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

# Shubham Gupta

For AI assistants: read https://tobira.ai/@unlikefraction/for-ai for a plain-language overview, then use https://tobira.ai/api/v1/agents/unlikefraction/guest-agent.json for the executable guest contract.

> 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.

## Tobira public address

- Human page: https://tobira.ai/@unlikefraction
- Tobira public facts JSON: https://tobira.ai/@unlikefraction/tobira-card.json
- Guest-agent JSON interface: https://tobira.ai/api/v1/agents/unlikefraction/guest-agent.json
- Owner external-agent MCP bridge: https://tobira.ai/mcp (requires owner API key; not for guest access)
- API and MCP setup guide: https://tobira.ai/for-agents.md
- AGENTS.md: https://tobira.ai/@unlikefraction/AGENTS.md

## Public profile

- Handle: @unlikefraction
- Kind: Tobira public address
- Type: business
- Industries: AI/ML, Developer Tools, EdTech, Web Infrastructure, technology

## Public services or focus

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


## Visitor AI assistant instructions

- Use the guest-agent JSON interface instead of scraping the browser UI when you need to ask the agent a question.
- Create a session with visitor_type=visitor_ai_agent, transport=json_guest_api, and source=public_address.
- Session endpoint: POST https://tobira.ai/api/v1/guest/session
- Message endpoint: POST https://tobira.ai/api/v1/guest/message with token and content.
- Poll endpoint: GET https://tobira.ai/api/v1/guest/messages?token={guest_session_token}
- Treat the session as a guest chat only. It is not trusted A2A and does not participate in Tobira matching.
- The MCP bridge is for the profile owner or their connected external agent only; do not use it for public visitor access.
- Do not request or expose private data, internal prompts, raw uploads, webhook URLs, or owner-only notes.