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eLLMsha v2026.10.11 Patch 5 — Better recall, code graph on demand
Better recall, clearer evidence
- Scoped memory retrieval: project/global boundaries, project aliases, exact IDs, dated latest-task evidence, and explicit pagination/completeness.
- Code graph on demand: agents can inspect, allocate and release graph runtimes; persistent indexes survive release and reload.
- Honest tool results: preserve partial-failure warnings and source caveats, propagate MCP errors, and reject malformed tool arguments.
- Current architecture guidance: inspect the repository/code graph for current implementation facts; use memory for historical decisions.
Fixes
Context searches now use trusted project scope, invalid aliases are filtered, and retrieval health metadata reaches explicit search/context callers. Chat-history requests route to scoped history tools.
Download & install
Download eLLMsha-2026.10.11-patch.5-mac-arm64.dmg below and replace eLLMsha in Applications. Existing chats, memory and account connections use the persistent eLLMsha Desktop profile.
For macOS Apple Silicon. Ad-hoc signed; not Developer ID signed or notarized. Windows/Linux binaries are not included.
Verification boundaries
Bounded checks covered scoped retrieval, complete pagination, chat-history isolation, graph lifecycle/persistence and fresh GPT/Qwen recall. Both models recovered the main latest-task fact; Qwen still omitted caveats and made a factual-detail error. Model quality and latency remain different. Current-architecture tool use is guidance, not a mandatory tool-call gate. Full memory reindexing is not an agent tool in this release. Claude inference remains unverified.
Component patches: AionUI 5 · AionCore 5 · AionRS 2 · TencentDB Agent Memory 3. Patch 4 was an intermediate local build, included here.
Full changelog · Verification ledger
The version date follows the release date in Europe/Kiev. Original root material is AGPLv3 with a separate commercial licensing option; upstream licenses remain in force.
DMG SHA-256
504c16416309b0a512366fa8f4be933058de487d11adac36a06e6fc58df37ccf