Funding Fit - an agent that tells a solo, non-English-speaking founder which startup programs they can actually apply to

Описание и применение

Фонд «Funding Fit» – агент, который помогает одиноким основателям без компании и без английского видео‑интервью определить, к каким программам стартапов они могут подать заявку, используя локальную модель и базу знаний Sanity.

Задача

Solo founders without a company, staying in Korea, and unable to do English video interviews struggle to determine which startup programs they can apply to because eligibility information is scattered across program pages.

Результат

The agent identified Hustle Fund, TheVentures, FuturePlay, and Mashup Ventures as programs with no blocking eligibility rules for the founder’s profile, Antler Korea as conditional, and excluded Y Combinator, Founder University, SparkLabs, and Betaworks Camp.

Рабочий процесс

• 1. Create a Sanity knowledge base with 14 official program sources organized into 9 entry categories.
• 2. Define a purpose field to focus on eligibility, residency, interview format, and application process.
• 3. Deploy a local model (gemma3:4b via Ollama) to run all LLM calls locally.
• 4. Use the Context MCP endpoint (funding-fit) with read‑only Context Viewer token.
• 5. Agent workflow: initial_context → knowledge_base_search → knowledge_base_read → extract 8 fields per program with quotes.
• 6. Grounding check: verify each value’s quote appears in the retrieved text and matches the topic.
• 7. Compute fit verdict (apply / conditional / excluded) and final summary from verified facts only.
• 8. Present results in Korean and English.
• 9. Record performance metrics (e.g., 47 facts extracted, 39 verified, 100 s runtime).

Доказательства

Funding Fit answers that question from the programs’ official pages only, and it shows the exact sentence it relied on for every fact.

Источник

All model calls run locally with a small open model (gemma3:4b via Ollama) - free, offline, nothing about me leaves the PC except the search query to Sanity.

Источник

The fit verdict (apply / conditional / excluded) and the final summary are computed by code from verified facts only.

Источник