v3.4.0
mahimailabs/voicegatewayv3.4.0Sep 28, 2026by github-actions[bot]
Upgrading?
AI Summary
This release focuses on significant performance optimizations for vector search and database traversal, alongside stability fixes for edge-stream handling and SDK error management. It introduces new CLI capabilities, local disk caching, and extensive documentation improvements.
Key Highlights
- Optimized vector search and memory caching to improve performance and reduce load.
- Fixed critical bugs including edge-stream drop handling and stack overflow issues.
- Enhanced CLI with ID-free Cloud commands and global JSON output support.
- Updated SDKs (TypeScript and Python) with improved error handling and datetime precision.
- Added a new 'Learn' tab and documentation restructuring for better user onboarding.
New Features
- Opt-in local disk cache via HELIX_DISK_CACHE_DIR environment variable.
- CLI improvements: ID-free Cloud commands, consistent cliclack output, and global --json flag.
- TypeScript SDK 3.1.0 release with structured transaction errors.
- Python SDK updates for exact datetime rendering and mapping out-of-range millis to QueryError.
- New 'Learn' documentation tab featuring a learning center for search, graph, and memory topics.
Full Release Notes
## What's Changed * Restore production coverage for unique equality batches by @xav-db in https://github.com/HelixDB/helix-db/pull/1119 * Skip unchanged vector-cache hydration by @xav-db in https://github.com/HelixDB/helix-db/pull/1115 * Fix edge-stream drop silently leaving edges undeleted by @xav-db in https://github.com/HelixDB/helix-db/pull/1114 * Fix edge-drop stack overflow and test inventory by @xav-db in https://github.com/HelixDB/helix-db/pull/1120 * fix(db): key DISTINCT on storage value identity, not Debug strings by @nkootstra in https://github.com/HelixDB/helix-db/pull/1110 * Release TypeScript SDK 3.1.0 with structured transaction errors by @matthewsanetra in https://github.com/HelixDB/helix-db/pull/1102 * Stop eligible query pipelines when downstream limits are satisfied by @xav-db in https://github.com/HelixDB/helix-db/pull/1112 * fix(ts-sdk): map out-of-range datetimes to QueryError by @danielgaskins in https://github.com/HelixDB/helix-db/pull/1122 * Fix permanent index cleanup failures and validation diagnostics by @xav-db in https://github.com/HelixDB/helix-db/pull/1078 * fix(planner): keep implementing queued expressions after the time budget expires by @nkootstra in https://github.com/HelixDB/helix-db/pull/1113 * fix(sdks): reject invalid byte values by @danielgaskins in https://github.com/HelixDB/helix-db/pull/1124 * fix(ci,cli): replace withdrawn MinIO images with SeaweedFS by @xav-db in https://github.com/HelixDB/helix-db/pull/1136 * perf(planner,db): answer post-expansion filters from index membership by @xav-db in https://github.com/HelixDB/helix-db/pull/1130 * perf(db): overlap vector row reads and serve the vector memory cache on readers and newer snapshots by @xav-db in https://github.com/HelixDB/helix-db/pull/1131 * perf(db): bounded, sound traversal-scoped vector search with exact scans for mid-size scopes by @xav-db in https://github.com/HelixDB/helix-db/pull/1137 * perf(db): retain the vector build planning cache across backfill steps by @xav-db in https://github.com/HelixDB/helix-db/pull/1132 * feat(server): opt-in local disk cache via HELIX_DISK_CACHE_DIR by @xav-db in https://github.com/HelixDB/helix-db/pull/1133 * test(db): scoped search benchmark harness, recall gate and coverage metadata by @xav-db in https://github.com/HelixDB/helix-db/pull/1138 * docs: restructure navigation, search guides, and CLI reference by @xav-db in https://github.com/HelixDB/helix-db/pull/1129 * docs: add a Learn tab with a learning center for search, graph, and memory topics by @xav-db in https://github.com/HelixDB/helix-db/pull/1139 * fix(python-sdk): convert datetimes to exact milliseconds by @breken-ai in https://github.com/HelixDB/helix-db/pull/1126 * fix(graph-algorithms): count parallel edges once in betweenness paths by @breken-ai in https://github.com/HelixDB/helix-db/pull/1127 * fix(python-sdk): render datetimes exactly and map out-of-range millis to QueryError by @breken-ai in https://github.com/HelixDB/helix-db/pull/1128 * feat(cli): ID-free Cloud commands, consistent cliclack output, and global --json by @xav-db in https://github.com/HelixDB/helix-db/pull/1140 * fix(planner): replace the wall-clock exploration budget with a rule-fire budget by @xav-db in https://github.com/HelixDB/helix-db/pull/1141 * docs: make the README faster to scan by @xav-db in https://github.com/HelixDB/helix-db/pull/1143 * docs: rewrite Learn pages for newcomers by @xav-db in https://github.com/HelixDB/helix-db/pull/1142 * fix(planner): price index membership by what the interpreter reads by @xav-db in https://github.com/HelixDB/helix-db/pull/1145 * fix(planner): retain equality index seeds with residual filters by @xav-db in https://github.com/HelixDB/helix-db/pull/1125 * Release CLI 3.4.0 and Docker v0.0.7 by @xav-db in https://github.com/HelixDB/helix-db/pull/1146 ## New Contributors * @danielgaskins made their first contribution in https://github.com/HelixDB/helix-db/pull/1122 * @breken-ai made their first contribution in https://github.com/HelixDB/helix-db/pull/1126 **Full Changelog**: https://github.com/HelixDB/helix-db/compare/v3.3.0...v3.4.0
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