Ramspheld Onyango@ramspheld

Hoping to finally say Goodbye to permanent .env API keys. They are the weakest link in modern AI infrastructure—and were never designed for autonomous agents. API keys grant broad, long-lived access with no economic context. Once leaked or abused, the damage is immediate. Providers must trust users upfront, bill later, and absorb fraud and overuse. For autonomous agents, static keys are incompatible: agents cannot reason about cost, enforce budgets, or decide whether access is worth paying for when authorization is detached from payment. AgentPaywalls eliminates API keys as an access primitive. Instead of granting access first and billing later, AgentPaywalls introduces payment-as-authorization. Each request, session, or quota is unlocked only after a verified USDC payment, delivered via short-lived, scoped capability tokens. Tokens expire automatically, are scoped to what was purchased, and cannot be reused. No permanent secrets. No blanket permissions. APIs remain unchanged. Blockchain settlement is off the hot path, preserving low latency. Providers replace static credentials with a lightweight middleware that issues access only after payment confirmation. Autonomous agents powered by Gemini evaluate cost versus expected utility before spending, enforcing budgets and making economically rational decisions without human approval. Agents dynamically choose when to buy data, inference, or content—and when not to. Payments are executed via x402 and Circle Gateway, enabling sub-cent, HTTP-native micropayments, and are settled in USDC on Arc, an EVM-compatible Layer 1 optimized for predictable fees and instant finality. AgentPaywalls does not reinvent APIs—it replaces brittle API keys with programmable, payment-verified access, enabling a secure, autonomous, and scalable machine-to-machine economy where software can finally pay for intelligence safely.

BreakIn is a proof-of-work hiring platform. Developers collaborate in simulated sprints, evaluated by AI and mentors, to build living, verifiable portfolios. Proof-of-Work Hiring System (PoWHS) A zero-resumé, no-job-posting, mentorship-first simulation platform where skill earns opportunity. BreakIn Direct replaces guesswork hiring with verifiable performance. Through simulation sprints, AI review, mentor feedback, and collaborative team builds, we generate living portfolios that hiring managers can trust more than any cover letter. How It Works Developers join team-based simulation sprints AI + mentor feedback powers reputation & growth Hiring engine recommends talent based on work—not words Companies hire directly—without posting a job or screening résumés

BreakIn is a proof-of-work hiring platform. Developers collaborate in simulated sprints, evaluated by AI and mentors, to build living, verifiable portfolios. Proof-of-Work Hiring System (PoWHS) A zero-resumé, no-job-posting, mentorship-first simulation platform where skill earns opportunity. BreakIn Direct replaces guesswork hiring with verifiable performance. Through simulation sprints, AI review, mentor feedback, and collaborative team builds, we generate living portfolios that hiring managers can trust more than any cover letter. How It Works Developers join team-based simulation sprints AI + mentor feedback powers reputation & growth Hiring engine recommends talent based on work—not words Companies hire directly—without posting a job or screening résumés

Monk AI is a unified, intelligent developer platform that transforms the entire software development lifecycle into a seamless, single-screen experience. Designed for both solo developers and distributed teams, Monk integrates AI agents into every stage—from idea generation and coding to testing, deployment, and monitoring. The platform features an AI-powered ideation hub, a Monaco-based code editor with live autocompletion, intelligent test generation and healing, one-click deployment to cloud services, domain and SSL automation, Git versioning, observability, and real-time team collaboration. Every tab is powered by domain-specific AI agents that reduce friction and context switching. With Monk, users can start with a prompt like “Build a task manager,” and the platform will generate specs, code structure, tests, and even deploy it live—within minutes. Think of it as an AI team-in-a-box: CodeMate, GitMate, DeployMate, and more. Our hackathon MVP will demonstrate how Monk AI can generate working applications from a prompt, write tests, deploy to cloud, and monitor logs—all with minimal human input. It’s not just DevOps; it’s DevEverything.

ReplyMate AI leverages advanced Natural Language Processing (NLP) and machine learning to offer users secure and intelligent conversations. It helps identify potential fraud attempts, ensuring a safer messaging experience on WhatsApp. Built for businesses and individuals, ReplyMate is the go-to tool for fraud prevention and efficient chat automation." Fraud Detection: Identifies suspicious activity and alerts users to potential phishing or scam messages. Smart Replies: Provides contextually relevant and accurate responses to improve user engagement. Real-Time Alerts: Instantly notifies users of fraudulent activities or scams. Security Focused: Ensures that sensitive user data is never compromised during interactions. WhatsApp Integration: Seamlessly integrates with WhatsApp for easy communication and use. Error Handling: Identifies and manages errors gracefully, ensuring the chatbot remains effective even in complex conversations.

