promising idea with robust experimental validation.", "Judge Score": "9.6", "Project Name": "LatticeFlow", "Score": "81", "row": 24, "source": "../data/Projects_with_Domains.csv" }
Project Title: QuickQuote 26 Project Domain: Creative / Design / Media Secondary Domain: Data / Analytics Description: A generative model enabling adaptive speech synthesis for accessibility.
{ "Judge Comments": "Exceeds expectations in creativity and usability.", "Judge Score": "9.2", "Project Name": "VisionTrail", "Score": "67", "row": 25, "source": "../data/Projects_with_Domains.csv" }
Project Title: Pathfinder 27 Project Domain: Finance / FinTech Secondary Domain: Research & Knowledge Description: An AI model compression suite enabling on-device reasoning for IoT sensors.
{ "Judge Comments": "Excellent code quality and use of open-source libraries.", "Judge Score": "9.8", "Project Name": "DataWeave", "Score": "81", "row": 26, "source": "../data/Projects_with_Domains.csv" }
Project Title: SecureNest 28 Project Domain: Legal / Compliance Secondary Domain: Finance / FinTech Description: A hardware-aware model quantization benchmark suite.
{ "Judge Comments": "Conceptually strong but results need more benchmarking.", "Judge Score": "9.0", "Project Name": "EchoLens", "Score": "90", "row": 27, "source": "../data/Projects_with_Domains.csv" }
Project Title: PlanPilot 29 Project Domain: Research & Knowledge Secondary Domain: Creative / Design / Media Description: A hardware-aware model quantization benchmark suite.
{ "Judge Comments": "Minor issues with integration but otherwise very polished.", "Judge Score": "9.2", "Project Name": "OmniPath", "Score": "93", "row": 28, "source": "../data/Projects_with_Domains.csv" }
Project Title: LearnWise 30 Project Domain: E‑commerce / Marketplaces Secondary Domain: Customer Support / Helpdesk Description: A graph neural network framework for industrial process optimization.
{ "Judge Comments": "Exceeds expectations in creativity and usability.", "Judge Score": "7.4", "Project Name": "NanoLink", "Score": "64", "row": 29, "source": "../data/Projects_with_Domains.csv" }
Project Title: SkillMatch 31 Project Domain: Developer Tools / DevEx Secondary Domain: QA / Testing / Validation Description: A medical imaging solution improving early diagnosis through vision transformers.
{ "Judge Comments": "Outstanding collaboration and well-articulated research scope.", "Judge Score": "7.9", "Project Name": "VisionTrail", "Score": "81", "row": 30, "source": "../data/Projects_with_Domains.csv" }
Project Title: TrendLens 32 Project Domain: Writing & Content Secondary Domain: Research & Knowledge Description: A document summarization and retrieval system for enterprise knowledge bases.
{ "Judge Comments": "Strong execution, though UI design feels rushed.", "Judge Score": "8.7", "Project Name": "Neural Canvas", "Score": "68", "row": 31, "source": "../data/Projects_with_Domains.csv" }
Project Title: CreateFlow 33 Project Domain: Customer Support / Helpdesk Secondary Domain: E‑commerce / Marketplaces Description: A generative model enabling adaptive speech synthesis for accessibility.
{ "Judge Comments": "Creative use of multimodal learning; documentation could improve.", "Judge Score": "7.6", "Project Name": "Neural Canvas", "Score": "66", "row": 32, "source": "../data/Projects_with_Domains.csv" }
Project Title: GuardBot 34 Project Domain: Productivity Assistants Secondary Domain: Writing & Content Description: A real-time object tracking system built on efficient Mamba-style attention.
{ "Judge Comments": "Conceptually strong but results need more benchmarking.", "Judge Score": "9.1", "Project Name": "VisionTrail", "Score": "83", "row": 33, "source": "../data/Projects_with_Domains.csv" }
Project Title: PlanPilot 35 Project Domain: Writing & Content Secondary Domain: Finance / FinTech Description: A federated learning toolkit improving privacy in healthcare applications.
{ "Judge Comments": "A clever solution with measurable environmental benefit.", "Judge Score": "8.4", "Project Name": "SkyForge", "Score": "94", "row": 34, "source": "../data/Projects_with_Domains.csv" }
Project Title: InsightAI 36 Project Domain: Security Secondary Domain: Legal / Compliance Description: A synthetic data generator for low-resource domain adaptation tasks.
{ "Judge Comments": "Strong quantitative results; add qualitative analysis next time.", "Judge Score": "7.6", "Project Name": "SoundScape", "Score": "82", "row": 35, "source": "../data/Projects_with_Domains.csv" }
Project Title: PulseAI 37 Project Domain: E‑commerce / Marketplaces Secondary Domain: Research & Knowledge Description: A multimodal captioning system trained on open-weights datasets.
{ "Judge Comments": "Outstanding collaboration and well-articulated research scope.", "Judge Score": "6.9", "Project Name": "SkyForge", "Score": "80", "row": 36, "source": "../data/Projects_with_Domains.csv" }
Project Title: TaskFlow 38 Project Domain: Creative / Design / Media Secondary Domain: Developer Tools / DevEx Description: A real-time object tracking system built on efficient Mamba-style attention.
