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Building Agents on Chalk at HackHarvard26

Blog post from Chalk

Post Details
Company
Date Published
Author
John Rotter and Fahim Zaman
Word Count
999
Company Posts That Month
8
Language
English
Hacker News Points
-
Post removed?
No
Summary

HackHarvard 2026, a 36-hour undergraduate hackathon held October 16–18 at Harvard’s David Rubenstein Treehouse, brought more than 500 students together under the “Hack to the Moon” theme, with Chalk sponsoring a challenge to build and rigorously evaluate data-driven AI agents. Teams were judged on impact, use of real-world data, and evidence that their agents performed reliably, using Chalk tools including Sandboxes, AI Gateway, Federated Queries, and Agent Evals. First-place team Trace developed a disaster-warning agent that combined live satellite, weather, hurricane, tide, wind, and fire data to alert households about wildfire and storm-surge risks; in a replay of 600 households using only historically available information, it warned every destroyed home a median of 8.7 hours in advance. Runner-up FEEL created a LiDAR, camera, and tactile-device prototype intended to help blind users navigate rooms, emphasizing evaluation that penalized confident incorrect vision results. Other highlighted projects included an interactive AI math tutor, a web-application security agent, and an eye-controlled robotic arm that personalized object recommendations, illustrating how participants applied real data, evaluation methods, and deployment tools to develop practical prototypes.

Trends Found in this Post
Trend Post Mentions Total Month Mentions Posts Companies MoM
MCP 4 11,794 1,209 231 +11%
Agent Evaluations 1 168 81 34 -20%
LLM 1 6,513 1,228 231 +8%
Voice AI 1 2,730 255 54 -20%
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