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Hobbeet Algorithm Lab

Test & validate the matching algorithm

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API Docs

All Users

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Basic Information

Essential profile details

Location

Geographic information for proximity matching

Hobbies & Interests

Select hobbies and set experience levels

Personality Traits

Select traits that describe this user

Lifestyle

Living habits and preferences

Personal Values

Core values and priorities

Availability

When is this user typically available?

Bio & Communication

Personal description for semantic matching

Engagement Level (Test Data)

Simulated engagement metrics for testing

Find Matches

Get match recommendations for a user

Calculate Match Score

Get detailed score between two users

Side-by-Side User Comparison

Compare two users and see detailed compatibility breakdown

User Archetypes

Pre-defined user templates

Batch Match Simulation

Run matching algorithm across all users

Bulk Test Results

No results yet

Run a bulk test to see results

Algorithm Weights

Adjust matching algorithm weights (must sum to 100%)

Total: 100%

Platform Phase

Simulate different platform maturity stages

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Data Completeness Simulation

See how user data affects weights

Events

Hobby-related events

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Event Recommendations

Get event suggestions for a user

Venues

Activity locations

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Suggest Meeting Spot

Find central location for multiple users

Hold Ctrl/Cmd to select multiple users

Intent Router

Parse free-text intent to classify, extract fields, and route

Session History

Last 10 parses (click to restore)

No history yet

Feed Filters

Test enhanced feed filtering

Feed Results

0 hobbeets found

Click "Apply Filters" to load feed

Match Requests

View pending, sent, and received requests

Click a button to load requests

Request Actions

Accept, decline, or cancel requests

Select a request to see actions

Active Matching Sessions

Real-time matching sessions for your hobbeets

No active sessions

Pending Request Count

For mobile app badge

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Venue Search

Find venues with fairness scoring

Venue Results

Search for venues

Enter a hobbeet ID and search

Current Proposal Status

Venue proposals and votes for this hobbeet

Enter a hobbeet ID above to see proposal status

Facet Inspector

A facet is depth stated once on the person, not on the event. Rarer shared facets count for more, so two people who share a niche answer read as a stronger match than two who share only the hobby name.

My Depth

Stated once per interest, reused by every match

Shared With

Only what you both hold. Their other facets stay private.

Pick a person to see the overlap

One Step Away

Interests adjacent to what you already do. Empty is honest, not broken.

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My Bloom Status

Current trust tier and points

Bloom Tiers

5-tier trust system

Lookup User Bloom

Check another user's trust tier

Hob-Share Status

Check if hob-share submitted for hobbeet

Seed canonical users

Creates 4 canonical users (the primary tester, Sanya, Marcus, Kylie) with rich profiles + 2 shared hobbeets in the … backend, so the Backend panels have real data and the member-switcher can impersonate them. Idempotent. The default acting user is the primary tester (the dev account).