RagLeap
ragleap-core Β· release notes

ragleap-core v0.4.0

πŸ”Œ Data Connectors β€” Phase A complete (8/8)

All 8 planned connectors now shipped: Notion, Airtable, Razorpay, WooCommerce, Snowflake, BigQuery, Gmail (OAuth2), plus the earlier Slack connector. Closes Discussion #27/#169.

πŸ€– AI Employees: 9 β†’ 46 roles

27 new vertical-specific roles added across two batches β€” healthcare, legal, insurance, tax, immigration, veterinary, real estate, logistics, and more. Regulated-domain roles (SENSITIVE_DOMAIN_ROLES) are now genuinely enforced at the autonomy layer, not just documented β€” those roles can never silently run unrestricted full-autonomy actions.

🧠 Memory & Learning

  • Fixed a real gap: semantic memory search is now role-scoped β€” previously any role could surface any other role's stored memories, including sensitive-domain ones.
  • Per-vertical compliance memory seeds (HIPAA, attorney-client privilege, coverage-determination limits, etc.) auto-load on every deployment.
  • 3 more real production signals now feed the learning system: owner approve/reject decisions, chat feedback outcomes, integration sync results.

βš™οΈ Reliability

  • Fixed a real truncation bug where Gemini's internal reasoning tokens could silently consume the entire output budget, cutting answers off mid-word.
  • Automatic multi-provider fallback chain (Gemini β†’ Groq β†’ Ollama, or any BYOK provider), verified via live fault injection.
  • Embedding calls now retry with backoff on transient errors.

βœ… Testing

New eval/guardrail harness (evals/) added for regression-testing AI Employee behavior against sensitive-domain safety requirements.

πŸ—„οΈ ragleap-graph β†’ v0.7.0

New schema migration framework. Two real concurrency race conditions found and fixed under live stress testing, each verified with a dedicated live concurrency test.

🧩 ragleap-vectorstores (new package, v0.2.1)

Launched this cycle. 8 backends supported: pgvector, FAISS, Weaviate, Qdrant, Milvus, Chroma, LanceDB, Redis (RediSearch/Redis Stack), and Upstash (managed serverless).

πŸ—οΈ ragleap-app-chart (new package, v0.1.0)

Generic, reusable Helm/k8s deployment chart, verified via a real live cluster deploy.

πŸ“Š ragleap-observability (new package)

Prometheus + postgres_exporter integration shipped.

☸️ ragleap-ops β†’ v0.3.0

Major security hardening: dedicated namespace with PodSecurityStandards, zero-permission ServiceAccounts, NetworkPolicies restricting db/neo4j ingress, verified SecurityContext hardening, optional Ingress + TLS via cert-manager, multi-environment values overlays, backup/DR for Postgres and Neo4j with the Neo4j restore path verified end-to-end.

β˜• Java Port (early access, in progress)

9 ragleap-rag modules ported to Java with 87 passing tests and a dedicated CI job: chunker, embedding cache, sanitization, observability, guardrails, cost tracking, evaluation scoring, structured-output validation. Connection pooling is in active development β€” not yet complete.

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Release notes mirrored from GitHub Releases.