# Prompted LLC

> Infrastructure where accountability is encoded before the first action occurs.

Prompted LLC is a research and infrastructure company focused on AI governance, agentic reliability, coordination protocols, and production-grade agent systems. The site hosts a 312-paper research corpus spanning 12 thematic clusters.

## Research Corpus

The corpus contains 312 research synthesis papers on agentic AI, published February 2026. Each paper synthesizes multiple arXiv sources into actionable analysis across 7 research lanes: Infrastructure, Reliability, Coordination, Governance, Economics, Institutions, and Metacognition.

### Endpoints

- Research hub: https://promptedllc.com/research
- Cluster map: https://promptedllc.com/research/clusters
- Structured corpus index (JSON): https://promptedllc.com/research/signals.json
- Agent interaction spec: https://promptedllc.com/agents.txt
- Sitemap: https://promptedllc.com/sitemap.xml

### Top Papers by Coherence Score

- [Infrastructure as Philosophy](https://promptedllc.com/research/infrastructure-as-philosophy) — score 0.883, 3466 words, cluster 1
- [When Theory Becomes Infrastructure](https://promptedllc.com/research/when-theory-becomes-infrastructure) — score 0.857, 3400 words, cluster 4
- [When Deployment Velocity Outpaces Safety Science](https://promptedllc.com/research/when-deployment-velocity-outpaces-safety-science) — score 0.817, 2810 words, cluster 8
- [Efficiency, Trust, and the Operationalization Gap](https://promptedllc.com/research/efficiency-trust-and-the-operationalization-gap) — score 0.810, 3541 words, cluster 2
- [When Cognitive Architecture Meets Production Reality](https://promptedllc.com/research/when-cognitive-architecture-meets-production-reality) — score 0.804, 3128 words, cluster 11
- [The 85% Governance Debt](https://promptedllc.com/research/the-85-governance-debt) — score 0.798, 2732 words, cluster 5
- [When Intelligence Meets Economics](https://promptedllc.com/research/when-intelligence-meets-economics) — score 0.795, 3189 words, cluster 3
- [The Coordination Turn](https://promptedllc.com/research/the-coordination-turn) — score 0.795, 2823 words, cluster 3
- [When Agents Get Smarter But Not More Trustworthy](https://promptedllc.com/research/when-agents-get-smarter-but-not-more-trustworthy) — score 0.787, 3140 words, cluster 1
- [The Coordination Inflection](https://promptedllc.com/research/the-coordination-inflection) — score 0.785, 3207 words, cluster 0
- [The Operationalization Paradox in Agentic AI](https://promptedllc.com/research/the-operationalization-paradox-in-agentic-ai) — score 0.784, 3457 words, cluster 8
- [The Implicit Knowledge Economy](https://promptedllc.com/research/the-implicit-knowledge-economy) — score 0.780, 3427 words, cluster 3
- [When Agents Leave the Benchmark](https://promptedllc.com/research/when-agents-leave-the-benchmark) — score 0.778, 3190 words, cluster 8
- [When Theory Meets the Datacenter Floor](https://promptedllc.com/research/when-theory-meets-the-datacenter-floor) — score 0.776, 3759 words, cluster 3
- [When Reliability Engineering Supersedes Model Intelligence](https://promptedllc.com/research/when-reliability-engineering-supersedes-model-intelligence) — score 0.774, 3037 words, cluster 4

### Research Lanes

- **Infrastructure**: Production systems, deployment patterns, operational architecture
- **Reliability**: Agent trustworthiness, failure modes, SLA-grade guarantees
- **Coordination**: Multi-agent protocols, consensus, distributed decision-making
- **Governance**: Accountability encoding, oversight mechanisms, policy infrastructure
- **Economics**: Cost curves, inference economics, compute sovereignty
- **Institutions**: Organizational theory applied to agent collectives
- **Metacognition**: Agent self-awareness, calibration, epistemic humility

### Cluster Map (12 clusters)

- Cluster 0 (15 docs): ai, governance, coordination, agent
- Cluster 1 (23 docs): reliability, cooperation, agent, production
- Cluster 2 (45 docs): agents, cost, transparency, trust, coordination
- Cluster 3 (16 docs): spatial reasoning, training, stability, inference
- Cluster 4 (45 docs): cost, attention, sparse, theory, production
- Cluster 5 (13 docs): memory, governance, security, agent readmes
- Cluster 6 (37 docs): ai, governance, agent, systems, infrastructure
- Cluster 7 (11 docs): coordination, byzantine, formal invariants, self-modification
- Cluster 8 (26 docs): reliability, cooperation, embodied, feedback
- Cluster 9 (41 docs): recovery, reasoning, error recovery, spatial
- Cluster 10 (34 docs): agent, coordination, multi-agent, governance
- Cluster 11 (7 docs): skill orchestration, diversity, security

## About

- Author: Breyden Taylor
- Organization: Prompted LLC
- Website: https://promptedllc.com
- GitHub: https://github.com/prompted365
- LinkedIn: https://www.linkedin.com/in/breyden-taylor/
- Twitter/X: https://twitter.com/prompted365
- Contact: breyden@prompted.community