Design vector storage for RAG and semantic search: pgvector setup, embedding model selection, chunking strategies, HNSW vs IVFFlat index comparison, hybrid search (dense + sparse), and metadata filtering.

Design vector storage for RAG and semantic search: pgvector setup, embedding model selection, chunking strategies, HNSW vs IVFFlat index comparison, hybrid search (dense + sparse), and metadata filtering.

Optimizes document accessibility, readability, and information hierarchy for technical audiences. Trigger: "improve readability", "document UX", "information design".

Optimizes document accessibility, readability, and information hierarchy for technical audiences. Trigger: "improve readability", "document UX", "information design".

Multi-criteria decision framework using weighted scoring matrices, ATAM scenarios, and sensitivity analysis. Trigger: "analyze trade-offs", "compare options", "weighted scoring", "ATAM", "decision matrix".

Multi-criteria decision framework using weighted scoring matrices, ATAM scenarios, and sensitivity analysis. Trigger: "analyze trade-offs", "compare options", "weighted scoring", "ATAM", "decision matrix".

Test pyramid design, automation architecture, E2E testing, contract testing, shift-left practices, and test data management. Trigger: "testing strategy", "test pyramid", "test automation", "E2E testing", "contract testing", "test data".

Test pyramid design, automation architecture, E2E testing, contract testing, shift-left practices, and test data management. Trigger: "testing strategy", "test pyramid", "test automation", "E2E testing", "contract testing", "test data".

Designs comprehensive test strategies including test pyramid, TDD/BDD flows, contract testing, and mutation testing. Trigger: "test strategy", "testing approach", "test pyramid", "what tests do we need".

Designs comprehensive test strategies including test pyramid, TDD/BDD flows, contract testing, and mutation testing. Trigger: "test strategy", "testing approach", "test pyramid", "what tests do we need".

Test coverage gaps, test quality metrics, and testing strategy assessment. Trigger: "analyze test coverage", "test quality", "coverage gaps", "testing strategy".

Test coverage gaps, test quality metrics, and testing strategy assessment. Trigger: "analyze test coverage", "test quality", "coverage gaps", "testing strategy".

Applies progressive disclosure, precise terminology, and evidence attribution to technical documents. Trigger: "write the document", "technical documentation", "progressive disclosure".

Applies progressive disclosure, precise terminology, and evidence attribution to technical documents. Trigger: "write the document", "technical documentation", "progressive disclosure".

Fact-checking technical claims, multidimensional feasibility validation across performance, integration, scalability, security, and team capability. Trigger: "technical feasibility", "feasibility study", "fact check", "can we build", "is it possible".

Fact-checking technical claims, multidimensional feasibility validation across performance, integration, scalability, security, and team capability. Trigger: "technical feasibility", "feasibility study", "fact check", "can we build", "is it possible".

Repository scanning, tech stack identification, architecture signal extraction, and domain mapping. Trigger: analyze repository, scan codebase, map architecture, identify tech stack, discover structure.

Repository scanning, tech stack identification, architecture signal extraction, and domain mapping. Trigger: analyze repository, scan codebase, map architecture, identify tech stack, discover structure.

Technical debt classification, interest estimation, and payoff prioritization. Trigger: "quantify tech debt", "debt inventory", "debt interest", "technical debt".

Technical debt classification, interest estimation, and payoff prioritization. Trigger: "quantify tech debt", "debt inventory", "debt interest", "technical debt".