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Design Documents

This directory contains design documents and proposals that describe the architecture, rationale, and implementation plans behind key SDK features.

Architecture & Vision

Document Description
design.md Original SDK architecture and design rationale
prd_unified_analytics_interface.md PRD for unified analytics interface

Evaluation

Document Description
hatteras_evaluation.md Hatteras-style categorical evaluation design

Context & Ontology

Document Description
context_graph_v2_design.md Property Graph V2 design
context_graph_v3_design.md Property Graph V3 with GQL and world-change detection
ontology_graph_v4_design.md YAML-driven ontology extraction and materialization
ontology_graph_v5_design.md V5: TTL import, mixed extraction, temporal lineage
learning_ontology_and_context_graph.md Learning guide for ontology and context graph
implementation_plan_concept_index_runtime.md Phased implementation plan for concept index + runtime entity resolution (issue #58)

Ontology Reference

Document Description
ontology/ontology.md Ontology core design — logical ontology spec
ontology/binding.md Binding design — attaching ontology to physical tables
ontology/compilation.md Compilation — resolving ontology + binding into backend DDL
ontology/cli.md CLI design for the gm tool (validate, compile, import-owl)
ontology/owl-import.md OWL import — converting OWL ontologies to YAML format
ontology/ontology-build.md bq-agent-sdk ontology-build orchestrator + --skip-property-graph reference

Deployment Surfaces

Document Description
proposal_bigquery_agent_cli.md CLI proposal and command design
python_udf_support_design.md BigQuery Python UDF architecture
remote_function_rationale.md Cloud Run remote function rationale
implementation_plan_remote_function.md Remote function implementation plan