{ "Judge Comments": "An elegant and pragmatic engineering solution.", "Judge Score": "7.3", "Project Name": "NanoLink", "Score": "64", "row": 37, "source": "../data/Projects_with_Domains.csv" }
Project Title: LearnWise 39 Project Domain: Data / Analytics Secondary Domain: Legal / Compliance Description: An AI model compression suite enabling on-device reasoning for IoT sensors.
{ "Judge Comments": "Strong quantitative results; add qualitative analysis next time.", "Judge Score": "6.9", "Project Name": "AetherCompute", "Score": "78", "row": 38, "source": "../data/Projects_with_Domains.csv" }
Project Title: WealthifyAI 40 Project Domain: Legal / Compliance Secondary Domain: Productivity Assistants Description: A multimodal captioning system trained on open-weights datasets.
{ "Judge Comments": "Conceptually strong but results need more benchmarking.", "Judge Score": "7.5", "Project Name": "HoloFlow", "Score": "67", "row": 39, "source": "../data/Projects_with_Domains.csv" }
Project Title: CreateFlow 41 Project Domain: Customer Support / Helpdesk Secondary Domain: Creative / Design / Media Description: A federated learning toolkit improving privacy in healthcare applications.
{ "Judge Comments": "Solid work with impressive real-world impact.", "Judge Score": "7.7", "Project Name": "SynthMind", "Score": "76", "row": 40, "source": "../data/Projects_with_Domains.csv" }
Project Title: TrendLens 42 Project Domain: Finance / FinTech Secondary Domain: Customer Support / Helpdesk Description: A generative model enabling adaptive speech synthesis for accessibility.
{ "Judge Comments": "A clever solution with measurable environmental benefit.", "Judge Score": "6.7", "Project Name": "EchoLens", "Score": "65", "row": 41, "source": "../data/Projects_with_Domains.csv" }
Project Title: CreateFlow 43 Project Domain: Productivity Assistants Secondary Domain: Developer Tools / DevEx Description: A medical imaging solution improving early diagnosis through vision transformers.
{ "Judge Comments": "A forward-looking idea with solid supporting data.", "Judge Score": "6.5", "Project Name": "HoloFlow", "Score": "62", "row": 42, "source": "../data/Projects_with_Domains.csv" }
Project Title: ChatBridge 44 Project Domain: Creative / Design / Media Secondary Domain: QA / Testing / Validation Description: A hardware-aware model quantization benchmark suite.
{ "Judge Comments": "Solid work with impressive real-world impact.", "Judge Score": "6.7", "Project Name": "AutoVerse", "Score": "96", "row": 43, "source": "../data/Projects_with_Domains.csv" }
Project Title: SkillMatch 45 Project Domain: Customer Support / Helpdesk Secondary Domain: Writing & Content Description: A real-time object tracking system built on efficient Mamba-style attention.
{ "Judge Comments": "A clever solution with measurable environmental benefit.", "Judge Score": "7.7", "Project Name": "AetherCompute", "Score": "87", "row": 44, "source": "../data/Projects_with_Domains.csv" }
Project Title: WealthifyAI 46 Project Domain: Finance / FinTech Secondary Domain: QA / Testing / Validation Description: A graph neural network framework for industrial process optimization.
{ "Judge Comments": "Excellent technical depth and presentation clarity.", "Judge Score": "7.1", "Project Name": "BioForge", "Score": "88", "row": 45, "source": "../data/Projects_with_Domains.csv" }
Project Title: DocuCheck 47 Project Domain: Finance / FinTech Secondary Domain: Writing & Content Description: An AI-powered platform optimizing logistics routes for sustainability.
{ "Judge Comments": "Conceptually strong but results need more benchmarking.", "Judge Score": "9.6", "Project Name": "SynthMind", "Score": "87", "row": 46, "source": "../data/Projects_with_Domains.csv" }
Project Title: MediMind 48 Project Domain: Healthcare / MedTech Secondary Domain: QA / Testing / Validation Description: An interactive 3D environment for generative design and architecture.
{ "Judge Comments": "Great innovation but needs stronger evaluation metrics.", "Judge Score": "7.5", "Project Name": "AutoVerse", "Score": "96", "row": 47, "source": "../data/Projects_with_Domains.csv" }
Project Title: SecureNest 49 Project Domain: E‑commerce / Marketplaces Secondary Domain: Legal / Compliance Description: A document summarization and retrieval system for enterprise knowledge bases.
{ "Judge Comments": "Comprehensive and technically mature approach.", "Judge Score": "9.2", "Project Name": "PixelSense", "Score": "92", "row": 48, "source": "../data/Projects_with_Domains.csv" }
Project Title: PulseAI 50 Project Domain: Productivity Assistants Secondary Domain: Finance / FinTech Description: An adaptive fine-tuning pipeline for multilingual reasoning models.
{ "Judge Comments": "Technically ambitious and well-executed.", "Judge Score": "8.0", "Project Name": "SoundScape", "Score": "95", "row": 49, "source": "../data/Projects_with_Domains.csv" }