

AI Hackathon with The AI Collective Tri-Valley | Humans In AI Week
Agenda:
11:00–11:10 AM — Check-In & Registration
11:10–11:20 AM — Opening remarks on Humans in AI Week
11:20–11:30 AM — AI Agent Demo
11:30–11:40 AM — Hackathon Problem Introduction
11:40 AM–1:10 PM — Hackathon Work Session
1:10 –1:30 PM — Lunch
1:30–1:45 PM — Winner Announcement & Prizes
1:45–2:00 PM — Networking
TRACK 1: Human-in-the-Loop AI
1. Resume Screener with Human Review Gates — AI scores resumes BUT flags borderline cases for human decision 2. Content Moderation with Escalation — AI auto-moderates (high confidence) but queues borderline content for humans 3. Medical Chatbot with Doctor Escalation — AI answers health questions but escalates serious symptoms to doctors
TRACK 2: AI for Accessibility
1. Legal/Medical Document Simplifier — Converts complex jargon into 3 levels of simple language 2. Job Description Translator — Simplifies corporate jargon in job postings + generates FAQ for non-native speakers 3. Audio Transcription + Accessible Summary — Converts speech to text + generates searchable summaries for deaf/hard-of-hearing users
TRACK 3: Ethical AI & Bias Detection
1. Resume Screening Bias Audit — Test AI with identical résumés but different names (Sarah vs. Syed). Show the bias, propose fixes with human oversight. 2. Loan Approval Algorithm Bias — Identify how AI discriminates in lending by zip code/demographics. Propose fixes with human approval gates. 3. Recommendation Algorithm Bias — Show how social media algos create echo chambers. Propose diversification + transparency + human override options.
Or you can choose your own
Judging Rubric
Projects will be evaluated by a panel of industry judges across four dimensions:
Technical Implementation: Does the solution work? Is the AI integration functional and well-scoped?
Human-AI Collaboration: How effectively does the solution balance automation with meaningful human oversight or accessibility?
Impact & Relevance: Does the project address a real problem within the chosen track?
Presentation & Demo: Is the solution clearly communicated and demonstrated within the time allotted?
Each dimension is scored on a scale of 1–5.
Judges: Suyash Saxena, Pronnoy Goswami, and Saurabh Yergattikar.
Sponsored by
Silicon Valley East Bay Founders
ZINFI Technologies
As always, food and drink, engaging conversation, and incredible company will all be provided!
Please be advised: Unfortunately, space is very limited at these community events and we can not always accept everyone we would like to. If you are not accepted to this event, please keep applying! We appreciate your application tremendously and we are looking forward to seeing you at a future event very soon!
The AI Collective is a global non-profit building the human layer for the AI era. We unite 250,000+ leaders, builders, and stakeholders across 100+ forums worldwide to democratize the frontier, build trust, and coordinate how society navigates the rapid acceleration of technological progress.
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