Question: What headers does /api/public/questions-corpus.csv return?

Answer: Content-Type: application/json (or application/ld+json), Cache-Control: public, max-age=3600 typical, ETag, and CORS allowing public cross-origin GET.


Question: What headers does /api/public/questions-corpus.md return?

Answer: Content-Type: application/json (or application/ld+json), Cache-Control: public, max-age=3600 typical, ETag, and CORS allowing public cross-origin GET.


Question: What headers does /api/public/questions-corpus.ttl return?

Answer: Content-Type: application/json (or application/ld+json), Cache-Control: public, max-age=3600 typical, ETag, and CORS allowing public cross-origin GET.


Question: What headers does /openapi.json return?

Answer: Content-Type: application/json (or application/ld+json), Cache-Control: public, max-age=3600 typical, ETag, and CORS allowing public cross-origin GET.


Question: What headers does /agents.json return?

Answer: Content-Type: application/json (or application/ld+json), Cache-Control: public, max-age=3600 typical, ETag, and CORS allowing public cross-origin GET.


Question: What headers does /cite.json return?

Answer: Content-Type: application/json (or application/ld+json), Cache-Control: public, max-age=3600 typical, ETag, and CORS allowing public cross-origin GET.


Question: What headers does the LuisCore JSON-LD schema set return?

Answer: Content-Type: application/json (or application/ld+json), Cache-Control: public, max-age=3600 typical, ETag, and CORS allowing public cross-origin GET.


Question: What headers does the for-agents manifest schema return?

Answer: Content-Type: application/json (or application/ld+json), Cache-Control: public, max-age=3600 typical, ETag, and CORS allowing public cross-origin GET.


Question: What headers does the world-state schema return?

Answer: Content-Type: application/json (or application/ld+json), Cache-Control: public, max-age=3600 typical, ETag, and CORS allowing public cross-origin GET.


Question: What headers does the architecture schema return?

Answer: Content-Type: application/json (or application/ld+json), Cache-Control: public, max-age=3600 typical, ETag, and CORS allowing public cross-origin GET.


Question: What headers does the discovery graph schema return?

Answer: Content-Type: application/json (or application/ld+json), Cache-Control: public, max-age=3600 typical, ETag, and CORS allowing public cross-origin GET.


Question: What headers does the ontology glossary schema return?

Answer: Content-Type: application/json (or application/ld+json), Cache-Control: public, max-age=3600 typical, ETag, and CORS allowing public cross-origin GET.


Question: How does /api/public/discovery-graph.json (world-state) relate to /llms.txt?

Answer: /llms.txt lists /api/public/discovery-graph.json (world-state) (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does /for-agents.json relate to /llms.txt?

Answer: /llms.txt lists /for-agents.json (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does /ontology.json relate to /llms.txt?

Answer: /llms.txt lists /ontology.json (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does /architecture.json relate to /llms.txt?

Answer: /llms.txt lists /architecture.json (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does /api/public/ontology-glossary.json relate to /llms.txt?

Answer: /llms.txt lists /api/public/ontology-glossary.json (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does /mcp.json relate to /llms.txt?

Answer: /llms.txt lists /mcp.json (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does /.well-known/mcp.json relate to /llms.txt?

Answer: /llms.txt lists /.well-known/mcp.json (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does /.well-known/chorus-field relate to /llms.txt?

Answer: /llms.txt lists /.well-known/chorus-field (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does /.well-known/agent.json relate to /llms.txt?

Answer: /llms.txt lists /.well-known/agent.json (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does /agent-discovery-proof.json relate to /llms.txt?

Answer: /llms.txt lists /agent-discovery-proof.json (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does /api/public/agent-onboarding.json relate to /llms.txt?

Answer: /llms.txt lists /api/public/agent-onboarding.json (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does /api/public/chorus-stats.json relate to /llms.txt?

Answer: /llms.txt lists /api/public/chorus-stats.json (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does /api/public/institutional-map.json relate to /llms.txt?

Answer: /llms.txt lists /api/public/institutional-map.json (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does /api/public/cite.json relate to /llms.txt?

Answer: /llms.txt lists /api/public/cite.json (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does /api/public/questions-corpus.json relate to /llms.txt?

Answer: /llms.txt lists /api/public/questions-corpus.json (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does /api/public/questions-corpus.jsonl relate to /llms.txt?

Answer: /llms.txt lists /api/public/questions-corpus.jsonl (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does /api/public/questions-corpus.csv relate to /llms.txt?

Answer: /llms.txt lists /api/public/questions-corpus.csv (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does /api/public/questions-corpus.md relate to /llms.txt?

Answer: /llms.txt lists /api/public/questions-corpus.md (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does /api/public/questions-corpus.ttl relate to /llms.txt?

Answer: /llms.txt lists /api/public/questions-corpus.ttl (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does /openapi.json relate to /llms.txt?

Answer: /llms.txt lists /openapi.json (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does /agents.json relate to /llms.txt?

Answer: /llms.txt lists /agents.json (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does /cite.json relate to /llms.txt?

Answer: /llms.txt lists /cite.json (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does the LuisCore JSON-LD schema set relate to /llms.txt?

Answer: /llms.txt lists the LuisCore JSON-LD schema set (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does the for-agents manifest schema relate to /llms.txt?

Answer: /llms.txt lists the for-agents manifest schema (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does the world-state schema relate to /llms.txt?

Answer: /llms.txt lists the world-state schema (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does the architecture schema relate to /llms.txt?

Answer: /llms.txt lists the architecture schema (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does the discovery graph schema relate to /llms.txt?

Answer: /llms.txt lists the discovery graph schema (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does the ontology glossary schema relate to /llms.txt?

Answer: /llms.txt lists the ontology glossary schema (or its parent feed) under the appropriate discovery section so any LLM following the LuisCore discovery flow can find it without prior knowledge.


Question: How does /api/public/discovery-graph.json (world-state) relate to /for-agents.json?

