🤝 Top Collaborators
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🤓 Latest Submissions
CausalityAI
We’re building a system that helps people understand how real-world events actually unfold. Most tools today focus on summarization — they tell you what happened. But when you’re trying to understand something complex, like a company’s rise, a market crash, or a major product decision, summaries are not enough. The real value is in the sequence of events that led there. Our system takes a different approach. A user starts with an outcome — for example, “How did Google become successful?” or “Why did this company fail?” — and the system works backwards. It uses web-scale search to gather relevant information from across the internet, then applies language models to extract and organize the key signals, decisions, and events that contributed to the outcome. Instead of isolated facts, it builds a connected chain of causes. The result is a structured view of an event: not just a description, but a map of how it formed over time. Early signals, turning points, and key decisions are all surfaced and linked together into a coherent sequence. Right now, the system is already working end-to-end: search, ingestion, and causal extraction are all functional. The next steps involve improving quality, moving from snippets to full-page analysis, and building a proper timeline visualization layer. Our long-term goal is simple: take any meaningful outcome on the internet and make its underlying chain of events easy to trace, inspect, and understand.
31 May 2026
Lobster Relay
Lobster Relay is a lightweight orchestration layer built around Veea’s Lobster Trap to improve how AI agents handle policy enforcement failures. The project focuses on one specific problem: most agent systems treat blocked requests as dead ends. When an action is denied, agents typically receive little context about what failed, why it failed, or how to continue safely. Lobster Relay adds structured recovery on top of Lobster Trap’s enforcement pipeline. Safe requests pass through normally. When Lobster Trap intercepts a request, Lobster Relay generates a concise, explainable response that helps the agent understand the failure and retry in a compliant way. This creates a more usable interaction pattern for autonomous systems: attempt → fail → understand → adapt → retry The system also includes: OpenAI-compatible relay APIs LiteLLM-based provider routing Runtime interaction logging Real-time audit visibility Structured explainability workflows Lobster Relay is designed to complement Lobster Trap by improving recoverability and usability for governed AI agent workflows.
19 May 2026
Vow AI
Vow: Real-Time Organizational Memory The Problem Standard AI note-takers provide "post-mortem" summaries 30 minutes after a call ends. By then, the "Alignment Gap" has set in—momentum is lost, and participants leave with conflicting interpretations of decisions and deadlines. When alignment is retrospective, it’s too late. The Solution Vow is a Real-Time Referee that turns live conversations into structured organizational memory. Using near-zero latency inference, it monitors evolving context to extract machine-readable decisions and actions. These are pushed back to participants via Confirmation Cards, allowing teams to ratify commitments and ensure 100% alignment before the meeting even ends. Technical Innovation Built for the AMD MI300X, Vow leverages high-performance hardware to close the latency gap: Dual-Model Residency: The MI300X’s 192GB HBM3 allows Llama 3.3 70B and Whisper to stay resident on a single GPU, eliminating model-swapping delays. Structured Intelligence: Enforces a strict JSON schema to turn messy audio into instant, machine-readable data for CRMs and databases. Stateful Memory: A session-based store tracks rolling context to prevent repetition and understand conversation flow in real-time. The Impact Vow converts meeting noise into a Single Source of Truth, ensuring that every promise made is a promise kept. Stack: AMD MI300X, ROCm 6.x, vLLM, Llama 3.3 70B, WhisperLive, TanStack Start.
10 May 2026
Civil Lens
Civil Lens: Interactive Community Issue Mapping The Problem Communities struggle with civic engagement. Citizens can't easily report local issues, lack visibility into resolutions, and feel disconnected from local government. Traditional reporting creates barriers while governments lack real-time community data. Our Solution Civil Lens revolutionizes community engagement through interactive issue mapping. Citizens report problems by clicking on a map, uploading media, and voting on priorities with real-time tracking. Key Features Interactive Mapping: Point-and-click issue reporting with photo/video uploads Smart Location: GPS detection, address search, and precise geocoding Time Travel Analytics: Visualize issue evolution and resolution patterns over time Community Voting: Upvote/downvote system for priority setting 10+ Categories: Infrastructure, Safety, Environment, and more Mobile-First: Responsive design for all devices Technology Built with Next.js 14, Qdrant Vector Database, Mapbox GL JS, and TypeScript for optimal performance and AI-powered search capabilities. Impact Citizens get friction-free reporting and transparency. Government receives centralized tracking and real-time sentiment data. Communities build stronger connections through shared problem-solving. Civil Lens scales from neighborhoods to cities, with future AI-powered prioritization and government system integration. We're transforming passive residents into active community advocates with tools that make civic engagement accessible and effective. Building stronger communities through transparent, data-driven civic participation.
19 Nov 2025
connectED
ConnectED is a platform that could help address public health issues by providing a centralized digital hub for government agencies and NGOs to upload important health updates and information. The SMS functionality would ensure even those in remote, rural localities without consistent internet access could still receive timely advisories on outbreaks, best medical practices, vaccination schedules, and more. By partnering both information providers and citizens on one cohesive platform, ConnectED could virtually extend the reach of institutional messaging far beyond what traditional in-person community outreach allows.
18 Nov 2023
NURTURE AI
Nurture AI stands as the quintessential partner on your parenting odyssey, seamlessly merging the realms of cutting-edge technology and heartfelt human connection. At its core, Nurture AI is a comprehensive platform designed to empower individuals and families with an array of invaluable tools and resources, ensuring a confident and seamless traverse through every facet of parenthood. This groundbreaking solution harnesses the power of AI to provide personalized guidance, offering tailored advice on preconception, pregnancy, and early childhood development. Nurture AI's intuitive interface serves as a reliable source of evidence-based information, offering insights into health monitoring, nutritional guidance, and emotional well-being. What sets Nurture AI apart is its unwavering commitment to fostering a supportive community. In the digital landscape, where connectivity is paramount, Nurture AI creates a space for shared experiences, advice, and camaraderie among parents. The platform serves as a meeting ground for those seeking to navigate the beautiful challenges of parenthood together. With a foundation rooted in security and privacy, Nurture AI ensures that your data is handled with the utmost care. Rigorous encryption protocols and adherence to data privacy regulations create a safe space for users to trustfully engage with the platform. In essence, Nurture AI redefines the parenting experience, not as a solitary journey but as a shared adventure. It's more than an application; it's a community-driven ecosystem that supports, guides, and uplifts every parent, every step of the way. Welcome to Nurture AI, where technology meets compassion, and parenthood is transformed into an enriching, confident, and joyous experience
9 Nov 2023
Ad Enhance
In simple terms, all issue marketers and advertisers have in the world of digital advertising is resolved by our AI-powered ad optimization software. Make campaign creation, management, and optimization simple for individuals by using AI. To make it simpler for you to optimize advertising, increase user engagement, and improve decision-making while upholding moral principles and privacy laws, we designed our software with a focused-on customers direction. To remain competitive, we also discovered significant market potential and developed various revenue models. See how we can continue to create, release, and enhance our software in about a year by looking at our development timeline. We are prepared to change things and are eager to discover what the future brings.
15 Sep 2023
