Theoretical foundationsSemantic blueprintMerits of the glass-box architectureSystem architecture and workflowPhase 0: Data ingestion pipelineContext Engine workflowThe commons library referenceFile: helpers.pyFile: agents.pyFile: registry.pyFile: engine.pyModule: utils.pyData ingestion pipelinePipeline stepsIngesting the context libraryExecution and operationEngine roomControl deckProduction safeguards: moderation, sanitization, and policyInput sanitization (prompt injection defense)Two-stage content moderation protocolLimits of automation and the role of policyPolicy-driven solutionOperational realities: latency and stochasticity