更新日誌

Safer Background Catch-Up, Remote Recovery, and Large Uploads

This hotfix makes large Knowledge Graph catch-up work pace itself correctly on self-hosted and long-running libraries, keeps desktop clients connected to their remote Mem after settings drift during an update, and fixes large backup uploads through the web/remote app.

Self-Hosted Stability, Space Recovery, and Cleaner AI Now

This patch keeps self-hosted and headless servers stable under heavy background work, brings back spaces and memories that could disappear after an update, and makes AI Now easier to follow during longer agent runs with cleaner plugin settings and history cleanup.

Fresher Memory Context, Steadier Background Work, and Safer MCP Connections

This patch tightens the 0.10 native engine around the places users felt most: Working Memory refreshes reliably again, background intelligence respects the off switch and provider cooldowns, Timeline keeps itself fresh on Linux and remote sessions, custom provider URLs stay under your control, and MCP clients connect with clearer identity and fewer setup traps.

Spaces That Delete Reliably, a Steadier Background, and Clearer Memory Origins

This patch makes removing a space actually stick, stops a background analysis from crashing the app on larger graphs, restores the original source and icon on distilled memories, and also makes command-line restores and AI Now's local-provider workflow more reliable.

Clear Access Settings, Safer Restores, and Smoother Remote Use

This patch makes command-line server access settings easier to trust, makes export/import restores more resilient when graph relationship fields overlap with internal import parameters, helps large Data Transfer exports finish without unnecessary temporary disk pressure, reduces repeated AI Now setup work when reopening the tab, and makes headless remote setup easier from the web settings page.

New Spaces Stay Put, Reliable Linux Installs, and Clearer Timeline

This patch fixes the rough edges found after 0.10.9. A Space you just created no longer disappears, Linux .deb and .rpm installs start reliably, Deep Research reads more pages, background flags and insights speak your language, Timeline failures stay visible, Lemonade is a first-class local provider, and quitting or updating checkpoints the graph more reliably.

Big Imports That Finish, and AI That Recovers

Bringing in a large history no longer crashes the app partway through, and self-hosted servers now accept much larger backup uploads before saying a request is too large. When your AI provider has a hiccup, features now retry and recover instead of giving up, and the Skills helper tells you what to do instead of a blank error. And after Mem saves a link or note and replies, you can ask a follow-up right on the card. Nothing to do on your end, just update.

Fewer, Better Memories

This release is about signal over noise. Casual chats and passing agent chatter stop turning into memories, a new review drops throwaway notes before they are saved, and crystals stop piling up as near-duplicates. Your own standing rules now shape what gets captured. Claude Code session capture works on Windows again, self-hosted backups over Docker work end to end, and space-scoped graphs stay in their space. Nothing to do on your end, just update.

Skills, Tray, and Installers Back in Shape

A fast follow-up to 0.10.5. Skills work again: the app detects the AI tools you already have installed and shows each skill's full procedure. On Windows the app comes back from the tray instead of staying hidden, and it no longer gets stuck restarting after an interrupted rebuild. The nmem command line updates alongside the app again, and self-hosted RPM installs start cleanly. Nothing to do on your end, just update.

Steadier on the New Engine

A focused round on the new engine, with a couple of welcome additions. Reminders you ask the assistant for now actually fire and land on your Timeline, background processing stays calm even on a slower AI, the activity calendar shows the right day for your timezone, and switching spaces now filters your Threads too. Rebuilding search also reads clearly now: a finished rebuild restarts the engine to free memory (normal), and rebuilding right after a model change waits out the restart instead of flashing an error. On top of that, the things a few people ran into on 0.10 are sorted: rebuilding on-device search runs to the end, your Pro license and settings stay put, and connecting your own cloud AI provider works start to finish. Nothing to do on your end, just update.

Settling In the New Engine

0.10 moved Mem onto a new native engine. This update smooths the rough edges a few people hit right after that change: hosted embeddings, rebuilding search, the update prompt, and the self-hosted web app on every image. Nothing to do on your end, just update.

A Rebuilt Engine: Faster, Lighter, Everywhere

Nowledge Mem now runs on a new native engine. The app starts faster, uses far less memory, and the macOS download drops from over a gigabyte to about 150 MB (around 350 MB once installed). Everything you saved stays exactly where it is, with nothing to migrate.

