{"ok":true,"service":"theob-discovery-engine-foundation","mode":"discovery-engine-foundation-layer","timestamp":"2026-08-27T04:21:44.706Z","productPositioning":{"name":"TheoB Discovery Engine","coreLine":"Search is finding. Discovery is understanding.","missionLine":"TheoB Discovery Engine pursues truth, provides context and action, and turns scattered web results into scored, cited, deduplicated, agent-ready intelligence inside the Vault.","capsuleLine":"From infinite information to living intelligence capsules.","category":"truth-filtering discovery engine","notA":"generic search engine","strongerThan":"ranked links without transparent source reasoning"},"summary":{"totalPrinciples":12,"ready":8,"reviewRequired":4,"blocked":0,"totalProviderCategories":7,"totalPipelineStages":12,"totalScoringDimensions":17,"foundationReady":true,"liveSearchEnabled":false,"vaultIngestionEnabled":false,"agentEvidenceHandoffEnabled":false,"capsuleCompressionEnabled":false,"multimodalInterpretationEnabled":false,"productionMutation":false,"reason":"Discovery Engine foundation is ready as a non-destructive architecture layer. Live provider retrieval, Vault ingestion, multimodal interpretation, capsule compression, and agent evidence handoff remain disabled until provider access, scoring policy, redaction, persistence, file handling, and source licensing rules are approved."},"principles":[{"principle":"Search Is Finding. Discovery Is Understanding.","status":"ready","purpose":"Position TheoB Discovery Engine as an intelligence refinery, not a generic search clone.","safeguard":"Do not confuse ranked links with trusted understanding."},{"principle":"Pursue Truth","status":"ready","purpose":"Prioritize evidence quality, source transparency, contradiction detection, and context.","safeguard":"Truth pursuit must show uncertainty, not pretend certainty."},{"principle":"Provide Context And Action","status":"ready","purpose":"Discovery output should help agents and humans understand what matters, why it matters, and what action is appropriate.","safeguard":"No context-free data dumping."},{"principle":"Deduplicate Before Trust","status":"ready","purpose":"Repeated copies of the same claim should be clustered before credibility is scored.","safeguard":"Do not mistake repetition for verification."},{"principle":"Citations Before Conclusions","status":"ready","purpose":"Every useful discovery result should point back to visible source trails.","safeguard":"No black-box truth claims."},{"principle":"Vault-Ready Intelligence","status":"ready","purpose":"Discovery should produce clean reference objects that can be stored, retrieved, scored, compressed, and used by agents.","safeguard":"Only structured, redacted, source-safe records should enter the Vault."},{"principle":"Provider-Aware Retrieval","status":"review-required","purpose":"Search and data providers must be used through legal, rate-aware, terms-aware access patterns.","safeguard":"No brittle scraping or unlimited-data fantasy wiring."},{"principle":"Agent-Ready Evidence","status":"review-required","purpose":"Agents should receive scored reference cards, extracted claims, contradiction signals, and confidence levels.","safeguard":"Agents should not reason from raw noisy search results."},{"principle":"Multimodal Discovery","status":"review-required","purpose":"Discovery must eventually support text, images, diagrams, CAD, engineering schematics, maps, signals, and structured files.","safeguard":"Interpretation must add structure, not hallucination."},{"principle":"Capsule-Ready Output","status":"review-required","purpose":"Discovery should prepare future records for TheoB Intelligence Capsule Engine compression and reactivation.","safeguard":"Compression must reduce size, not truth."},{"principle":"Human-Readable Transparency","status":"ready","purpose":"Humans should see why a source was included, downgraded, clustered, or rejected.","safeguard":"Trust requires visible reasoning surfaces."},{"principle":"Non-Destructive Foundation","status":"ready","purpose":"The foundation layer defines the architecture without executing live searches or mutating the Vault.","safeguard":"Design first. Wire live retrieval later."