Professional Network for Technology Builders.
Connect with builders you
may not know, but need to
The AI-native LinkedIn for Frontier Technology Creators. We connect Academia, Industry, the workforce, and capital for new ventures through demonstrated technical ability.
Problem
Ecosystems recycle talent locally. But the local pool is limited.
Ecosystems like Silicon Valley built around Stanford Campus feed research and talent into local ventures. This creates a widening skill gap while problems elsewhere remain unsolved. The impact on global economy is devastatingly real and already underway. WEF quoted estimate: deficit of $8.5 trillion by 2030.
Korn Ferry, Future of Work: The Global Talent Crunch
Our solution
Specialized AI to run Technology Building Gyms for humans at scale.
Starting with campuses1, teams collaborate on group projects on our adaptive learning platform, benchmarked against Silicon Valley research trends. Standardized AI Evaluations convert real work into a digital skill record, shareable and instantly verifiable across the human network. Our predictive recommendation engine matches verified skills against hiring demand to enable talent to emerge exactly where the demand grows.
The system works for everyone: independent professionals, students and corporate employees. It continuously creates a digital skills ledger you accumulate through your career to match opportunities on the network.
1We start on campuses deliberately and reject the narrative that colleges are irrelevant in the age of AI. Strong theoretical foundations, room for failure and in-person collaboration offered only in campuses are essential to innovation.
Backed by our partners
What will you build tomorrow?
JoinImages: NASA, IRRI, Karnataka Power Corporation (public domain) · 2024 Wayanad landslides by Vis M (CC BY-SA 4.0) · Chinese fishing net, Ashtamudi by Timothy A. Gonsalves (CC BY-SA 4.0) · Operating theatre by Dr. Jayesh Amin (CC BY-SA 3.0)
Technology
Skills Intelligence
Combining frontier research, early-stage funding and hiring trends, we build a global map of in-demand tech skills three years out. A neuro-symbolic pipeline asynchronously maps data to an evolving ontology using auto-formalization across domain, time, and geo axes. Unlike traditional ML, this novel approach maintains logical soundness while serving highly scalable, low-latency queries for Agentic use cases.
Select a cluster, or click any skill to trace what it needs and what it unlocks.
Real world training
Our platform leverages industry-backed projects to map the frontier skills required in sectors like AI, advanced software systems, robotics, and semiconductors, establishing a direct training pathway for next-generation talent.
For working professionals, our AI-powered engine benchmarks your upskilling against these live trends. We match you with like-minded peers for group projects, bringing the collaborative energy of an immersive classroom directly to your continuous learning journey.
Adaptive learning tools
Plan the work. Measure it as it happens. Verify what was actually built.
Research and architect your project with a highly contextual search engine fueled by live skill intelligence and tailored to your unique baseline. As the frontier shifts, your project dynamically adapts to match. The planning matrix continuously monitors global industry trends asynchronously, ensuring your plan is never obsolete.
Mini and detailed analytical tests based on the work you have done as it progresses or on demand. We flip the AI logic to make you smarter and not dumber. Our assessments amplify human cognition and problem-solving rather than replacing it. You retain absolute discretion over your assessment data. To ensure total transparency, our evaluation methodology is completely open-sourced, featuring full Model Context Protocol (MCP) support so you can deploy your own custom evaluation suites.
Maintain a cryptographic, private record of verified competencies and project milestones. Seamlessly export your validated history to generate real-time resumes, simulate technical interviews, or architect your next career pivot. The platform naturally matches your verified skill map with your career goals, routing relevant job and project opportunities directly to you.
A digital resume, clickable for evidence.
Hire talent verified against the best in class
We train next-generation talent on real-world industry challenges, benchmarking their growth to provide real-time evidence of skill development over a 12-week (or longer) project timeline. Our focus is strictly on frontier tech: AI, software systems, data engineering, robotics, space tech, and semiconductors.
Beyond technical capabilities, we capture live, verifiable data on collaboration, teamwork, and communication. As a hiring partner, your designated mentor can asynchronously track project progress or actively engage with teams directly on our platform. Passively observe talent until you find the right match, or actively help shape the projects to fit your pipeline.