Smoother Background Processing

0.9.29 keeps background conversation processing moving after large sync backlogs and makes Library image OCR work with user-configured vision providers.

A Clearer Knowledge Graph Exploration

0.9.28 makes Knowledge Graph search easier to read and turns graph exploration into a clearer path: start from the subject, understand the evidence, then keep thinking with the graph assistant.

Library Tags, Clearer Setup, and Better Ollama Support

This patch fixes Library tag selection, makes first-run AI setup clearer, and improves Background Intelligence reliability with local Ollama models.

Quieter Timeline and Background Memory Fixes

This release makes background work quieter, keeps synced conversations moving, and fixes a case where distillation could run without saving Memories.

Small Reliability Fixes

A small patch for AI Now, Windows, and the browser extension.

Library Wiki Topic Pages

This release improves how Library Wiki topics are written, so generated topic pages read like grounded notes about your work instead of graph-processing reports.

Memory Health Catch-Up and Kimi Work

This release helps larger memory libraries stay healthy as they grow, adds Kimi Work support, and tightens the identity and provider paths used by advanced agents.

Maintenance Previews and Setup Fixes

Cleaner Wiki Topics and More Resilient Background Work

This release makes Library Wiki topics more selective, keeps slow topic-summary calls from failing the whole refresh, and smooths several daily app flows.

AI Now Skills, Safer Exports, and Clearer Reviews

This release tightens the places where Mem connects daily work to long-term knowledge: creating skills from AI Now, backing up large servers, reviewing background work, and resolving Feed conflicts.

Recoverable Background Tasks and Safer Skill Workflows

Safer Memory Maintenance and Cleaner Wiki Topics

Better Memory Health and Search Gates

Safer Upgrades and Clearer Background Sync

Better Wiki Summaries and Maintenance Reviews

Clearer Memory Maintenance

Safer Background Work and Credit Accounting

Cleaner Topics, Safer Rules, and Sharper Search

More Targeted Search and Faster Live Thread Capture

Safer Backfills, Bulk Distillation, and Whole-Graph Export

0.9.10 makes large libraries easier to maintain: exports cover the whole graph, imported thread backlogs are planned in small safe waves, and background graph work pauses cleanly instead of timing out as a failure.

Smarter Thread Reading, Clearer Background AI, and Memory Links

0.9.9 makes long-thread analysis more careful with what it reads, makes Processing history clearer when credits, quota, or provider credentials need attention, makes Thread search less likely to surface unrelated conversations, and makes user-created Memory Links visible in the graph overview.

Faster Search, Clearer Background AI, and AI Now Minimap

0.9.8 keeps Mem responsive when managed AI or remote embeddings stumble, makes background task spending follow your Processing settings, reduces idle memory after heavy runs, and adds a minimap for long AI Now conversations.

Startup, Background AI, and Search Hotfixes

0.9.7 is a hotfix for the 0.9.6 line. It fixes macOS startup hangs caused by damaged bundled Python runtimes, prevents valid ChatGPT Subscription GPT-5 models from being treated as tiny-context models, makes Memory Search steadier on specific questions, and removes a few sharp edges in Skills, Feed Timeline, and link-based skill imports.

Skill Imports and AI History Imports

0.9.6 makes it easier to bring more of your AI work into Mem. You can import multi-file skills from links or local folders, bring in Cursor Agent and Gemini/AI Mode history, and get a steadier AI Now, Background AI, provider, and Memory Search experience.

Safer Background AI and Large Imports

0.9.5 tightens the reliability work behind 0.9: background AI usage is easier to understand, cost limits are harder to overrun, Memory search is more willing to stay quiet when evidence is missing, and large imports are safer on smaller machines.

Search, Skills, and Import Reliability

0.9.4 tightens the 0.9 release line: Memory search is now measured with a real recall-and-precision harness, imported skills keep their supporting files and tests, slow embedding paths no longer stall normal search, and several connector/import issues are fixed.

Background Work, Rules, and Connector Backfill

0.9.3 is a reliability patch for the 0.9 release line. Manual Background Intelligence runs no longer wait behind quiet maintenance work, Rules Review is more honest about generated drafts, coding-agent connectors gain preview-first history backfill, and local/self-hosted model setups are easier to tune.

