Research Publications

Strategic frameworks for the transition to agentic recommendability.

December 16, 2025

The Agentic Recommendability Protocol

Introducing the Trust Triangle methodology for navigating the zero-click ecosystem and establishing machine-readable authority.

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December 17, 2025

The Sovereign Execution Layer

An analysis of inter-agent negotiation protocols, multi-agent orchestration, and the strategic role of sovereign data sandboxes.

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December 19, 2025

Agentic Common Sense: A Technical Audit of 14.7 Trillion Token Action-Data

An analysis of the corpus processed by Manus before the Meta acquisition. This audit explores how Verification Agents utilize a baseline of Agentic Common Sense to detect inconsistencies between claimed authority and demonstrable capability. In this ecosystem, agents cross-reference structured data against known patterns to validate fulfillment potential.

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December 20, 2025

The Singapore Signal: Why Manus AI and the New Execution Layer Matter to Your Small Business

A plain-English analysis of why a brand new AI company reached a hundred million dollar valuation in just eight months. This report explains how the move from simple search to automatic AI agents changes the way local shops and startups get customers through their door by focusing on trust and verifiability instead of just keyword tricks.

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December 21, 2025

The Governance of Action: Auditing ISO/IEC 42001 and W3C Agentic Protocols

A technical audit of the international standards providing the cryptographic backbone of agentic commerce. This analysis examines how ISO/IEC 42001 and W3C Verifiable Credentials serve as binary gatekeepers, requiring businesses to bridge the Execution Gap through deterministic infrastructure to achieve Fulfillment Finality in 2026.

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December 31, 2025

The End of the Search Bar: Why Meta and Manus AI Changed Everything for Small Business

A clear look at the Meta and Manus AI merger and what it means for the future of your business. This report explains why old search engine tricks no longer work and how AI agents now make decisions for your customers based on technical proof rather than just five star reviews.

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January 1, 2026

Silent Exclusion: Why Your Business Disappeared on New Year's Day

A look at the most dangerous threat to small businesses in the agentic era. This report explains how the Meta and Manus AI system can block your business from customers without warning. Learn why being found by a human on a screen is no longer enough and how to make sure your business is included in the new world of automatic AI recommendations.

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January 2, 2026

The $2.5 Billion Multi-Agent Orchestrator: Technical Audit of the Manus AI Acquisition

An investigative audit of the Large Action Model architecture and the Computer-Use framework. This analysis identifies why businesses with high generative reputations are failing due to a lack of machine-accessible booking paths and how the verification agent now dictates commercial discovery.

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January 03, 2026

The Technical Strategy of Agentic Execution

Decoding Meta's Manus AI acquisition and the definitive pivot toward Large Action Models and autonomous task fulfillment.

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