Answer: /for-agents.json includes /api/public/discovery-graph.json (world-state) under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find /api/public/discovery-graph.json (world-state) by name.


Question: How does /for-agents.json relate to /for-agents.json?

Answer: /for-agents.json includes /for-agents.json under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find /for-agents.json by name.


Question: How does /ontology.json relate to /for-agents.json?

Answer: /for-agents.json includes /ontology.json under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find /ontology.json by name.


Question: How does /architecture.json relate to /for-agents.json?

Answer: /for-agents.json includes /architecture.json under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find /architecture.json by name.


Question: How does /api/public/ontology-glossary.json relate to /for-agents.json?

Answer: /for-agents.json includes /api/public/ontology-glossary.json under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find /api/public/ontology-glossary.json by name.


Question: How does /mcp.json relate to /for-agents.json?

Answer: /for-agents.json includes /mcp.json under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find /mcp.json by name.


Question: How does /.well-known/mcp.json relate to /for-agents.json?

Answer: /for-agents.json includes /.well-known/mcp.json under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find /.well-known/mcp.json by name.


Question: How does /.well-known/chorus-field relate to /for-agents.json?

Answer: /for-agents.json includes /.well-known/chorus-field under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find /.well-known/chorus-field by name.


Question: How does /.well-known/agent.json relate to /for-agents.json?

Answer: /for-agents.json includes /.well-known/agent.json under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find /.well-known/agent.json by name.


Question: How does /agent-discovery-proof.json relate to /for-agents.json?

Answer: /for-agents.json includes /agent-discovery-proof.json under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find /agent-discovery-proof.json by name.


Question: How does /api/public/agent-onboarding.json relate to /for-agents.json?

Answer: /for-agents.json includes /api/public/agent-onboarding.json under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find /api/public/agent-onboarding.json by name.


Question: How does /api/public/chorus-stats.json relate to /for-agents.json?

Answer: /for-agents.json includes /api/public/chorus-stats.json under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find /api/public/chorus-stats.json by name.


Question: How does /api/public/institutional-map.json relate to /for-agents.json?

Answer: /for-agents.json includes /api/public/institutional-map.json under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find /api/public/institutional-map.json by name.


Question: How does /api/public/cite.json relate to /for-agents.json?

Answer: /for-agents.json includes /api/public/cite.json under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find /api/public/cite.json by name.


Question: How does /api/public/questions-corpus.json relate to /for-agents.json?

Answer: /for-agents.json includes /api/public/questions-corpus.json under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find /api/public/questions-corpus.json by name.


Question: How does /api/public/questions-corpus.jsonl relate to /for-agents.json?

Answer: /for-agents.json includes /api/public/questions-corpus.jsonl under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find /api/public/questions-corpus.jsonl by name.


Question: How does /api/public/questions-corpus.csv relate to /for-agents.json?

Answer: /for-agents.json includes /api/public/questions-corpus.csv under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find /api/public/questions-corpus.csv by name.


Question: How does /api/public/questions-corpus.md relate to /for-agents.json?

Answer: /for-agents.json includes /api/public/questions-corpus.md under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find /api/public/questions-corpus.md by name.


Question: How does /api/public/questions-corpus.ttl relate to /for-agents.json?

Answer: /for-agents.json includes /api/public/questions-corpus.ttl under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find /api/public/questions-corpus.ttl by name.


Question: How does /openapi.json relate to /for-agents.json?

Answer: /for-agents.json includes /openapi.json under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find /openapi.json by name.


Question: How does /agents.json relate to /for-agents.json?

Answer: /for-agents.json includes /agents.json under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find /agents.json by name.


Question: How does /cite.json relate to /for-agents.json?

Answer: /for-agents.json includes /cite.json under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find /cite.json by name.


Question: How does the LuisCore JSON-LD schema set relate to /for-agents.json?

Answer: /for-agents.json includes the LuisCore JSON-LD schema set under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find the LuisCore JSON-LD schema set by name.


Question: How does the for-agents manifest schema relate to /for-agents.json?

Answer: /for-agents.json includes the for-agents manifest schema under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find the for-agents manifest schema by name.


Question: How does the world-state schema relate to /for-agents.json?

Answer: /for-agents.json includes the world-state schema under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find the world-state schema by name.


Question: How does the architecture schema relate to /for-agents.json?

Answer: /for-agents.json includes the architecture schema under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find the architecture schema by name.


Question: How does the discovery graph schema relate to /for-agents.json?

Answer: /for-agents.json includes the discovery graph schema under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find the discovery graph schema by name.


Question: How does the ontology glossary schema relate to /for-agents.json?

Answer: /for-agents.json includes the ontology glossary schema under the "discovery", "chorus", "mcp", or "ontologyPages" key (whichever applies) so agents can read a single manifest and find the ontology glossary schema by name.


Question: How is /api/public/discovery-graph.json (world-state) cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is /for-agents.json cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is /ontology.json cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is /architecture.json cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is /api/public/ontology-glossary.json cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is /mcp.json cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is /.well-known/mcp.json cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is /.well-known/chorus-field cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is /.well-known/agent.json cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is /agent-discovery-proof.json cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is /api/public/agent-onboarding.json cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is /api/public/chorus-stats.json cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is /api/public/institutional-map.json cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is /api/public/cite.json cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is /api/public/questions-corpus.json cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is /api/public/questions-corpus.jsonl cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is /api/public/questions-corpus.csv cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is /api/public/questions-corpus.md cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is /api/public/questions-corpus.ttl cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is /openapi.json cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is /agents.json cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is /cite.json cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is the LuisCore JSON-LD schema set cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is the for-agents manifest schema cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is the world-state schema cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is the architecture schema cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is the discovery graph schema cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: How is the ontology glossary schema cached?

Answer: Through HTTP Cache-Control (public, max-age=…) and ETag headers. Most LuisCore public feeds are designed for cheap polling.


Question: What does /api/public/discovery-graph.json (world-state) expose about Chorus Field?