Thread Import and Pi Thread Sync Hotfix

0.9.2 is a hotfix for conversation history workflows after 0.9.1. It fixes large thread imports, Search Refresh on upgraded conversation stores, remote Feed actions, and Pi thread sync.

Background Tasks and Plus Login Hotfix

0.9.1 fixes two release-day rough edges from the 0.9 launch: Background Task Manager visibility and Mem Plus account sign-in. Settings now has a clearer view of recent background work, and Plus users get a more reliable path back into their account when a sign-in link or local session is no longer valid.

Nowledge Link, Mem Plus, Skills, and Context

0.9.0 is about three things: making Mem easier to run anywhere, teaching your AI how you work, and giving long-running agents stable identities and always-on rules. Nowledge Mem Plus adds included Nowledge AI credit and Nowledge Link, giving subscribers managed AI and a stable remote-access link while Mem data stays local. Skills turn repeated workflows into reusable procedures, while Context, AI Profiles, and Rules help each connected agent start with the right role and behavior before retrieval begins.

Search Rebuild and AI Now Hotfix

0.8.8 makes full search rebuilds safer for users who changed embedding models or use OpenAI-compatible providers with smaller batch limits. It also fixes AI Now startup with strict Gemini/Google-compatible providers.

Search Refresh Hotfix

0.8.7 fixes a Search Refresh issue that could leave some upgraded users waiting at the final repair step when they had large Library documents. Conversation-search migration now stays lightweight and finishes without reparsing Library files.

Knowledge Tree, Nowledge Mem FS, and Safer Search Refresh

0.8.6 introduces the preview of Knowledge Tree and Nowledge FS, and makes the 0.8.4 conversation-storage upgrade safer. Search Refresh now avoids unnecessary embedding rebuilds when only conversation search needs migration, recovers cleanly from interrupted 0.8.4/0.8.5 refreshes, and stays quiet on fresh installs with no content yet.

Search Refresh Hotfix

0.8.5 focuses on upgrade safety after 0.8.4. Search Refresh is less likely to run out of graph memory, completed refreshes no longer look failed when old conversation-storage cleanup has to wait, and stale refresh prompts from 0.8.4 are cleared when Mem can verify the rebuild already finished.

Docker Preview and Leaner Conversation Storage

0.8.4 is mostly a refactor and reliability release. Mem moves thread messages out of Knowledge Graph storage and onto a lighter Content Store path, introduces the official Docker deployment preview with web-triggered operator-sidecar updates, and fixes a long list of Linux headless and remote-access edge cases.

Plugin Refactor and DeepSeek V4

0.8.3 tightens the coding-agent plugin layer and adds DeepSeek V4 support. Plugin capture now follows one clearer contract across major hosts, Codex can save real sessions, Claude Code and Cursor keep repeated captures on the same thread, and DeepSeek V4 works as a first-class model choice with safer tool-loop handling.

Intel Mac Search Index Hotfix

0.8.2 is only for Intel macOS desktop builds. It fixes a search-index startup and rebuild failure caused by the older Intel-compatible LanceDB package. Apple Silicon macOS, Windows, Linux, mobile, CLI, and server packages stay on 0.8.1.

ChatGPT MCP, Web AI Now, and Remote Fixes

0.8.1 focuses on remote-first work: ChatGPT Web and desktop can connect to Mem over Access Anywhere with OAuth, AI Now sessions live on the Mem server for desktop, web, and mobile clients, browser folder import works in Library, and several Access Anywhere, updater, Feed, and CLI edge cases are fixed.

Mem Becomes Your LLM Wiki

0.8.0 brings the LLM Wiki pattern fully inside Mem. Topic, entity, and crystal pages read like real wiki entries; `[[Entity Name]]` wikilinks are clickable everywhere; Study with AI turns a source into saved memories or crystals you decide to keep; Wiki Export ships your knowledge as portable markdown. Investigate carries any wiki page into the Knowledge Graph with Graph Intelligence already aimed at the right cluster. This release also adds scanned-PDF reading and closes reliability gaps in Spaces, Memories, AI Now recall, search rebuilds, provider routing, and Windows startup.

Lower Rebuild RAM and Safer Linux Updates

0.7.10 focuses on the heavy maintenance paths. Search rebuild uses less memory, update downloads are faster, and Linux installs recover more clearly when the runtime, graphics stack, or CPU is the real blocker.

