GenAI Solutions Architecture

Build an automated ADR (Architecture Decision Record) system that captures, validates, and enforces GenAI-specific technology decisions across model selection, hosting strategy, and RAG-vs-fine-tuning trade-offs.

Build typed Pydantic models for Architecture Decision Records including decision categories, status lifecycle, and FastAPI endpoints for creating and querying ADRs.

Build DecisionOption models with multi-criteria scoring, a WeightedCriteriaMatrix for normalization and ranking, and utility functions for generating comparison reports and validating evidence.

Implement an in-memory ADR repository with save, find, and atomic supersede operations, plus a versioning system that builds supersede chains, finds the current active version, and returns the full decision history timeline.

Build a framework that extracts testable assumptions from ADRs and validates them against production metrics.

Build a staleness detection system that deterministically validates ADR assumptions against observed metrics, tracks consecutive failures per assumption, scores staleness, and raises severity-ranked drift alerts when decisions go stale.

Build a decision effectiveness scorecard that deterministically checks measured outcomes against their targets, aggregates pass rates into category-level statistics, and computes a weighted effectiveness score with a letter grade.

Build a system that tracks the outcomes of architecture decisions over time, labeling them as successful or failed based on measured criteria.

Build a recommendation engine that uses deterministic word-overlap (Jaccard) similarity to suggest relevant past Architecture Decision Records when making new decisions.

Build a system that monitors technology updates and proactively suggests which existing Architecture Decision Records may need review based on rule-based impact analysis.

Build a coverage analysis system that identifies services without required ADRs and generates gap reports.

Build a review workflow system with approval gates, reviewer validation, and category-specific expiry tracking for Architecture Decision Records.

Build a compliance reporting system that aggregates ADR data, coverage, reviews, and staleness into a weighted compliance score with executive summaries and detailed breakdowns.