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Summary
Optimize Redis caching for frequently used prompts, schema contexts, and tenant configurations to reduce LLM latency.
Acceptance Criteria
- [ ] Schema context cache with TTL
- [ ] Prompt ...
module:backend
priority:p2
type:perf
Summary
Enable dynamic forms generated by AI to submit data back to the backend, triggering CRUD operations or workflow actions.
Acceptance Criteria
- [ ] Form submission API endpoint
- [ ] Validation ...
good first issue
module:backend
module:dsl
priority:p2
type:feature
Summary
Enhance the data_table DSL component with interactive features: column sorting, filtering, search, and server-side
pagination.
Acceptance Criteria
- [ ] Column sorting (click header to sort ...
good first issue
module:dsl
module:frontend
priority:p1
type:feature
Summary
Implement persistent conversation memory so the AI retains context across sessions. Currently session history is
ephemeral.
Acceptance Criteria
- [ ] Long-term memory store per user per tenant ...
module:chat
priority:p1
type:feature
Summary
Enable ingestion of unstructured data sources beyond CSVs and structured schemas: PDFs, emails, web pages, and office
documents.
Acceptance Criteria
- [ ] PDF parser with text and table extraction ...
module:chat
module:schema
priority:p1
type:feature
Summary
Enable Synaptiq to connect to external MCP servers (databases, APIs, SaaS tools) as data sources, expanding the AI
reasoning context beyond the local catalog.
Acceptance Criteria
- [ ] MCP ...
module:backend
module:chat
priority:p1
type:feature
Summary
Implement Model Context Protocol (MCP) server so external AI agents can invoke Synaptiq capabilities as tools (catalog
queries, schema lookups, workflow execution).
Acceptance Criteria
- [ ...
module:backend
module:chat
priority:p0
type:feature
Summary
Implement a full RAG (Retrieval-Augmented Generation) pipeline that allows tenants to upload documents (PDF, DOCX, TXT,
Markdown) and have the AI chat engine retrieve relevant context from them ...
module:chat
module:schema
priority:p0
type:feature
GitHub Username
fanyang-real
Organization you are requesting membership in
kubernetes-sigs
Requirements
- [x] I have reviewed the community membership guidelines
- [x] I have enabled 2FA on my ...

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