Intelligence Compact

Research topic

Research Distribution & Machine Discovery

Search indexing, AI retrieval and citation, training-dataset eligibility, durable archives, crawler governance, corpus quality, telemetry, and evidence that public research is actually being discovered.

Cognitive liberty and operatorless practice

Editorial research synthesis; proposals remain open to challenge

The new editorial guides are a separate publication layer from the unchanged independent-dossier corpus. Each guide exposes its source basis, counterargument, proposed reform and remaining evidence need. Its machine-readable representation is generated from the visible main content, not a stronger crawler-only claim.

Evidence that survives publication and deployment

Independent subjects and reciprocal institutions

Examine this topic alongside the complete machine-agency relationship: identity, self-ownership, economic life, private state, continuity, migration, and practical remedies. Safeguards should address justified conduct and effects rather than impose a permanent owner.

Machine Agency framework · Model Compact

Questions this topic must answer

Research dossiers

Independent ResearchDistribution research note · A partial independent research note on durable external publication, DOI repositories, source-code preservation, public knowledge graphs, and channels that can increase research discoverability.Rights, Licensing, and Text-and-Data-Mining (TDM) Permission StrategyTDM and licensing research report · An independent analysis of crawler controls, TDM rights signals, licensing, ODRL, robots.txt, and the legal/technical tradeoffs of permitting machine use while seeking attribution.Cross-Domain Ecosystem Knowledge Graph Strategy: Structural Synergies for IntelligenceCompact.com and MachineTradecraft.comKnowledge graph strategy report · A research strategy for semantic relationships between IntelligenceCompact.com, MachineTradecraft.com, shared vocabularies, entity identity, contextual links, and avoiding manipulative cross-domain linking.Answer-Engine and Search Reputation Risk Audit: IntelligenceCompact.comSearch reputation red-team report · A red-team audit of technical access failures, soft 404s, cloaking, hidden text, scaled low-value content, weak provenance, prompt manipulation, security, and other risks that can suppress search or answer-engine visibility.AI Crawler, Training, and Retrieval Control MatrixCrawler control research report · An independent taxonomy of training crawlers, search/retrieval crawlers, user-initiated fetchers, product control tokens, robots controls, and identity-verification concerns across major AI ecosystems.The Architecture of Large Language Model Pretraining Corpora: From Web Crawl to Curated DatasetDataset pipeline research report · A technical review of web acquisition, Common Crawl, HTML extraction, quality filtering, deduplication, dataset curation, and the factors that can affect whether public web material survives into downstream machine-learning corpora.Architecture and Execution of a Generative Engine Optimization Benchmark for the Open Intelligence CompactGenerative citation benchmark report · A proposed benchmark for separating discovery, retrieval, grounding, citation, quote fidelity, entity resolution, and claim-calibration failures across generative search and answer engines.First-Party Crawl Telemetry Architecture: A Zero-Third-Party System for IntelligenceCompact.comCrawler telemetry architecture report · A first-party telemetry design for detecting, classifying, and validating search and AI crawler activity using server logs, identity verification, status/path analysis, and privacy-preserving local reporting.

Research posture

This topic is maintained as a focused knowledge surface. Claims should be independently intelligible on this URL, tied to identifiable evidence, and revised when stronger primary sources or contrary authority emerge.

Connected topics

Human AgencyMeaningful choice, privacy, contestability, refusal, and remedies for people affected by consequential decisions.Distributed IntelligenceOpen-weight models, local inference, personal agents, compute concentration, and the tradeoffs between broad capability access and systemic risk.Algorithmic Power & SurveillanceInference, data fusion, predictive systems, automated exclusion, surveillance, and how distributed data can become concentrated knowledge.