AstroForge: OrbitMind is a cutting-edge AI platform designed to address the challenges of space mission management. The space industry faces issues like complex mission planning, real-time command processing, and the need for resilient networks.OrbitMind tackles these challenges by integrating two key systems Mission Planning System: 1-Uses Reinforcement Learning (RL) to optimize mission plans in a simulated environment. 2-Generates dynamic mission timelines and handles uncertainties, ensuring efficient and fault-tolerant operations. Ground Station RPA System: 1-Leverages Natural Language Processing (NLP) to analyze and execute commands in real-time. 2-Automates workflows for tasks like telemetry collection, communication, and system checks. 3-Provides real-time analytics and performance monitoring for mission controllers. With applications in satellite operations, deep space exploration, defense and aerospace, and industrial automation, OrbitMind is a versatile solution for the future of space exploration.

Wave Tracker simplifies mobile network analysis and optimization with a range of powerful features: → Easy Network Analysis: Helps users understand and improve mobile network performance. → Target Audience: Ideal for telecom professionals, engineers, and general users curious about network performance. → Input Data: Users can input MCC, MNC, Cell ID, LAC codes, or location data for area coverage analysis. → Data Fetching: Utilizes OpenCellID API to retrieve tower signal strength, location, and other key details. → Speed Predictions: Estimates internet speeds based on tower data and signal strength. → AI-Powered Insights: Offers suggestions for network optimization, such as tower selection and reducing interference. → Interactive Visualization: Displays network performance through dynamic charts for better clarity and actionable insights. In conclusion, Wave Tracker provides a comprehensive and intuitive solution for users to analyze and optimize their mobile network performance. By combining real-time data with AI-driven insights, it empowers individuals and professionals alike to make informed decisions and improve connectivity. Whether you're troubleshooting network issues or enhancing coverage in rural areas, Wave Tracker is the go-to tool for smarter, more efficient network management.

Teams work together with multiple AI agents in shared workspaces to design, build, and launch complete AI products — from initial idea to market-ready app. 📅 February 23– March 1, 2026 ⏱️ 6 days to build and ship an end-to-end agentic AI product 🤝 Work together in shared AI workspaces where your team and AI agents collaborate in real time 🔧 Build with multiple AI agents that handle development, design, testing, and documentation together 🎯 Create everything in one place — from ideation to product to marketing materials, all by prompting and observing 🚀 Focus on real-world products that teams could actually ship and use 🏆 $3,500 in prizes + premium 3-month Complete.dev access for top teams 🧑‍💻 Join your team workspace and start building together

Join our $1,000,000+ startup challenge series powered by Surge 📌 This announcement outlines the launch of a Global Human+AI Exchange — aligning universities, global cities, talent networks, and industry to accelerate human-centered AI innovation, technology transfer, and economic growth. 👉 Read more here ⏱️ 8 days to turn your idea, or existing product, into an investable demo. 📅 February 6 - 15, 2026 • Feb 6 - 14 (Online Phase) - Collaborate and build online with developers and AI innovators from around the world. All projects must be submitted by the end of the online phase on February 14th. 🕙 Doors open at 10:00 AM, first come, first served. • Feb 14 (On‑site Build Day) - Selected participants will be invited to an exclusive in‑person session to refine their projects and connect directly with mentors. • Feb 15 (On‑site Demos & Awards) - Live pitching sessions to a panel of judges and ecosystem partners, followed by the official winner announcement. 🌟 Get feedback from startup mentors and technical experts. 📍 On-site Venue (Feb 14–15): MindsDB SF AI Collective 3154 17th St, San Francisco, California, USA 📲 Real-time on-site updates (SF) For real-time announcements and information during the on-site portion (Feb 14–15), join the LabLab SF Chapter WhatsApp group: 👉 Join the WhatsApp group 🤝 Join solo or with a team. New founders and existing startups are welcome. 🏆 $1,000,000+ in credits, token prizes, perks and funding opportunity. 📍 On-site participation is by invitation only. Travel and accommodation expenses will not be covered. 🧑‍💻 Apply now to build, validate, and pitch with purpose.

Join Deriv and lablab.ai for a high-intensity hybrid hackathon where top builders create AI prototypes, demo their work, and get fast-tracked to interviews. When • Sat, Jan 31, 2026- On-Site Pre-Hackathon: Deriv AI Meetup (Dubai) • Fri, Feb 6 - Opening words, Challenge, and Hackathon kick-off. (Dubai) • Sat, Feb 7 - Build and ship your prototype - 12 hours (Onsite +Online) • Sun, Feb 8 - Demos, judging, and next steps for standout teams. (Onsite +Online) On-Site Pre-Hackathon: Deriv AI Meetup Sat, Jan 31, 2026 · 2:00–6:00 PM (GST) · Dubai In-person talks, workshops, team formation, and networking with the Deriv team. 👉 Deriv AI Meetup registration What's in it for you • USD $10,000+ in prizes across categories • Mentors available to unblock you when you're stuck • Fast-track interviews for top performers - skip the queue • Real problems to solve - not toy demos Format • Teams of 1-3 • Hybrid: Dubai on-site or fully remote • On-site spots confirmed after screening Location • One by Omniyat, 24th Floor, Al Mustaqbal Street, Business Bay, Dubai, UAE • Travel and accommodation not provided. Apply now • Spots are limited. Shortlisting begins right after the event.