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docs: fix drift in What's New #243

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11 changes: 10 additions & 1 deletion src/content/docs/docs/whats-new.md
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The latest releases — **AutoMem server 0.16.0** and **mcp-automem 0.15.0** (June 2026) — focus on recall correctness, batch operations, two new install paths, and data-driven tuning. This page summarizes the highlights; each item links to the page that documents it in full.
The latest releases — **AutoMem server 0.16.1** and **mcp-automem 0.15.0** (June–July 2026) — focus on recall correctness, batch operations, two new install paths, and data-driven tuning. This page summarizes the highlights; each item links to the page that documents it in full.

For the complete commit-level history, see the [Changelog](/docs/development/changelog/) and the release notes on [automem](https://github.com/verygoodplugins/automem/releases) and [mcp-automem](https://github.com/verygoodplugins/mcp-automem/releases).

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A new contributor/maintainer harness tunes recall scoring against a **clone of real data** instead of guesswork — generate a test set with known answers, then measure Recall@K / MRR / NDCG with a statistical comparison to tell a real improvement from noise. It is not required to run AutoMem. See [Hybrid Search](/docs/core-concepts/hybrid-search/) and [Research & Motivation](/docs/research/).

## AutoMem server 0.16.1 (patch)

A stability follow-up to the 0.16.0 ranking overhaul:

- **Confirmed graph writes** — memory-graph writes now require confirmation rather than assuming success.
- **Placeholder-fallback rejection** — the API rejects problematic placeholder values instead of silently accepting them.
- **Vector candidate fetching optimized** and context-tag candidate retrieval widened, with metadata sidecar budgets preserved. See [Recall Tuning](/docs/core-concepts/recall-tuning/).
- **`MetaPattern` artifacts excluded from drift accounting** — consolidation summaries no longer trigger false positives in `/admin/sync` drift checks. See [Recall Tuning](/docs/core-concepts/recall-tuning/#internal-artifact-types).

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## mcp-automem 0.15.0
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