According to God of Prompt on X, TinyFish is offering an in‑house stack that gives AI agents full live‑web access via four primitives—Web Search, Fetch, Browser, and Agent—under one API key, with 500 free steps for sign‑ups (as reported by TinyFish’s post and signup page at tinyfish.ai). According to TinyFish on X, every layer is built internally, positioning the platform to improve reliability versus third‑party wrappers and enabling production use cases like real‑time data extraction, dynamic RAG, and automated browsing workflows. As reported by the posts, the focus on surviving the live web addresses agent brittleness in demos versus real‑world conditions, creating business opportunities for developers building vertical agents in ecommerce monitoring, compliance auditing, lead enrichment, and competitive intelligence that require resilient crawling and authenticated browsing.