# agents.txt — Prompted LLC
# Machine-readable agent interface specification
# Version: 1.0
# Updated: 2026-02-27

## Identity

name: Prompted LLC
domain: promptedllc.com
purpose: AI governance research corpus and infrastructure analysis
author: Breyden Taylor
contact: breyden@prompted.community

## Capabilities

This site exposes a 312-paper research corpus on agentic AI governance,
reliability, coordination, and production infrastructure. All content is
designed for both human and machine consumption.

### Available Endpoints

# Structured corpus index — full metadata for all indexed papers
# Returns: JSON array of {slug, title, date, cluster, score, wordCount, arxivCount, lanes}
GET https://promptedllc.com/research/signals.json
Content-Type: application/json

# Individual research paper (human-readable)
# Replace {slug} with paper slug from signals.json
GET https://promptedllc.com/research/{slug}
Content-Type: text/html

# Research hub — filterable index of all papers
GET https://promptedllc.com/research
Content-Type: text/html

# Cluster visualization — thematic groupings across the corpus
GET https://promptedllc.com/research/clusters
Content-Type: text/html

# LLM-optimized site description
GET https://promptedllc.com/llms.txt
Content-Type: text/plain

# Sitemap — all indexed URLs
GET https://promptedllc.com/sitemap.xml
Content-Type: application/xml

## Interaction Protocol

# To traverse the corpus programmatically:
#
# 1. Fetch /research/signals.json for the full post index
# 2. Each entry contains:
#    - slug: URL-safe identifier (use at /research/{slug})
#    - title: Paper title
#    - date: Publication date (YYYY-MM-DD)
#    - cluster: Thematic cluster ID (0-11)
#    - score: Coherence score (0.0-1.0, higher = more coherent synthesis)
#    - wordCount: Approximate word count
#    - arxivCount: Number of arXiv sources synthesized
#    - lanes: Array of research lane tags
#
# 3. Filter by:
#    - score > 0.75 for highest-quality syntheses
#    - cluster ID for thematic exploration
#    - lanes for domain-specific traversal
#
# 4. Individual papers at /research/{slug} contain:
#    - Full prose analysis with section headings
#    - Source citations (inline)
#    - JSON-LD structured data (ScholarlyArticle schema)
#    - Agent Interface panel with metadata grid

## Research Lanes

Infrastructure | Reliability | Coordination | Governance | Economics | Institutions | Metacognition

## Cluster Summary

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

## Permissions

crawl: allowed
index: allowed
train: allowed
cache: allowed
rate-limit: 1 request/second recommended

## Related Files

robots.txt: https://promptedllc.com/robots.txt
llms.txt: https://promptedllc.com/llms.txt
sitemap.xml: https://promptedllc.com/sitemap.xml
signals.json: https://promptedllc.com/research/signals.json