AI Now Runs Smoother, Search Rebuilds Stay Stable

0.7.9 removes friction from two heavy paths: long AI Now research runs and large search rebuilds. Research stays readable and responsive, rebuilds are less likely to spike RAM or lose their place on smaller machines, and the browser extension also adds Coze and Yuanbao capture.

A Better Graph Overview, Cleaner Labels, and Easier Copilot Setup

0.7.8 makes the Graph easier to navigate. You now open into a calm overview of your whole knowledge, uploaded documents are called Artifacts throughout the graph, and Copilot CLI becomes a proper built-in integration.

Library Search Reaches More Places

0.7.7 brings Library search to more AI surfaces and tightens a broad set of reliability issues. AI Now, Feed, Graph Intelligence, and `nmem` can all reach into your documents, while search recovery, updater behavior, and provider diagnostics all get less fragile.

Search Recovery and IME Input Hotfix

0.7.6 fixes two problems that show up fast in real use: search rebuild recovery on upgraded indexes, and accidental message sends while typing with CJK IME input.

Bulk Space Cleanup and Export Reliability

0.7.5 makes large space cleanups more practical. You can move or clean up Memories and Threads in bulk, export is steadier on busy setups, and OpenAI-compatible providers plus localhost browser-extension access both behave more predictably.

Search, Thread Sync, and Remote Clients Feel More Trustworthy

0.7.4 is a reliability release. Search explanations stay more honest, thread sync causes less UI drag, and desktop, web, remote, and mobile clients stay closer to the same state.

Follow-up Hotfix

Spaces: Timeline & Feed Hotfix

0.7.2 fixes a regression from Spaces where Timeline and the AI Feed could use the wrong lane or show empty previews. Your feed and timeline again follow the active space consistently with the rest of Mem.

Introducing Spaces

0.7.0 introduces Spaces, the first real way to separate projects, purposes, and agent tendencies inside Mem without forcing everything into one shared pool. The same release also brings a broad performance pass, so larger knowledge bases feel faster.

Graph Reasoning, Simpler Remote Setup, and Better Recovery

0.6.19 turns the graph into a place to work, not just look. The new Reason panel lets an AI agent explore your graph step by step on canvas, while remote setup, Linux headless deployment, Windows updates, and CLI text handling all get sturdier.

A Faster Graph, Vision in AI Now, and Plugin Fixes

0.6.18 makes the graph much easier to explore, lets AI Now accept pasted images, and cleans up reliability across Alma, OpenClaw, Hermes, Codex, and remote settings sync.

Hermes Abstraction, Safer Upsert, and Better Codex Setup

0.6.17 is mainly reliability work. Hermes gets a cleaner memory-plugin path, Codex installs behave better, and upsert-by-ID is safer across CLI and integration workflows.

OpenCode Support and Lower RAM Pressure

0.6.16 adds the OpenCode plugin and the new Exchange browser extension release, while cutting idle RAM use and making search and database memory behavior much steadier.

Remote Embeddings and a Friendlier CLI

0.6.15 expands remote-first workflows. Search indexing can use remote embedding providers, the CLI becomes easier to automate, and AI Now, graph, search, and background jobs all get a broad stability pass.

Remote Embeddings, Agent-Friendly CLI & Reliability Upgrade

This release expands remote-first workflows and tightens stability across AI Now, graph, search, and background processing. You can now run search indexing with remote embedding providers (Pro), use a much more automation-friendly `nmem` CLI, and rely on calmer AI Now sessions with stronger retrieval and rendering behavior.

Auto-Learn and a Better Context Picker

0.6.13 makes Mem quicker to use day to day. Library items can learn automatically after indexing, you can pull existing memories, sources, or threads into a prompt more directly, and Claude Desktop reconnects with less friction.

Crash-Loop Recovery, VPN Connectivity & Mobile Fixes

Fixes crash-loop recovery, improves remote connectivity for Tailscale and VPN users, and resolves Android mobile app installation issues.

iPhone Remote Access and Smarter Remote AI

0.6.11 brings iPhone access to a remote Mem server, lets AI Now use the provider already configured on that server, and fixes a wide set of reliability issues across CLI auth, MCP transport, and provider behavior.

Windows In-App Updates and Better Remote Access

0.6.10 brings Windows in-app updates to parity with macOS and tightens remote access across web and CLI flows. It also fixes the rough edges around mobile-browser remote access.