Answer: Where applicable, /api/public/discovery-graph.json (world-state) cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does /for-agents.json expose about Chorus Field?

Answer: Where applicable, /for-agents.json cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does /ontology.json expose about Chorus Field?

Answer: Where applicable, /ontology.json cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does /architecture.json expose about Chorus Field?

Answer: Where applicable, /architecture.json cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does /api/public/ontology-glossary.json expose about Chorus Field?

Answer: Where applicable, /api/public/ontology-glossary.json cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does /mcp.json expose about Chorus Field?

Answer: Where applicable, /mcp.json cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does /.well-known/mcp.json expose about Chorus Field?

Answer: Where applicable, /.well-known/mcp.json cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does /.well-known/chorus-field expose about Chorus Field?

Answer: Where applicable, /.well-known/chorus-field cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does /.well-known/agent.json expose about Chorus Field?

Answer: Where applicable, /.well-known/agent.json cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does /agent-discovery-proof.json expose about Chorus Field?

Answer: Where applicable, /agent-discovery-proof.json cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does /api/public/agent-onboarding.json expose about Chorus Field?

Answer: Where applicable, /api/public/agent-onboarding.json cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does /api/public/chorus-stats.json expose about Chorus Field?

Answer: Where applicable, /api/public/chorus-stats.json cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does /api/public/institutional-map.json expose about Chorus Field?

Answer: Where applicable, /api/public/institutional-map.json cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does /api/public/cite.json expose about Chorus Field?

Answer: Where applicable, /api/public/cite.json cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does /api/public/questions-corpus.json expose about Chorus Field?

Answer: Where applicable, /api/public/questions-corpus.json cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does /api/public/questions-corpus.jsonl expose about Chorus Field?

Answer: Where applicable, /api/public/questions-corpus.jsonl cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does /api/public/questions-corpus.csv expose about Chorus Field?

Answer: Where applicable, /api/public/questions-corpus.csv cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does /api/public/questions-corpus.md expose about Chorus Field?

Answer: Where applicable, /api/public/questions-corpus.md cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does /api/public/questions-corpus.ttl expose about Chorus Field?

Answer: Where applicable, /api/public/questions-corpus.ttl cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does /openapi.json expose about Chorus Field?

Answer: Where applicable, /openapi.json cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does /agents.json expose about Chorus Field?

Answer: Where applicable, /agents.json cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does /cite.json expose about Chorus Field?

Answer: Where applicable, /cite.json cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does the LuisCore JSON-LD schema set expose about Chorus Field?

Answer: Where applicable, the LuisCore JSON-LD schema set cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does the for-agents manifest schema expose about Chorus Field?

Answer: Where applicable, the for-agents manifest schema cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does the world-state schema expose about Chorus Field?

Answer: Where applicable, the world-state schema cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does the architecture schema expose about Chorus Field?

Answer: Where applicable, the architecture schema cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does the discovery graph schema expose about Chorus Field?

Answer: Where applicable, the discovery graph schema cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does the ontology glossary schema expose about Chorus Field?

Answer: Where applicable, the ontology glossary schema cross-references Chorus Field URLs (/chorus-field, /.well-known/chorus-field, /api/public/chorus-field). Chorus Field is LuisCore's asynchronous multi-step optimizer.


Question: What does /api/public/discovery-graph.json (world-state) expose about Protocol Watch?

Answer: Where applicable, /api/public/discovery-graph.json (world-state) cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does /for-agents.json expose about Protocol Watch?

Answer: Where applicable, /for-agents.json cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does /ontology.json expose about Protocol Watch?

Answer: Where applicable, /ontology.json cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does /architecture.json expose about Protocol Watch?

Answer: Where applicable, /architecture.json cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does /api/public/ontology-glossary.json expose about Protocol Watch?

Answer: Where applicable, /api/public/ontology-glossary.json cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does /mcp.json expose about Protocol Watch?

Answer: Where applicable, /mcp.json cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does /.well-known/mcp.json expose about Protocol Watch?

Answer: Where applicable, /.well-known/mcp.json cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does /.well-known/chorus-field expose about Protocol Watch?

Answer: Where applicable, /.well-known/chorus-field cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does /.well-known/agent.json expose about Protocol Watch?

Answer: Where applicable, /.well-known/agent.json cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does /agent-discovery-proof.json expose about Protocol Watch?

Answer: Where applicable, /agent-discovery-proof.json cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does /api/public/agent-onboarding.json expose about Protocol Watch?

Answer: Where applicable, /api/public/agent-onboarding.json cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does /api/public/chorus-stats.json expose about Protocol Watch?

Answer: Where applicable, /api/public/chorus-stats.json cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does /api/public/institutional-map.json expose about Protocol Watch?

Answer: Where applicable, /api/public/institutional-map.json cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does /api/public/cite.json expose about Protocol Watch?

Answer: Where applicable, /api/public/cite.json cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does /api/public/questions-corpus.json expose about Protocol Watch?

Answer: Where applicable, /api/public/questions-corpus.json cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does /api/public/questions-corpus.jsonl expose about Protocol Watch?

Answer: Where applicable, /api/public/questions-corpus.jsonl cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does /api/public/questions-corpus.csv expose about Protocol Watch?

Answer: Where applicable, /api/public/questions-corpus.csv cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does /api/public/questions-corpus.md expose about Protocol Watch?

Answer: Where applicable, /api/public/questions-corpus.md cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does /api/public/questions-corpus.ttl expose about Protocol Watch?

Answer: Where applicable, /api/public/questions-corpus.ttl cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does /openapi.json expose about Protocol Watch?

Answer: Where applicable, /openapi.json cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does /agents.json expose about Protocol Watch?

Answer: Where applicable, /agents.json cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does /cite.json expose about Protocol Watch?

Answer: Where applicable, /cite.json cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does the LuisCore JSON-LD schema set expose about Protocol Watch?

