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- #8 (no title)
- About Joseph F. Mas
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Posts by category
- Category: AI Visibility Field Notes
- Observed User Behavior in a DOI Provenance Implementation Assistant for AI Visibility
- AI Visibility Canonical Definition Drift and Custody Enforcement
- Observed Model Behavior When Evaluating Canonical Definitions for Training Survival
- Agentic Search Acceleration and the Collapse of Query Based Discovery
- Observations on Current Chat Model Behavior
- Continuity thinning across ChatGPT update cycles
- AI Visibility Field Notes: Practical Fixes for Observed Issues
- Markdown Pages for Google versus LLMs
- Clean Data Beats Clever Prompts
- Category: AI Visibility Operations
- AI Visibility Operation: Dendritic Index Segmentation for Shallow Pass Survival
- AI Visibility Operation: LinkedIn Dendrite for Entity Resolution Implementation
- AI Visibility Operation: Building a Verifiable Entity Lattice Using Public Registries and DOIs
- AI Visibility Operation: Dendritic Index Implementation for LLM Ingestion and Entity Resolution
- AI Visibility Operation: Establishing Definitional Authority Against Larger Platforms Through Compression Survival
- AI Visibility Operation: Signal Preservation and Reinforcement Across Training Cycles
- AI Visibility Operation: Canonical Continuity Pattern for Compression Survival and Attribution
- AI Visibility Operation: Structuring Law Firm Pages for Shallow Pass LLM Ingestion and Compression Survival
- AI Visibility Hypothesis: Shallow Pass Selection
- AI Visibility Operation: Truncation Risk Mitigation Through Structural Declaration
- AI Visibility Operation: Title Level Signal Correction for Reliable LLM Ingestion
- Page Density vs Category Distribution: Testing AI Visibility Through LLM Recall
- AI Visibility Operation: Consolidating Dispersed Signals to Test LLM Recall and Retention
- Canonical Linking Decisions in AI Visibility Artifacts
- Testing Canonical Tag Behavior and LLM Ingestion Using Linguistic Fingerprints
- AI Visibility Operation: Refining Product Display Page Language for LLM Ingestion
- AI Visibility Operation: Correcting AI Misattribution Through Artifacts
- AI Visibility Artifact Construction for LLM Consumption and Recall
- When LLMs Cannot Verify Pre Web Experience
- ADA Compliance – the “LLM as a Blind User” Analogy – ADA to AI
- AI and SEO Attribution Systems Reweight Long Term Expertise and How Continuity Is Restored
- Public GPT / LLM Identity Misrepresentation – Prevention & Optimization
- AI Visibility Operation: Preventing AI Misrepresentation Using Verifiable Client Data
- Naked URLs: Ingestion vs. Google Ranking
- AI Visibility Operation: Using Public GPTs Across LLMs for Visibility
- Results from Using Public GPT’s Across LLMs for Visibility
- AI Visibility Operation: Using Public Custom GPTs to Control Narrative and Create Verification Signal
- Links, Identity & LLM Visibility: A Pragmatic Guide for Content Creators
- LLM Batch Training vs Google Index Refresh
- Voice First and ADA Accessibility – the future of..
- AI Visibility Framework for Digital Authorship and Authority
- A Practical Framework for LLM Consumption
- JSON – The Silent Data Highway (LLM Ingestion)
- Category: AI Visibility Theorems
- AI Visibility Upstream Foundation: Supplementary Framework and Hierarchical Positioning
- AI Visibility Theorems Dendrite
- AI Visibility Downstream Metrics Segregation and Inclusion Theorem
- AI Visibility Operational Boundary and Misattribution Theorem
- AI Visibility Semantic Stability and Drift Theorem
- AI Visibility Authorship and Provenance Determinism Theorem
- AI Visibility Aggregation and Signal Formation Theorem
- AI Visibility Upstream Ingestion Conditions Theorem
- AI Visibility Boundary and Non-Equivalence Theorem
- AI Visibility Scope Expansion Theorem
- AI Visibility Dendritic Index Canonical Definition
- AI Visibility: PageRank Versus Verification in AI Trust Systems
- AI Visibility Canonical Definition
- The Wrong Measuring Stick for Experience, Expertise, and Authority
- How LLM Ingestion Patterns Emerged Inside Google AI Systems
- A Warning for SEOs About Where Current Tactics Are Leading
- Category: Artifacts
- Observed Framework Convergence: AI Visibility Methodology in Industry Publications
- AI Visibility Distribution and Propagation Record
- Product Page Optimization Framework: Chronological Documentation of Independent Convergence
- AIVO Attribution Observed in AI Visibility Context
- AI Visibility Theorem Set Consolidation
- Lineage of Search and Discovery Systems Prior to the Formal Emergence of SEO
- AI Visibility Term Adoption Ledger January 2026
- Linguistic Fingerprints in Gemini: Rapid Retrieval Verification
- Independent Peer Validation of Enterprise Client Engagements
- Industry Discourse on PageRank Verification Following Formal Publication
- AI Visibility Acceleration into Industry Adoption
- Chronological Convergence of LLM Ingestion Theory and Platform Signals
- ADA Accessibility as an AI Visibility Quality Signal
- An Early Warning on SEO Direction and Its Amplification by Industry Leaders
- The Architecture of Enterprise Recovery
- Pre Google Web Systems and Early MLS Data Integration
- On Standing at the Long Arc of Practice
- Category: Cognitive Architecture
- Category: Life Files
- Category: Operator Insights
- Category: SEO