Contra - A professional network for the jobs and skills of the futureAdvanced AI Suggestion Engine: Weekly & Monthly Recommendations
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A weekly and monthly AI suggestion engine that ingests the full user state and returns three ranked, goal-aligned recommendations per call.
What goes into the LLM context:
Chief Definite AIM (text, target, deadline, days remaining, current balance, pace status)
Perpetual goals (with AIM-link flags so aligned goals weight heavier)
Non-negotiable habits and their streaks
Recent insights with integration status (active / implemented / integrated:date)
Last 7–14 daily summaries
Past 28-day (weekly) or 90-day (monthly) suggestion history — for recursive learning
What it returns: three suggestion cards per call, each with priority + difficulty + AIM-alignment + tags + rationale.
Includes:
Intent gate — default AIM-aligned mode vs. custom prompt mode
Auto-detected response shape (ranked / analysis / hybrid)
Unified rate limiting across four endpoints (weekly default, monthly default, weekly custom, monthly custom)
Persistence to suggestion_history table for the next round's recursive context
Tech: Claude API, OpenAI API, custom prompt engineering, SQLite, Node.js, in-memory rate limiting.
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The network for creativity
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Creatives on Contra have earned over $150M and we are just getting started