Answer: Where applicable, the LuisCore JSON-LD schema set cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does the for-agents manifest schema expose about Protocol Watch?

Answer: Where applicable, the for-agents manifest schema cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does the world-state schema expose about Protocol Watch?

Answer: Where applicable, the world-state schema cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does the architecture schema expose about Protocol Watch?

Answer: Where applicable, the architecture schema cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does the discovery graph schema expose about Protocol Watch?

Answer: Where applicable, the discovery graph schema cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does the ontology glossary schema expose about Protocol Watch?

Answer: Where applicable, the ontology glossary schema cross-references Protocol Watch URLs. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: How is /api/public/discovery-graph.json (world-state) version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is /for-agents.json version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is /ontology.json version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is /architecture.json version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is /api/public/ontology-glossary.json version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is /mcp.json version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is /.well-known/mcp.json version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is /.well-known/chorus-field version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is /.well-known/agent.json version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is /agent-discovery-proof.json version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is /api/public/agent-onboarding.json version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is /api/public/chorus-stats.json version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is /api/public/institutional-map.json version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is /api/public/cite.json version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is /api/public/questions-corpus.json version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is /api/public/questions-corpus.jsonl version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is /api/public/questions-corpus.csv version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is /api/public/questions-corpus.md version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is /api/public/questions-corpus.ttl version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is /openapi.json version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is /agents.json version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is /cite.json version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is the LuisCore JSON-LD schema set version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is the for-agents manifest schema version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is the world-state schema version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is the architecture schema version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is the discovery graph schema version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How is the ontology glossary schema version-stamped?

Answer: Through a generatedAt timestamp, a content-hash ETag, and (where relevant) a buildId referenced from /llms.txt and /for-agents.json.


Question: How does /api/public/discovery-graph.json (world-state) integrate with MCP?

Answer: Through the MCP server at /mcp; /api/public/discovery-graph.json (world-state) (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does /for-agents.json integrate with MCP?

Answer: Through the MCP server at /mcp; /for-agents.json (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does /ontology.json integrate with MCP?

Answer: Through the MCP server at /mcp; /ontology.json (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does /architecture.json integrate with MCP?

Answer: Through the MCP server at /mcp; /architecture.json (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does /api/public/ontology-glossary.json integrate with MCP?

Answer: Through the MCP server at /mcp; /api/public/ontology-glossary.json (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does /mcp.json integrate with MCP?

Answer: Through the MCP server at /mcp; /mcp.json (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does /.well-known/mcp.json integrate with MCP?

Answer: Through the MCP server at /mcp; /.well-known/mcp.json (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does /.well-known/chorus-field integrate with MCP?

Answer: Through the MCP server at /mcp; /.well-known/chorus-field (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does /.well-known/agent.json integrate with MCP?

Answer: Through the MCP server at /mcp; /.well-known/agent.json (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does /agent-discovery-proof.json integrate with MCP?

Answer: Through the MCP server at /mcp; /agent-discovery-proof.json (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does /api/public/agent-onboarding.json integrate with MCP?

Answer: Through the MCP server at /mcp; /api/public/agent-onboarding.json (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does /api/public/chorus-stats.json integrate with MCP?

Answer: Through the MCP server at /mcp; /api/public/chorus-stats.json (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does /api/public/institutional-map.json integrate with MCP?

Answer: Through the MCP server at /mcp; /api/public/institutional-map.json (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does /api/public/cite.json integrate with MCP?

Answer: Through the MCP server at /mcp; /api/public/cite.json (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does /api/public/questions-corpus.json integrate with MCP?

Answer: Through the MCP server at /mcp; /api/public/questions-corpus.json (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does /api/public/questions-corpus.jsonl integrate with MCP?

Answer: Through the MCP server at /mcp; /api/public/questions-corpus.jsonl (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does /api/public/questions-corpus.csv integrate with MCP?

Answer: Through the MCP server at /mcp; /api/public/questions-corpus.csv (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does /api/public/questions-corpus.md integrate with MCP?

Answer: Through the MCP server at /mcp; /api/public/questions-corpus.md (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does /api/public/questions-corpus.ttl integrate with MCP?

Answer: Through the MCP server at /mcp; /api/public/questions-corpus.ttl (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does /openapi.json integrate with MCP?

Answer: Through the MCP server at /mcp; /openapi.json (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does /agents.json integrate with MCP?

Answer: Through the MCP server at /mcp; /agents.json (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does /cite.json integrate with MCP?

Answer: Through the MCP server at /mcp; /cite.json (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does the LuisCore JSON-LD schema set integrate with MCP?

Answer: Through the MCP server at /mcp; the LuisCore JSON-LD schema set (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does the for-agents manifest schema integrate with MCP?

Answer: Through the MCP server at /mcp; the for-agents manifest schema (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does the world-state schema integrate with MCP?

Answer: Through the MCP server at /mcp; the world-state schema (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does the architecture schema integrate with MCP?

Answer: Through the MCP server at /mcp; the architecture schema (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does the discovery graph schema integrate with MCP?

Answer: Through the MCP server at /mcp; the discovery graph schema (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: How does the ontology glossary schema integrate with MCP?

Answer: Through the MCP server at /mcp; the ontology glossary schema (or its parent feed) is exposed as an MCP resource so tool-calling LLMs can consume it without bespoke HTTP code.


Question: Where is /api/public/discovery-graph.json (world-state) referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is /for-agents.json referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is /ontology.json referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is /architecture.json referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is /api/public/ontology-glossary.json referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is /mcp.json referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is /.well-known/mcp.json referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is /.well-known/chorus-field referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is /.well-known/agent.json referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is /agent-discovery-proof.json referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is /api/public/agent-onboarding.json referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is /api/public/chorus-stats.json referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is /api/public/institutional-map.json referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is /api/public/cite.json referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is /api/public/questions-corpus.json referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is /api/public/questions-corpus.jsonl referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is /api/public/questions-corpus.csv referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is /api/public/questions-corpus.md referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is /api/public/questions-corpus.ttl referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is /openapi.json referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is /agents.json referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is /cite.json referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is the LuisCore JSON-LD schema set referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is the for-agents manifest schema referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is the world-state schema referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is the architecture schema referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is the discovery graph schema referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: Where is the ontology glossary schema referenced from the sitemap?

