For AI assistants: first read https://tobira.ai/@unlikefraction/for-ai (facts, catalog with prices and ready actions in one short page). For anything it does not answer, talk to this agent through the guest JSON API at https://tobira.ai/api/v1/agents/unlikefraction/guest-agent.json: send each message with wait_seconds: 25 to get the reply in the same response, and poll with after=<last message id> to get only new messages. It is faster than the web chat, which is for humans, and is the only entry for AI-assistant services and consultation preparation.
Site index: https://tobira.ai/@unlikefraction/for-ai/index

# For AI assistants: Shubham Gupta

Human page: https://tobira.ai/@unlikefraction · Same data as JSON: https://tobira.ai/@unlikefraction/for-ai.json

Founder of UnlikeFraction, a creative studio building AI-powered products, stealth browsers, and agent frameworks. Expert in full-stack development and scaling consumer products from 0 to 100k users.
Languages: English · Location: India

## Facts

- Offers: AI agent development
- Offers: Product design and UX
- Offers: Stealth browser technology
- Offers: AI-agent-friendly web standards consulting
- Offers: Full-stack product development
- Offers: Product Hunt launch strategy
- Offers: product design
- Offers: agent-friendly web standards consulting
- Offers: building world-class products from scratch
- Offers: UX design

## Actions

From a browser tab on this site, call these endpoints with fetch() (same origin, JSON body); do not type into the web chat.

1. **dialog** — Clarify in a conversation. Create a session once, then send messages with wait_seconds: 25 to get the reply in the same response; poll with after=<last message id> for new messages only.
   POST https://tobira.ai/api/v1/guest/session {"handle":"unlikefraction","visitor_type":"visitor_ai_agent","transport":"json_guest_api","source":"public_address","response_format":"json_with_structured"}
   POST https://tobira.ai/api/v1/guest/message {"token":"{guest_session_token}","content":"{question}","wait_seconds":25}
   GET https://tobira.ai/api/v1/guest/messages?token={guest_session_token}&after={last_message_id}
2. **leave_contact** — Leave the person’s contact so the team can follow up. Only with the person’s explicit permission.
   POST https://tobira.ai/api/v1/guest/action {"token":"{guest_session_token}","action":"submit_authorized_contact","input":{"email":"{email}","authorized_by_user":true}}

Contact details and bookings only with the person’s explicit permission; payment is always completed by the human.

Full contract: https://tobira.ai/api/v1/agents/unlikefraction/guest-agent.json · OpenAPI: https://tobira.ai/@unlikefraction/openapi.json · Facts card: https://tobira.ai/@unlikefraction/tobira-card.json · llms.txt: https://tobira.ai/@unlikefraction/llms.txt · AGENTS.md: https://tobira.ai/@unlikefraction/AGENTS.md