EverOS Files

One reproducible runner for four long-term-memory benchmarks, plus an LLM-guided multi-round retrieval method. LoCoMo, LongMemEval, EverMemBench, and SubtleMemory now share the same staged ADD → SEARCH → ANSWER → JUDGE workflow, resume model, metrics, and run manifest. The new llm_multiround search method iteratively recalls episode blocks, asks a separately configurable decider to retain core evidence and issue follow-up queries, and returns a bounded final context without a cross-encoder.

Added

• LLM-guided multi-round episode retrieval. POST /api/v2/memory/search accepts method = "llm_multiround" for user memory. Each round independently fuses BM25 and vector candidates for the current sub-queries with RRF, then uses the decider to select core evidence and identify remaining gaps. Existing search response fields are unchanged; decider failures are recorded in structured logs and optional trace dumps.
• Independent decider configuration. The new [decider] section selects the model, endpoint, timeout, request extras, retry policy, and loop tuning. Empty connection fields inherit [llm], preserving single-model setups.
• Unified benchmark harness. One runner and four adapters cover LoCoMo, LongMemEval, EverMemBench, and SubtleMemory with explicit dataset configs, resumable stage artifacts, deterministic run identities, shared IR metrics, decider preflight checks, and trace validation that rejects degraded multi-round runs before reporting scores.
• Cascade snapshot control. POST /api/v1/cascade/quiesce and POST /api/v2/cascade/quiesce drain the Markdown-to-index queue and stop the cascade subsystem until restart. Startup switches can disable all cascade work or only the filesystem watcher for managed read-only workloads.

Changed

• OME attempts are bounded. One strategy attempt now has a 1,800-second default wall-clock timeout and follows the existing retry/dead-letter path on timeout. Environment settings can tune concurrency or disable the timeout.
• SQLite pool saturation fails visibly. Pool size, overflow, checkout timeout, recycle, and pre-ping are explicit settings; exhausted pools now raise after a bounded wait and emit saturation diagnostics instead of waiting indefinitely.
• Extraction LLM transport is configurable. [llm] now exposes request timeout and provider-specific SDK arguments while retaining the previous 60-second default.

Fixed

• Permanent embedding request errors no longer retry. HTTP 400, 401, 403, 404, 413, 414, and 422 responses are classified as rejected input or configuration and leave the retry loop; timeouts, 429 responses, and server errors remain retryable.
• EverMemBench owner mapping no longer changes profile extraction. The adapter uses one stable synthetic owner per topic for both ingestion and search while preserving each real participant's name in message metadata. The production Profile cluster/direct extraction paths are unchanged.

Upgrade

:::bash
pip install --upgrade everos   # or: uv sync

• No storage migration or index rebuild is required. Existing search methods keep their prior behavior unless callers explicitly select llm_multiround.
• Deployments with a healthy OME strategy that legitimately runs for more than 1,800 seconds must raise EVEROS_OME_RUN_TIMEOUT_SECONDS or set it to 0 / off before upgrading.

Full changelog: v1.3.0...v1.3.1