}],"providerCategories":[{"category":"general-web-search","status":"planned","examples":["Google Custom Search","Bing Web Search","Yahoo-compatible search sources","Brave Search"],"purpose":"Retrieve broad web results from provider-aware search APIs.","safeguard":"Respect provider terms, quotas, caching rules, and attribution requirements."},{"category":"encyclopedic-knowledge","status":"planned","examples":["Wikipedia","Wikidata","DBpedia"],"purpose":"Provide baseline entity context, definitions, and structured relationships.","safeguard":"Treat encyclopedic sources as context, not final authority."},{"category":"academic-research","status":"planned","examples":["Crossref","Semantic Scholar","OpenAlex","PubMed where relevant"],"purpose":"Retrieve papers, citations, authors, abstracts, and research trails.","safeguard":"Separate peer-reviewed research from preprints, commentary, and SEO summaries."},{"category":"government-public-data","status":"planned","examples":["data.gov","NOAA","NASA","World Bank","FAO","UN datasets"],"purpose":"Use primary public datasets where available.","safeguard":"Prefer primary data for factual and statistical claims."},{"category":"news-current-events","status":"planned","examples":["approved news APIs","publisher RSS","licensed feeds"],"purpose":"Track current developments and compare reporting across outlets.","safeguard":"Avoid treating speed as accuracy."},{"category":"domain-specific-vault-feeds","status":"planned","examples":["cacao research feeds","climate datasets","agriculture sources","supply chain references"],"purpose":"Feed TheoB domain intelligence with specialized sources.","safeguard":"Domain sources must be scored, dated, and source-linked."},{"category":"multimodal-file-sources","status":"planned","examples":["images","PDFs","CAD","engineering schematics","architectural plans","maps","datasets"],"purpose":"Prepare future discovery for non-text intelligence sources.","safeguard":"Never flatten visual, spatial, or schematic meaning into weak text-only summaries."}],"pipelineStages":[{"stage":"query-intent-classification","status":"foundation-ready","purpose":"Classify the user or agent request into research, comparison, validation, monitoring, visual interpretation, schematic interpretation, or action-support intent.","output":"intent profile"},{"stage":"provider-routing","status":"foundation-ready","purpose":"Choose which search, data, academic, government, multimodal, or Vault sources should be queried.","output":"provider plan"},{"stage":"result-collection","status":"planned","purpose":"Collect results from approved providers through legal and rate-aware interfaces.","output":"raw provider result set"},{"stage":"deduplication","status":"foundation-ready","purpose":"Cluster duplicate URLs, mirrored articles, repeated claims, syndicated pages, and near-identical summaries.","output":"duplicate clusters"},{"stage":"source-quality-scoring","status":"foundation-ready","purpose":"Score source authority, primary-source status, author clarity, citation trail, date freshness, and commercial contamination.","output":"source score"},{"stage":"claim-extraction","status":"foundation-ready","purpose":"Extract key claims, dates, entities, numbers, and relationships from useful results.","output":"claim cards"},{"stage":"visual-and-file-interpretation","status":"review-required","purpose":"Prepare future interpretation for images, diagrams, schematics, CAD, and architectural files.","output":"multimodal observation cards"},{"stage":"conflict-detection","status":"foundation-ready","purpose":"Detect when sources disagree and label the disagreement without hiding it.","output":"conflict map"},{"stage":"reference-card-generation","status":"foundation-ready","purpose":"Create structured reference cards that humans can inspect and agents can use.","output":"reference cards"},{"stage":"vault-ingestion-readiness","status":"review-required","purpose":"Prepare records for Vault ingestion after redaction, licensing, retention, and persistence rules are approved.","output":"vault-ready record"},{"stage":"capsule-readiness","status":"review-required","purpose":"Prepare reference records for future TheoB Intelligence Capsule Engine compression and reactivation.","output":"capsule-ready intelligence