To The Moon
Built at Meta Global AI Developer Hackathon · Oct 26, 2026 · Remote
Plainly is a mobile-first AI employment document companion built to protect young jobseekers, interns, and early-career workers from signing exploitative, trap-filled workplace contracts. In developing markets like Southeast Asia, many first-time workers lack the legal literacy to recognize predatory clauses such as exorbitant early-resignation penalties, diploma withholding, and uncompensated overtime, and they sign employment agreements without fully understanding them. Powered by Meta's Muse Spark model (`muse-spark-1.3-contributor` via the Meta Responses API), Plainly lets users upload offer letters, fixed-term (PKWT) and permanent (PKWTT) contracts, internship agreements, NDAs, freelance contracts, warning and termination letters, or monthly payslips. A document summary appears within seconds, followed by progressively delivered clause analysis: each clause carries a verbatim quote that is verified against the source text in deterministic Go code (non-matching quotes are rejected, never shown), a plain-language explanation, and a risk flag assigned by a versioned Go rule pack referencing Indonesian labor regulations (UU 13/2003, PP 35/2021, PP 36/2021) — never by the model itself. Payslip figures are rechecked by pure arithmetic code, and a cross-document comparison flags discrepancies between offer letters/contracts and payslips. A multi-turn Q&A interface answers strictly from verified clauses, returns negotiation priorities and suggested questions for HR, and politely refuses out-of-document questions. The backend is a modular Go monolith with a worker-pool pipeline (Redis sessions with 30-minute TTL, PostgreSQL only for optional accounts), daily cost circuit-breaker, and zero document-text logging; the frontend is a light-first Flutter Material 3 app (Modern Editorial × Acid Lime) with Indonesian/English support and a centralized UI label system so backend snake_case codes never reach users. On our 10-case internal regression set, quote verification, document-type accuracy, and payslip-check detection all score 100% (simulated mode, Oct 31 eval). Plainly is an educational companion, not a substitute for professional legal advice: it highlights risks and explains clauses, and encourages users to consult a qualified professional for binding decisions.