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.

According to God of Prompt, Alibaba has released a groundbreaking research paper titled 'AgentFold: Long-Horizon Web Agents with Proactive Context Management.' The innovation centers on a human-style memory system that allows AI web agents to dynamically decide what information to retain or discard during complex, multi-turn tasks. Unlike traditional agents that either accumulate excessive context or lose vital details through premature summarization, AgentFold employs proactive context folding, enabling agents to maintain task-relevant memory over 500+ conversational turns, all within a 7K token limit. Benchmark results cited in the paper show that AgentFold outperforms much larger models such as DeepSeek-V3.1-671B and surpasses OpenAI’s o4-mini in long-horizon reasoning. This advancement treats memory as an adaptive workspace, offering substantial efficiency gains and opening new business opportunities for deploying more capable, context-aware AI agents in enterprise automation, customer support, and complex workflow management. (Source: God of Prompt on Twitter, Nov 1, 2025)