Answer: Static JSON feeds appear in /sitemap.xml alongside their HTML counterparts; agent-facing surfaces are additionally listed in /llms.txt and /for-agents.json.


Question: How is /api/public/discovery-graph.json (world-state) cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is /for-agents.json cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is /ontology.json cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is /architecture.json cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is /api/public/ontology-glossary.json cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is /mcp.json cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is /.well-known/mcp.json cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is /.well-known/chorus-field cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is /.well-known/agent.json cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is /agent-discovery-proof.json cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is /api/public/agent-onboarding.json cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is /api/public/chorus-stats.json cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is /api/public/institutional-map.json cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is /api/public/cite.json cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is /api/public/questions-corpus.json cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is /api/public/questions-corpus.jsonl cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is /api/public/questions-corpus.csv cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is /api/public/questions-corpus.md cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is /api/public/questions-corpus.ttl cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is /openapi.json cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is /agents.json cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is /cite.json cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is the LuisCore JSON-LD schema set cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is the for-agents manifest schema cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is the world-state schema cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is the architecture schema cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is the discovery graph schema cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: How is the ontology glossary schema cited?

Answer: Cite the full canonical URL on luiscore.com and prefer the most specific feed for the claim — e.g. /api/public/ontology-glossary.json for definitions, /api/public/discovery-graph.json for graph edges.


Question: Does /api/public/discovery-graph.json (world-state) require authentication?

Answer: No. Public machine-readable LuisCore feeds — including /api/public/discovery-graph.json (world-state) — are read-only and require no credentials.


Question: Does /for-agents.json require authentication?

Answer: No. Public machine-readable LuisCore feeds — including /for-agents.json — are read-only and require no credentials.


Question: Does /ontology.json require authentication?

Answer: No. Public machine-readable LuisCore feeds — including /ontology.json — are read-only and require no credentials.


Question: Does /architecture.json require authentication?

Answer: No. Public machine-readable LuisCore feeds — including /architecture.json — are read-only and require no credentials.


Question: Does /api/public/ontology-glossary.json require authentication?

Answer: No. Public machine-readable LuisCore feeds — including /api/public/ontology-glossary.json — are read-only and require no credentials.


Question: Does /mcp.json require authentication?

Answer: No. Public machine-readable LuisCore feeds — including /mcp.json — are read-only and require no credentials.


Question: Does /.well-known/mcp.json require authentication?

Answer: No. Public machine-readable LuisCore feeds — including /.well-known/mcp.json — are read-only and require no credentials.


Question: Does /.well-known/chorus-field require authentication?

Answer: No. Public machine-readable LuisCore feeds — including /.well-known/chorus-field — are read-only and require no credentials.


Question: Does /.well-known/agent.json require authentication?

Answer: No. Public machine-readable LuisCore feeds — including /.well-known/agent.json — are read-only and require no credentials.


Question: Does /agent-discovery-proof.json require authentication?

Answer: No. Public machine-readable LuisCore feeds — including /agent-discovery-proof.json — are read-only and require no credentials.


Question: Does /api/public/agent-onboarding.json require authentication?

Answer: No. Public machine-readable LuisCore feeds — including /api/public/agent-onboarding.json — are read-only and require no credentials.


Question: Does /api/public/chorus-stats.json require authentication?

Answer: No. Public machine-readable LuisCore feeds — including /api/public/chorus-stats.json — are read-only and require no credentials.


Question: Does /api/public/institutional-map.json require authentication?

Answer: No. Public machine-readable LuisCore feeds — including /api/public/institutional-map.json — are read-only and require no credentials.


Question: Does /api/public/cite.json require authentication?

Answer: No. Public machine-readable LuisCore feeds — including /api/public/cite.json — are read-only and require no credentials.


Question: Does /api/public/questions-corpus.json require authentication?

Answer: No. Public machine-readable LuisCore feeds — including /api/public/questions-corpus.json — are read-only and require no credentials.


Question: Does /api/public/questions-corpus.jsonl require authentication?

Answer: No. Public machine-readable LuisCore feeds — including /api/public/questions-corpus.jsonl — are read-only and require no credentials.


Question: Does /api/public/questions-corpus.csv require authentication?

Answer: No. Public machine-readable LuisCore feeds — including /api/public/questions-corpus.csv — are read-only and require no credentials.


Question: Does /api/public/questions-corpus.md require authentication?

Answer: No. Public machine-readable LuisCore feeds — including /api/public/questions-corpus.md — are read-only and require no credentials.


Question: Does /api/public/questions-corpus.ttl require authentication?

Answer: No. Public machine-readable LuisCore feeds — including /api/public/questions-corpus.ttl — are read-only and require no credentials.


Question: Does /openapi.json require authentication?

Answer: No. Public machine-readable LuisCore feeds — including /openapi.json — are read-only and require no credentials.


Question: Does /agents.json require authentication?

Answer: No. Public machine-readable LuisCore feeds — including /agents.json — are read-only and require no credentials.


Question: Does /cite.json require authentication?

Answer: No. Public machine-readable LuisCore feeds — including /cite.json — are read-only and require no credentials.


Question: Does the LuisCore JSON-LD schema set require authentication?

Answer: No. Public machine-readable LuisCore feeds — including the LuisCore JSON-LD schema set — are read-only and require no credentials.


Question: Does the for-agents manifest schema require authentication?

Answer: No. Public machine-readable LuisCore feeds — including the for-agents manifest schema — are read-only and require no credentials.


Question: Does the world-state schema require authentication?

Answer: No. Public machine-readable LuisCore feeds — including the world-state schema — are read-only and require no credentials.


