Overview of Biligent Governance Spec Section 6: User Decision Rules Human-in-the-Loop 18 min readBiligent User Decision & Interaction Governance: Behavioral Invariants, Routing Cascades & Placement Logic (DP-06)How humans and autonomous agents co-create knowledge: 25 comprehensive User Decision Rules (UR-01 ~ UR-25) governing semantic feedback, structural edits, non-questionnaire interfaces, bat..
Bilient Data Agent Platform 구축기 #7 "AI 비용이 예측 범위를 벗어난다면?"비용 통제와 서비스 연속성을 확보하는 운영 안전장치Data Agent를 실제 업무 환경에 적용할 때는 모델 성능만큼이나 비용 통제와 서비스 연속성(Service Continuity)이 중요합니다. 본 편에서는 호출 비용의 상한을 제어하는 Circuit Breaker와 외부 모델 장애에 대응하는 Fallback Architecture를 중심으로 운영 안정화 방안을 살펴봅니다.생성형 AI 기반 시스템을 운영 환경에 배치하면, 개발 단계에서는 드러나지 않던 두 가지 운영 리스크가 빠르게 부각됩니다."자동화된 AI 호출이 예상보다 장시간 지속되면서 API 사용량과 비용이 급증하는 사례가 발생할 수 있다."LLM..
Overview of BiligentProtocol Spec Section 5: Contracts Inter-Agent Protocols 12 min readBiligent Multi-Agent Contracts: Interaction Envelopes, Collaboration Flows & Permission Matrix (DP-05)How autonomous specialist agents coordinate in harmony: Standardized contract envelopes, asynchronous event pairs, resilient single-query orchestration, and strict RBAC permission matrices.🐾 The Kalahari Sen..
Overview of BiligentArchitecture Spec Section 4: Module Structure Multi-Agent Systems 15 min readBiligent System Architecture: Two-Layer Multi-Agent & Package Foundation Design A comprehensive deep-dive into the architectural blueprint of the Biligent engine—featuring clean decoupling between autonomous runtime agents and deterministic, reusable package layers.🦉 The Sentinel & The Specialists: ..
Overview of Biligent3. RequirementsFor each requirement, specify the responsible module(s) and round(s). In the round field, state which part of the requirement is implemented in each round.Each round's completion condition requires at least one acceptance test for every requirement assigned to that round (§9-4).3-1. ObjectivesIDRequirementAcceptance ModuleRoundRQ-001The user can extract desired..
Overview of Biligent2. TerminologyTermDefinitionBehavioral Definition LocationDomainA workbench unit (one domain DB) that isolates source data and its learning results from other domains.§4-5 domain_lifecycle · §7 storeConnectivity graphA representation of data structure through connections between nodes (multi-layer structures and cross-table connections).§4-5 connectivity · §7 connectivityNode..
Overview of Biligent1. Purpose and Scope1-1. PurposeDevelop a new multi-domain, multi-user data interpretation platform for arbitrary systems for which only data is provided without explanatory documentation. Multiple agents collaborate to analyze the data structure, learn its meaning through interaction and feedback with users, and provide accurate answers to user questions together with suppor..
Development Planning Document for a Data Agent PlatformA structured development framework for a multi-agent data interpretation platformOverviewDevelopment Planning Document for a Data Agent Platform is more than a simple functional requirements document. It is a comprehensive development standard for implementing a multi-agent data interpretation platform through 13 incremental development roun..
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