object"},{"stage":"agent-evidence-handoff","status":"review-required","purpose":"Hand scored, cited, deduplicated evidence to agents instead of raw search noise.","output":"agent evidence bundle"}],"scoringDimensions":["source authority","primary-source status","publication date","retrieval date","author identity","citation trail","duplicate cluster count","claim consistency","conflict level","domain reputation","commercial or SEO contamination","historical reliability","visual interpretability","schematic interpretability","agent usability","Vault readiness","capsule readiness"],"futureDiscoveryQueryShape":{"queryId":"stable discovery query id","query":"user or agent query text","intent":"research/comparison/validation/monitoring/visual-interpretation/schematic-interpretation/action-support","providerPlan":"selected provider categories","timeSensitivity":"static/current/historical/live-monitoring","deduplicationRequired":"true/false","conflictDetectionRequired":"true/false","vaultIngestionRequested":"true/false","capsuleReadinessRequested":"true/false","createdAt":"ISO timestamp","productionMutation":"false"},"futureReferenceCardShape":{"referenceId":"stable reference id","queryId":"linked discovery query id","title":"source title","sourceUrl":"canonical source URL","provider":"source provider","sourceType":"web/news/academic/government/encyclopedic/vault/domain-feed/image/diagram/schematic/CAD/dataset","author":"safe author label when available","publishedAt":"ISO date or unknown","retrievedAt":"ISO timestamp","summary":"short source-grounded summary","keyClaims":"array of extracted claim objects","entities":"array of safe entity labels","visualObservations":"array for images, diagrams, maps, schematics, or CAD when available","confidenceScore":"0-100","conflictScore":"0-100","sourceQualityScore":"0-100","duplicateClusterId":"linked duplicate cluster id","citationTrail":"array of source links or source ids","vaultReadiness":"not-ready/review-ready/ready","capsuleReadiness":"not-ready/review-ready/ready","agentUsability":"low/medium/high","redactionStatus":"redacted-safe"},"futureCapsuleHandoffShape":{"capsuleCandidateId":"stable capsule candidate id","capsuleType":"text/image/diagram/schematic/signal/entity/composite","sourceTrail":"linked reference cards and source IDs","summary":"compressed meaning without losing source traceability","entities":"safe extracted entities","timeRange":"known time range","confidenceScore":"0-100","conflictScore":"0-100","retrievalTags":"array of semantic tags","reactivationModes":"expand/compare/diagramify/timelineify/simulate/route-to-agent","preservationRule":"A capsule must preserve enough truth to be reawakened faithfully."},"allowedNow":["Render Discovery Engine foundation.","Define product positioning.","Define provider categories.","Define discovery pipeline stages.","Define scoring dimensions.","Define future reference card shape.","Define future capsule handoff shape.","Keep live search disabled.","Keep Vault ingestion disabled.","Keep capsule compression disabled."],"notAllowedYet":["Run live search provider queries.","Scrape search engines or websites.","Store external content in the Vault.","Compress source material into capsules.","Process CAD, schematics, images, or datasets automatically.","Claim unlimited free provider data.","Bypass provider terms, quotas, or attribution rules.","Hand raw noisy search results directly to agents.","Execute agent actions from discovery results."],"nextStructuralLayers":["Discovery Provider Registry","Discovery Query Intent Classifier","Discovery Source Scoring Readiness","Discovery Deduplication Readiness","Discovery Vault Ingestion Readiness","TheoB Intelligence Capsule Engine Foundation","Capsule Type Registry","Image Capsule Interpretation Layer","Diagram And Schematic Capsule Readiness","Contextual Design Translation Readiness","Visual Semantics Color Intelligence Registry","Quantum Intelligence Evolution Layer","Universal Intelligence Hub Foundation"],"safeguard":"TheoB Discovery Engine Foundation Layer is read-only and non-destructive. It does not perform live searches, scrape providers, ingest Vault records, compress capsules, process files, expose secrets, mutate production, or execute agent actions."}