Need: Rank user connections by "affinity strength" for search results and question prioritization Current: Only works for users with connected email headers Goal: Works for ALL users, efficient queries, production-ready ASAP
Solution: XGBoost classifier trained on binary labels (0/1) that outputs probability scores (0.0-1.0) for ranking
| # %% [markdown] | |
| # # Qwen3-1.7B GRPO Training for ARC-AGI Problems | |
| # ## Iterative Masked Reasoning (IMR) with Group Reward Preference Optimization | |
| # | |
| # **Goal:** Train Qwen3-1.7B to solve ARC-AGI visual reasoning puzzles using GRPO | |
| # | |
| # **Approach:** Use structured reasoning with masking and reward-based learning | |
| # | |
| # ### What is GRPO? | |
| # - **Group Reward Preference Optimization** is a reinforcement learning technique |
| "use client" | |
| // contexts/MainContext.tsx | |
| import React, { createContext, use, useContext, useEffect, useState } from "react" | |
| import { useParams, usePathname, useSearchParams } from "next/navigation" | |
| import { useThreadDetail } from "@/lib_v2/frontend/provider/hooks/use-thread-detail" | |
| import { useThreads } from "@/lib_v2/frontend/provider/hooks/use-threads" | |
| import { useAiAction } from "../hooks/use-ai-action" | |
| import { useThreadActions } from "../hooks/use-thread-ai-action" |
| import { client } from "@/trigger" | |
| import { eventTrigger } from "@trigger.dev/sdk" | |
| import { OpenAI } from "@trigger.dev/openai" | |
| import { Supabase } from "@trigger.dev/supabase" | |
| import { z } from "zod" | |
| import _ from "lodash" | |
| import { write } from "@/lib/neo4j" |
| import { client } from "@/trigger" | |
| import { eventTrigger } from "@trigger.dev/sdk" | |
| import { SupabaseManagement, Supabase } from "@trigger.dev/supabase" | |
| import { z } from "zod" | |
| import _ from "lodash" | |
| const supabase = new Supabase({ | |
| id: "supabase", | |
| supabaseUrl: process.env.NEXT_PUBLIC_SUPABASE_URL!, | |
| supabaseKey: process.env.SUPABASE_SERVICE_ROLE_KEY!, |
| "use client" | |
| import * as React from "react" | |
| import { useRouter } from "next/navigation" | |
| import { zodResolver } from "@hookform/resolvers/zod" | |
| import { User } from "@/types/main" | |
| import { useForm } from "react-hook-form" | |
| import * as z from "zod" | |
| import { cn } from "@/lib/utils" |
| import type { NextApiRequest, NextApiResponse } from "next" | |
| import NextAuth from "next-auth" | |
| import GitHubProvider from "next-auth/providers/github"; | |
| import DiscordProvider from "next-auth/providers/discord" | |
| import { env } from "@/env.mjs"; | |
| import { syncDiscord } from "@/app/discord-action" | |
| { | |
| "$schema": "http://json-schema.org/draft-07/schema#", | |
| "type": "object", | |
| "$metadata": { | |
| "uris": { | |
| "jsonLdContext": "https://raw.githubusercontent.com/YourGithubAccount/your-repo/main/credential-schema/missio-data.jsonld", | |
| "jsonSchema": "https://raw.githubusercontent.com/YourGithubAccount/your-repo/main/credential-schema/missio-data.json" | |
| } | |
| }, | |
| "required": [ |
| /* Components */ | |
| const term = props.searchTerm ? props.searchTerm + "*" : "*"; | |
| const bounties = fetch( | |
| `https://bafybeie6k6htg2ft626s4n3t6gnwcf3nlmka4tlkluphdrxx2zqs2looem.ipfs.w3s.link/web3storage.json`, | |
| { | |
| method: "POST", | |
| headers: { | |
| Accept: "application/json", | |
| "Content-Type": "application/json", |