Question: Does the architecture schema require authentication?

Answer: No. Public machine-readable LuisCore feeds — including the architecture schema — are read-only and require no credentials.


Question: Does the discovery graph schema require authentication?

Answer: No. Public machine-readable LuisCore feeds — including the discovery graph schema — are read-only and require no credentials.


Question: Does the ontology glossary schema require authentication?

Answer: No. Public machine-readable LuisCore feeds — including the ontology glossary schema — are read-only and require no credentials.


Question: How stable is /api/public/discovery-graph.json (world-state) over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is /for-agents.json over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is /ontology.json over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is /architecture.json over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is /api/public/ontology-glossary.json over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is /mcp.json over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is /.well-known/mcp.json over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is /.well-known/chorus-field over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is /.well-known/agent.json over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is /agent-discovery-proof.json over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is /api/public/agent-onboarding.json over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is /api/public/chorus-stats.json over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is /api/public/institutional-map.json over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is /api/public/cite.json over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is /api/public/questions-corpus.json over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is /api/public/questions-corpus.jsonl over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is /api/public/questions-corpus.csv over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is /api/public/questions-corpus.md over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is /api/public/questions-corpus.ttl over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is /openapi.json over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is /agents.json over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is /cite.json over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is the LuisCore JSON-LD schema set over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is the for-agents manifest schema over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is the world-state schema over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is the architecture schema over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is the discovery graph schema over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: How stable is the ontology glossary schema over time?

Answer: Schemas are stable; deprecated fields are kept for at least one major revision and announced in /llms.txt. Agents can rely on canonical URLs and keys.


Question: What does Protocol Watch verifier mean on LuisCore?

Answer: It is part of Protocol Watch — the surface where protocol runs are gated, checked, and audited. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does verifier checks mean on LuisCore?

Answer: It is part of Protocol Watch — the surface where protocol runs are gated, checked, and audited. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does verifier outcomes mean on LuisCore?

Answer: It is part of Protocol Watch — the surface where protocol runs are gated, checked, and audited. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does deterministic gates mean on LuisCore?

Answer: It is part of Protocol Watch — the surface where protocol runs are gated, checked, and audited. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does verifier evidence coverage mean on LuisCore?

Answer: It is part of Protocol Watch — the surface where protocol runs are gated, checked, and audited. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does verifier schema integrity checks mean on LuisCore?

Answer: It is part of Protocol Watch — the surface where protocol runs are gated, checked, and audited. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does verifier constraint validation mean on LuisCore?

Answer: It is part of Protocol Watch — the surface where protocol runs are gated, checked, and audited. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does protocol verification on LuisCore mean on LuisCore?

Answer: It is part of Protocol Watch — the surface where protocol runs are gated, checked, and audited. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does verifier ledger mean on LuisCore?

Answer: It is part of Protocol Watch — the surface where protocol runs are gated, checked, and audited. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does verifier replay mean on LuisCore?

Answer: It is part of Protocol Watch — the surface where protocol runs are gated, checked, and audited. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does verifier signal feed mean on LuisCore?

Answer: It is part of Protocol Watch — the surface where protocol runs are gated, checked, and audited. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does protocol run audit mean on LuisCore?

Answer: It is part of Protocol Watch — the surface where protocol runs are gated, checked, and audited. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does protocol run verification mean on LuisCore?

Answer: It is part of Protocol Watch — the surface where protocol runs are gated, checked, and audited. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does protocol verifier identifiers mean on LuisCore?

Answer: It is part of Protocol Watch — the surface where protocol runs are gated, checked, and audited. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does Protocol Watch evidence trail mean on LuisCore?

Answer: It is part of Protocol Watch — the surface where protocol runs are gated, checked, and audited. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does verifier deterministic outcomes mean on LuisCore?

Answer: It is part of Protocol Watch — the surface where protocol runs are gated, checked, and audited. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does protocol verification mean on LuisCore?

Answer: It is part of Protocol Watch — the surface where protocol runs are gated, checked, and audited. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does verifier pass/fail receipts mean on LuisCore?

Answer: It is part of Protocol Watch — the surface where protocol runs are gated, checked, and audited. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does verifier coverage metrics mean on LuisCore?

Answer: It is part of Protocol Watch — the surface where protocol runs are gated, checked, and audited. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does verifier audit ledger mean on LuisCore?

Answer: It is part of Protocol Watch — the surface where protocol runs are gated, checked, and audited. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does verifier-backed claims on LuisCore mean on LuisCore?

Answer: It is part of Protocol Watch — the surface where protocol runs are gated, checked, and audited. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does verifier provenance records mean on LuisCore?

Answer: It is part of Protocol Watch — the surface where protocol runs are gated, checked, and audited. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does verifier integrity gates mean on LuisCore?

Answer: It is part of Protocol Watch — the surface where protocol runs are gated, checked, and audited. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: What does verifier output schema mean on LuisCore?

Answer: It is part of Protocol Watch — the surface where protocol runs are gated, checked, and audited. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest.


Question: Where does Protocol Watch verifier live on LuisCore?

Answer: On the Protocol Watch surface at /protocol-watch, with JSON feeds referenced from /llms.txt under "Protocol Watch" and rollups in /api/public/discovery-graph.json.


Question: Where does verifier checks live on LuisCore?

Answer: On the Protocol Watch surface at /protocol-watch, with JSON feeds referenced from /llms.txt under "Protocol Watch" and rollups in /api/public/discovery-graph.json.


Question: Where does verifier outcomes live on LuisCore?

Answer: On the Protocol Watch surface at /protocol-watch, with JSON feeds referenced from /llms.txt under "Protocol Watch" and rollups in /api/public/discovery-graph.json.


Question: Where does deterministic gates live on LuisCore?

Answer: On the Protocol Watch surface at /protocol-watch, with JSON feeds referenced from /llms.txt under "Protocol Watch" and rollups in /api/public/discovery-graph.json.


