Authority is not a vibe. It’s the probability your claims are true. Phase 2 starts here: a 4-layer system for turning “marketing statements” into machine-verifiable artifacts that search engines and LLMs can cite without guessing.
When an LLM guesses your pricing, capabilities, or positioning, it isn’t “lying.” It’s doing what stochastic systems do when your truth is buried in prose. This is the Phase 1 case for RAG Defense: optimizing for machine certainty, not marketing readability.
If your traffic is rising while revenue is flat, you’re not “growing” — you’re feeding noise into your ad algorithms and your sales org. This is the CFO + systems-engineer case for optimizing for qualified pipeline, not clicks.
In the AI era, visibility is decided before the click. If your content is computationally expensive to parse, retrieval systems filter it out before the model ever “reads” it.
Learn how to create a powerful AI agent by combining MCP servers with Anthropic and Langchain adapters for enhanced functionality and integration capabilities.
Analytics Vidhya features an in-depth look at the FastMCP API implementation in the Python SDK, showcasing its capabilities and integration options.
Cursor editor introduces email capabilities through MCP server integration with Resend, enabling users to draft and send emails directly from the editor interface.
A Hacker News discussion explores how MCP provides a more secure alternative to allowing LLM hosts to make arbitrary curl calls to endpoints.
Meilisearch builds a bridge to AI assistants using the Model Context Protocol (MCP), enabling seamless integration with search functionality.
A developer has created an MCP server that allows users to control Ableton Live with natural language using LLMs.
We tested Claude 3.7 Sonnet with MCP connections to Salesforce, Postgres, and GitHub. Extended thinking mode solved problems that stumped 3.5 Sonnet. See what changed.
Claude 3.7 Sonnet redefines AI interaction by leveraging MCP to power natural language AI agents and run servers, impacting various applications.
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