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…c models - Replace 3s polling with SSE endpoint (/api/dashboard/stream) for real-time queue progress at 300ms intervals - Switch from JSONB embeddings to pgvector for cosine similarity search in SQL - Use Mastra model router with provider/model format (e.g. bedrock/model-name) instead of AWS-specific runtime detection - Update all deps to latest (Mastra 1.x, ai SDK 6.x, zod 4.x) - Remove separate embedding Docker service from compose.yaml - Extract hooks (useChat, useDashboard), components (ItemCard, ChatMessage), types, and formatting utils from page.tsx for readability - Refactor chat route into focused functions (parseChatRequest, handleStreamingRequest, handleNonStreamingRequest) - Consolidate duplicate runChatJson/runChatText into shared runChat() - Extract fallback seed data to seed-data.ts - Fix Mastra 1.x breaking changes (Agent id, tool execute signature, PostgresStore id, telemetry removal, v3 model spec) Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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…e dedup - Add MOCK_AGENT and LLM_MODEL to worker in compose.dev.yaml (was crashing) - Add MOCK_AGENT to worker in compose.yaml for clarity - Align Redis version to 6.2 in both compose files - Import ChatStreamEvent from shared types instead of duplicating - Remove unnecessary useMemo wrappers in page.tsx - Remove dead code: runChatText, answerQuestionWithContext - Remove unused _query param from searchItemsByEmbedding Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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… OPENAI_API_KEY - Add doc comments to chat route, hooks, agent, mastra index, and key ai.ts functions (parseJsonFromText, deterministicEmbedding, thinking splitter) - Move tsx from devDependencies to dependencies (worker needs it at runtime) - Add EMBEDDING_MODEL to compose.dev.yaml for dev/prod parity - Remove unused OPENAI_API_KEY from both compose files - Deduplicate SQL filter logic: extract shared applyFilters() used by both getItemsByType and searchItemsByEmbedding - Share QUEUE_NAME constant between queue.ts and worker.ts Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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- Add Prerequisites section (Defang CLI, BYOC, Docker) - Add proper Deployment section with Playground + BYOC subsections - Add NOTE/WARNING callouts matching other samples - Add LLM_MODEL/EMBEDDING_MODEL format examples (provider/model) - Remove non-standard Features section (moved to description) - Remove inline PostgreSQL TLS documentation Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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Summary
mastra-nextjs-postgres-redissample in the samples catalogVerification
npm run builddocker compose -f compose.dev.yaml up --build -d/api/health,/api/jobs/sync,/api/jobs, and/api/chatNotes
MOCK_AGENT=truefor fully functional compose-based verification without external model credentialschatmodel service viax-defang-llmSamples Checklist
✅ All good!