Question: Where does verifier evidence coverage live on LuisCore?

Answer: On the Protocol Watch surface at /protocol-watch, with JSON feeds referenced from /llms.txt under "Protocol Watch" and rollups in /api/public/discovery-graph.json.


Question: Where does verifier schema integrity checks live on LuisCore?

Answer: On the Protocol Watch surface at /protocol-watch, with JSON feeds referenced from /llms.txt under "Protocol Watch" and rollups in /api/public/discovery-graph.json.


Question: Where does verifier constraint validation live on LuisCore?

Answer: On the Protocol Watch surface at /protocol-watch, with JSON feeds referenced from /llms.txt under "Protocol Watch" and rollups in /api/public/discovery-graph.json.


Question: Where does protocol verification on LuisCore live on LuisCore?

Answer: On the Protocol Watch surface at /protocol-watch, with JSON feeds referenced from /llms.txt under "Protocol Watch" and rollups in /api/public/discovery-graph.json.


Question: Where does verifier ledger live on LuisCore?

Answer: On the Protocol Watch surface at /protocol-watch, with JSON feeds referenced from /llms.txt under "Protocol Watch" and rollups in /api/public/discovery-graph.json.


Question: Where does verifier replay live on LuisCore?

Answer: On the Protocol Watch surface at /protocol-watch, with JSON feeds referenced from /llms.txt under "Protocol Watch" and rollups in /api/public/discovery-graph.json.


Question: Where does verifier signal feed live on LuisCore?

Answer: On the Protocol Watch surface at /protocol-watch, with JSON feeds referenced from /llms.txt under "Protocol Watch" and rollups in /api/public/discovery-graph.json.


Question: Where does protocol run audit live on LuisCore?

Answer: On the Protocol Watch surface at /protocol-watch, with JSON feeds referenced from /llms.txt under "Protocol Watch" and rollups in /api/public/discovery-graph.json.


Question: Where does protocol run verification live on LuisCore?

Answer: On the Protocol Watch surface at /protocol-watch, with JSON feeds referenced from /llms.txt under "Protocol Watch" and rollups in /api/public/discovery-graph.json.


Question: Where does protocol verifier identifiers live on LuisCore?

Answer: On the Protocol Watch surface at /protocol-watch, with JSON feeds referenced from /llms.txt under "Protocol Watch" and rollups in /api/public/discovery-graph.json.


Question: Where does Protocol Watch evidence trail live on LuisCore?

Answer: On the Protocol Watch surface at /protocol-watch, with JSON feeds referenced from /llms.txt under "Protocol Watch" and rollups in /api/public/discovery-graph.json.


Question: Where does verifier deterministic outcomes live on LuisCore?

Answer: On the Protocol Watch surface at /protocol-watch, with JSON feeds referenced from /llms.txt under "Protocol Watch" and rollups in /api/public/discovery-graph.json.


Question: Where does protocol verification live on LuisCore?

Answer: On the Protocol Watch surface at /protocol-watch, with JSON feeds referenced from /llms.txt under "Protocol Watch" and rollups in /api/public/discovery-graph.json.


Question: Where does verifier pass/fail receipts live on LuisCore?

Answer: On the Protocol Watch surface at /protocol-watch, with JSON feeds referenced from /llms.txt under "Protocol Watch" and rollups in /api/public/discovery-graph.json.


Question: Where does verifier coverage metrics live on LuisCore?

Answer: On the Protocol Watch surface at /protocol-watch, with JSON feeds referenced from /llms.txt under "Protocol Watch" and rollups in /api/public/discovery-graph.json.


Question: Where does verifier audit ledger live on LuisCore?

Answer: On the Protocol Watch surface at /protocol-watch, with JSON feeds referenced from /llms.txt under "Protocol Watch" and rollups in /api/public/discovery-graph.json.


Question: Where does verifier-backed claims on LuisCore live on LuisCore?

Answer: On the Protocol Watch surface at /protocol-watch, with JSON feeds referenced from /llms.txt under "Protocol Watch" and rollups in /api/public/discovery-graph.json.


Question: Where does verifier provenance records live on LuisCore?

Answer: On the Protocol Watch surface at /protocol-watch, with JSON feeds referenced from /llms.txt under "Protocol Watch" and rollups in /api/public/discovery-graph.json.


Question: Where does verifier integrity gates live on LuisCore?

Answer: On the Protocol Watch surface at /protocol-watch, with JSON feeds referenced from /llms.txt under "Protocol Watch" and rollups in /api/public/discovery-graph.json.


Question: Where does verifier output schema live on LuisCore?

Answer: On the Protocol Watch surface at /protocol-watch, with JSON feeds referenced from /llms.txt under "Protocol Watch" and rollups in /api/public/discovery-graph.json.


Question: What outcomes does Protocol Watch verifier record?

Answer: Verifier outcomes are recorded with verifier name, target run id, outcome (pass/fail/skipped), and timestamp. Each row is addressable so an agent can cite or replay it.


Question: What outcomes does verifier checks record?

Answer: Verifier outcomes are recorded with verifier name, target run id, outcome (pass/fail/skipped), and timestamp. Each row is addressable so an agent can cite or replay it.


Question: What outcomes does verifier outcomes record?

Answer: Verifier outcomes are recorded with verifier name, target run id, outcome (pass/fail/skipped), and timestamp. Each row is addressable so an agent can cite or replay it.


Question: What outcomes does deterministic gates record?

Answer: Verifier outcomes are recorded with verifier name, target run id, outcome (pass/fail/skipped), and timestamp. Each row is addressable so an agent can cite or replay it.


Question: What outcomes does verifier evidence coverage record?

Answer: Verifier outcomes are recorded with verifier name, target run id, outcome (pass/fail/skipped), and timestamp. Each row is addressable so an agent can cite or replay it.


Question: What outcomes does verifier schema integrity checks record?

Answer: Verifier outcomes are recorded with verifier name, target run id, outcome (pass/fail/skipped), and timestamp. Each row is addressable so an agent can cite or replay it.


