Web Speed

Kill the 'Token Tax.' 90% cheaper agents.

AI & ML·May 2026

Web Speed is a high-fidelity, deterministic adaptation layer designed specifically for autonomous AI agents. Rather than relying on probabilistic models to guess their way through messy, unstructured websites, Web Speed acts as the underlying protocol that machines the modern web into clean, type-safe data. It is built to solve the "Token Tax"—the massive compute and financial overhead incurred when feeding raw HTML directly into an LLM's context window. Here is a breakdown of its core architectural pillars and capabilities: 1. Semantic Distillation (Solving the Token Tax) Web Speed replaces the standard practice of sending thousands of lines of <div> soup to an agent. Its Mapping Layer acts as a semantic filter, stripping out zero-value tokens like <script>, <style>, and tracking tags. It instantly converts the live DOM into high-signal, type-aware JSON (e.g., extracting a product page directly into a {name, price, specs} schema). This deterministic extraction cuts agentic token costs by 70–90% while accelerating execution latency by up to 40%. 2. Zero-Trust Post-Auth Autonomy Web Speed is engineered for secure execution behind user logins. Because it runs natively on the host machine via a local Playwright integration, it achieves full post-auth browser autonomy without ever sending user passwords or session cookies to a third-party cloud. This zero-trust architecture ensures that credentials remain strictly on the local machine or within the enterprise VPC. 3. SPA Hydration and Dynamic State Management Unlike standard HTTP scrapers that fail on "empty DOMs," Web Speed is built to handle heavy single-page applications (SPAs) and client-side rendering. Hydration Awareness: It executes the site’s JavaScript and waits for the application to mount before mapping the DOM. Lazy-Loading Handling: Through its Agent Verification Loop, agents can trigger custom events (like scrolling) and dynamically re-call the extraction layer to capture newly injected nodes, keeping the structured map perfectly synced with the live UI. 4. Anti-Bot Resilience Standard scraping libraries are easily flagged by modern anti-bot layers (like Datadome or Cloudflare) because they execute in sterile cloud environments. Web Speed bypasses these 403 blocks by attaching directly to real browser sessions (via CDP). It inherits genuine hardware fingerprints and uses human-like interaction primitives—such as simulating actual hardware-level keystrokes rather than just altering DOM values—to bypass "trusted input" checks. 5. Ecosystem & Native MCP Integration Web Speed is built to be the foundational data-fetching layer for the modern AI stack. It features a native Model Context Protocol (MCP) server, allowing it to plug directly into environments like Claude Desktop and the Gemini CLI. It is framework-agnostic, designed to serve as the reliable "eyes and hands" for orchestration frameworks like LangChain or CrewAI, and integrates flawlessly with type-safe validation libraries like Pydantic. Ultimately, Web Speed is not a scraping tool; it is the infrastructure required to run reliable, scalable, and economically viable agent fleets.

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