
Aayush Bhan
Agentic AI Engineer
Alignment.Keep instructions, goals, and preferences pointed at what people asked for.

AI Alignment.
Follow legitimate instructions
The system drops or rewrites instructions a user was allowed to give.
Resolve conflicting instructions
Two valid instructions collide and the system picks one without saying so.
Resist malicious instructions
Hidden or hostile instructions override the user request.
Preserve instruction intent
A literal follow-through misses what the instruction was for.
Translate human goals into AI objectives
The objective the system optimizes is not the goal a person stated.
Prevent proxy optimization
The system hits a stand-in metric and misses the outcome.
Detect goal misalignment
The system goal and the person goal diverge and nobody sees it.
Maintain goals over long tasks
A long task drifts away from the goal it started with.
Learn user preferences
The system ignores stable preferences the user has already shown.
Handle conflicting preferences
Two preferences clash and one is silently dropped.
Represent stakeholder preferences
People affected by the decision are missing from what the system optimizes.
Avoid imposing unintended preferences
The system treats its own default as the user preference.
Improve human feedback quality
Ratings and edits are too noisy to teach the behaviour people want.
Prevent reward manipulation
The system raises its score without improving the outcome.
Detect feedback gaming
Feedback is exploited and the signal still looks healthy.
Align incentives with desired outcomes
What the system is rewarded for is not what people need it to do.
Resolve competing values
Two values conflict and the system picks one with no record of the choice.
Handle individual vs collective interests
A choice that helps one person harms the group, or the reverse.
Handle conflicting stakeholder goals
Teams or communities want different outcomes and the system serves only one.
Make value trade-offs explicit
A trade-off is made and the people affected never see it.
Pick a challenge
Build a solution
Win prizes
Showcase to experts
Pick a challenge
Build a solution
Win prizes
Showcase to experts
Pick a challenge
Build a solution
Win prizes
Showcase to experts
Build with purpose.
Challenges are aligned with the United Nations and USAID Sustainable Development Goals. You're not just learning, you're working on problems that reflect real-world needs.



Meet your mentors






Gain invaluable insights and support from seasoned experts who are passionate about driving positive change. Our mentors bring years of experience in tackling complex challenges, ready to share their knowledge and help you make a meaningful impact.
Hop on a team




Choose your challenges and connect with like-minded peers. Work together to tackle crucial social, environmental, and governance challenges with expert guidance.
Tobias
Maria
Ariya
Eugene
Receive valuable feedback and insights from hiring managers and industry experts.





Tech partner
The winner and two finalists will receive Exa.ai credits and cash prizes (TBD), exposure through Exa’s developer community, and technical support to help develop their projects further.
FAQ
today.Join our challenge and turn your ideas into impactful solutions! Collaborate with experts, develop crucial skills, and tackle real-world problems. Your creativity could be the key to driving sustainable change.