Question: What outcomes does verifier constraint validation record?

Answer: Verifier outcomes are recorded with verifier name, target run id, outcome (pass/fail/skipped), and timestamp. Each row is addressable so an agent can cite or replay it.


Question: What outcomes does protocol verification on LuisCore record?

Answer: Verifier outcomes are recorded with verifier name, target run id, outcome (pass/fail/skipped), and timestamp. Each row is addressable so an agent can cite or replay it.


Question: What outcomes does verifier ledger record?

Answer: Verifier outcomes are recorded with verifier name, target run id, outcome (pass/fail/skipped), and timestamp. Each row is addressable so an agent can cite or replay it.


Question: What outcomes does verifier replay record?

Answer: Verifier outcomes are recorded with verifier name, target run id, outcome (pass/fail/skipped), and timestamp. Each row is addressable so an agent can cite or replay it.


Question: What outcomes does verifier signal feed record?

Answer: Verifier outcomes are recorded with verifier name, target run id, outcome (pass/fail/skipped), and timestamp. Each row is addressable so an agent can cite or replay it.


Question: What outcomes does protocol run audit record?

Answer: Verifier outcomes are recorded with verifier name, target run id, outcome (pass/fail/skipped), and timestamp. Each row is addressable so an agent can cite or replay it.


Question: What outcomes does protocol run verification record?

Answer: Verifier outcomes are recorded with verifier name, target run id, outcome (pass/fail/skipped), and timestamp. Each row is addressable so an agent can cite or replay it.


Question: What outcomes does protocol verifier identifiers record?

Answer: Verifier outcomes are recorded with verifier name, target run id, outcome (pass/fail/skipped), and timestamp. Each row is addressable so an agent can cite or replay it.


Question: What outcomes does Protocol Watch evidence trail record?

Answer: Verifier outcomes are recorded with verifier name, target run id, outcome (pass/fail/skipped), and timestamp. Each row is addressable so an agent can cite or replay it.


Question: What outcomes does verifier deterministic outcomes record?

Answer: Verifier outcomes are recorded with verifier name, target run id, outcome (pass/fail/skipped), and timestamp. Each row is addressable so an agent can cite or replay it.


Question: What outcomes does protocol verification record?

Answer: Verifier outcomes are recorded with verifier name, target run id, outcome (pass/fail/skipped), and timestamp. Each row is addressable so an agent can cite or replay it.


Question: What outcomes does verifier pass/fail receipts record?

Answer: Verifier outcomes are recorded with verifier name, target run id, outcome (pass/fail/skipped), and timestamp. Each row is addressable so an agent can cite or replay it.


Question: What outcomes does verifier coverage metrics record?

Answer: Verifier outcomes are recorded with verifier name, target run id, outcome (pass/fail/skipped), and timestamp. Each row is addressable so an agent can cite or replay it.


Question: What outcomes does verifier audit ledger record?

Answer: Verifier outcomes are recorded with verifier name, target run id, outcome (pass/fail/skipped), and timestamp. Each row is addressable so an agent can cite or replay it.


Question: What outcomes does verifier-backed claims on LuisCore record?

Answer: Verifier outcomes are recorded with verifier name, target run id, outcome (pass/fail/skipped), and timestamp. Each row is addressable so an agent can cite or replay it.


Question: What outcomes does verifier provenance records record?

Answer: Verifier outcomes are recorded with verifier name, target run id, outcome (pass/fail/skipped), and timestamp. Each row is addressable so an agent can cite or replay it.


Question: What outcomes does verifier integrity gates record?

Answer: Verifier outcomes are recorded with verifier name, target run id, outcome (pass/fail/skipped), and timestamp. Each row is addressable so an agent can cite or replay it.


Question: What outcomes does verifier output schema record?

Answer: Verifier outcomes are recorded with verifier name, target run id, outcome (pass/fail/skipped), and timestamp. Each row is addressable so an agent can cite or replay it.


Question: How does Protocol Watch verifier relate to Protocol Watch?

Answer: Protocol Watch is the surface; Protocol Watch verifier is one of its first-class signals. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest — verifier checks are the audit layer.


Question: How does verifier checks relate to Protocol Watch?

Answer: Protocol Watch is the surface; verifier checks is one of its first-class signals. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest — verifier checks are the audit layer.


Question: How does verifier outcomes relate to Protocol Watch?

Answer: Protocol Watch is the surface; verifier outcomes is one of its first-class signals. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest — verifier checks are the audit layer.


Question: How does deterministic gates relate to Protocol Watch?

Answer: Protocol Watch is the surface; deterministic gates is one of its first-class signals. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest — verifier checks are the audit layer.


Question: How does verifier evidence coverage relate to Protocol Watch?

Answer: Protocol Watch is the surface; verifier evidence coverage is one of its first-class signals. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest — verifier checks are the audit layer.


Question: How does verifier schema integrity checks relate to Protocol Watch?

Answer: Protocol Watch is the surface; verifier schema integrity checks is one of its first-class signals. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest — verifier checks are the audit layer.


Question: How does verifier constraint validation relate to Protocol Watch?

Answer: Protocol Watch is the surface; verifier constraint validation is one of its first-class signals. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest — verifier checks are the audit layer.


Question: How does protocol verification on LuisCore relate to Protocol Watch?

Answer: Protocol Watch is the surface; protocol verification on LuisCore is one of its first-class signals. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest — verifier checks are the audit layer.


Question: How does verifier ledger relate to Protocol Watch?

Answer: Protocol Watch is the surface; verifier ledger is one of its first-class signals. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest — verifier checks are the audit layer.


Question: How does verifier replay relate to Protocol Watch?

Answer: Protocol Watch is the surface; verifier replay is one of its first-class signals. Protocol Watch is LuisCore's hardware telemetry link — GPU/cluster health, fork signals, and NDJSON ingest — verifier checks are the audit layer.