We are currently launching an exclusive pilot program . Join our network today to share your talent requirements, secure first-access hiring rights to top-tier candidates, and unlock special introductory pricing. Our system will automatically match your needs with live projects as they launch.
Academic R&D Partnerships
Industry organizations can easily source and deploy complex research and development projects to be completed by leading academic institutions. We seamlessly connect you with university faculties specializing in frontier tech. Our platform serves as your central, comprehensive project management and communication hub—enabling you to list initiatives, coordinate with researchers, and execute advanced R&D projects entirely in one place.
Product Testing & Venture Adoption
If your company is looking to drive product adoption in new ventures or test your technology within an active industry project setting, we provide the perfect collaborative environment. We connect you with top academic institutions and fellow industry members to co-design projects centered around adopting, validating, and stress-testing your product in real-world scenarios.
Data Privacy & IP Protection
We understand that working with frontier tech involves sensitive data and core intellectual property. Our platform is built to keep your assets completely secure.
We protect your data by fitting into your existing security setup. You can choose a fully managed cloud solution hosted by us, or deploy the platform as a completely private, on-premise software installation within your own secure network.
You retain 100% ownership of any proprietary technology, code, or project inputs you bring to the platform.
You dictate who sees your work. You can choose to keep projects entirely private to your designated team or selectively share milestones with vetted network members.
All participating students, faculty members, and researchers sign standard, robust non-disclosure agreements (NDAs) and IP assignment terms before starting an industry project.
Backed by our partners
Network
The Network
The new economy machine
- 01Academia
Room for failure and foundational knowledge creation. The innovation flywheel.
- 02Industry
The benchmark for talent. Curriculum drivers.
- 03Workforce
Community and global benchmarks for upskilling beyond University.
- 04VC
New ventures in partnership with Academia and Industry.
From Theory to Venture
Project-based learning, Active Inquiry, and Frontier Tech Experimentation
Industry-Benchmarked Projects
Complement your theory-based curriculum with hands-on, real-world engineering challenges. We bring industry projects from our partners in frontier tech fields to your student cohorts. This practical experience ensures your graduates are industry-ready on day one.
Direct Hiring Pipeline & Sponsorship
Connect your institution directly with global companies, early-stage ventures, and frontier tech startups. By hosting your curriculum-backed projects on our platform, you give your students passive or active visibility to recruiters. Companies can sponsor R&D initiatives or mentor active student teams, creating immediate employment opportunities for your graduates.
Real-Time Skill Analytics
Automate tracking of student skill development. One of the challenges of implementing project-based learning is clearly measuring outcomes. Our platform asynchronously measures hard technical skills alongside vital soft skills like collaboration, communication, and teamwork. You receive clear, verifiable, data-driven evidence of student progress throughout a 12-week or longer project timeline.
Join our Pilot
Be among the first universities to integrate our platform into your engineering and science departments. Partner with us during this exclusive launch phase to gain access to premier industry-backed projects and special pilot-tier pricing.
Backed by our partners
Projects & Mentors
We have exciting student-led community projects currently looking for mentors and teammates. Check out the open projects below, along with the specific technical skills we need from a mentor to help the team.
What does a mentor get in return?
- Like Schoolhouse.world portfolio, but for your tech career: The LAB’s leadership certificate verifies your technical mastery, collaboration, communication and innovation evaluated as you work.
Schoolhouse.world portfolio The LAB leadership certificate Subject certifications Technical mastery, verified by our AI evaluations Tutoring statistics Mentoring record Dialogues portfolio Collaboration, communication and innovation, from peer and AI evaluation - Real-world work on cutting-edge technology.
- Shape critical infrastructure projects around the world for local communities.
- A digital record of your work, with verified proof on our platform, that you can share for life.
- A chance to be part of a venture with funding potential.
Projects @The LAB
Community-driven human preference platform for evaluating LLMs in Malayalam.
Malayalam Arena is a pairwise comparison platform where native Malayalam speakers vote on anonymized responses from competing LLMs. Rankings are computed using the Bradley-Terry model (same methodology as Chatbot Arena) with 95% bootstrap confidence intervals.
GoalThe first human-preference dataset and leaderboard for Malayalam Language.
Looking forA teammate with backend / DevOps skills.