* feat(docker): add container deployment and multi-platform release workflow
* fix(llm): initialize providers on model access and preserve runtime injection
* test(llm): keep rejected model updates independent of credentials
#524 reports that persisted chunks survive a chunker change and are never
re-chunked. Maintainers closed#528 with the position that automatic
invalidation stays out of scope and the recovery path is to clear derived
state and let the watchers rescan, but that path was only described in the
issue thread. The operations guide already warned that reindex does not
rechunk; add the missing half: reindex reuses stored chunks as-is, so a
chunker change requires the re-chunk recovery instead.
* refactor(plugins): move BaseAgenticAnswerStep into lme/beam plugins
Move the shared benchmark answer base class from the core
reme.steps.benchmark package into each plugin's own src tree
(reme_lme.base_agentic_answer / reme_beam.base_agentic_answer) with
absolute imports, drop the core benchmark steps package, and update
plugin READMEs accordingly.
* refactor(plugins): simplify benchmark answer steps
* docs(plugins): clarify benchmark answer step migration
---------
Co-authored-by: jinli.yl <jinli.yl@alibaba-inc.com>
* docs: show ReMe ecosystem on homepage
* fix(docs): prevent hero title from overlapping ecosystem column
At 1366x768 the English headline used white-space: pre inside a
left column squeezed to ~538px by the 650px right column, so it
overflowed onto the ecosystem map (review comment on #568).
- use white-space: pre-wrap so the headline wraps within its column
- stack the hero to a single column below 1680px (benchmark/traffic
sections keep their original 1320px breakpoint)
- pin the ecosystem column to 650px and cap the headline at 76px so
the two-line headline fits beside it at 1681px and wider
Co-Authored-By: Claude Code <noreply@anthropic.com>
---------
Co-authored-by: Claude Code <noreply@anthropic.com>
* feat(service): bind network services to all interfaces
* fix(service): keep network listeners local by default
* fix(service): make remote access explicit
* feat(plugins): auto-tag generated reports
* fix(logging): forward host records on Python 3.13
* refactor(tags): decouple auto tagging from index updates
* fix(tags): bind auto tagging to configured index
* fix(tags): preserve standalone default index
* fix(tags): make auto tagging best effort
* refractor(proactive): upgrade proactive feature with disentangled job and steps
* refactor(proactive): apply audit fixes
- rename read-side job 'proactive' -> 'proactive_read' (less confusing vs the refresh pipeline)
- drop dedicated agent_wrapper.proactive; extraction reuses the default wrapper
- simplify schema: remove unused ProactiveExtractOutput/TopicUpdate, drop resource_paths
- extract no longer scans resource/ directly (daily notes already carry resource content)
- update tests and docs accordingly
* feat(proactive): strict extract-output gate and prompt total budget
- parse_extract_reply now requires a contract section (follow_ups/extends/updates
as a list); non-empty replies with misspelled section names trigger the
existing one-shot retry instead of silently checkpointing changed files
- pack_paths gains max_total_chars; extract packs newest daily material first,
keeps the first file on overflow, and records omitted files in a trailer
(default budget 300000 chars, configurable via max_total_chars)
- tests: schema gate unit, schema-error retry e2e, budget unit + e2e
* feat(proactive): add scenario-card plan step and generative agenda step
* feat(proactive): digest-personal profile personalization and leaner LLM contract
- extract/plan/agenda now draw a user profile block from <digest_dir>/personal/*.md
(frontmatter description + body excerpt, per-file budget, profile.md fallback)
- all daily access honours the configured daily_dir (prompt paths parameterized,
config-driven fallbacks) so workspaces using e.g. memory/ work unchanged
- schema trim: drop dead fields errors/material_paths, carry_forward_all -> count
- shrink LLM output contract: new topics emit title/reason/confidence/paths only;
keywords removed end-to-end, evidence derived from paths[0] (updates keep it)
* fix(proactive): skip checkpoint when extract reply stays unusable after retry
Two consecutive unparseable replies now short-circuit the round without
checkpointing, so the same material is retried next round instead of being
silently consumed (closes the residual audit #1 gap: the structural gate
detected schema-wrong output but a double failure still checkpointed).
* fix(proactive): replace running bool with reference-counted job activity tracker for the idle gate
* refactor(proactive): remove job activity tracking and idle gate, restore job tree to upstream
* fix(proactive): address second audit round (readonly reader, mtime checkpoint, wider fallbacks, profile containment, horizon content, expiry boundary)
* refactor(dream): strip interests.yaml ownership from dream, proactive is now the sole writer
* refactor(dream): separate proactive topic generation
* ci: update renamed auto dream smoke test
* fix(proactive): complete refresh migration and docs
---------
Co-authored-by: jinli.yl <jinli.yl@alibaba-inc.com>
* Add optional tag generation and normalization to auto memory
* Add tag index components and clean up temporary JSONL files
* Preserve tag index state when reconciliation fails
* Refactor and streamline application implementation
* Fix pylint C1803 warnings in tag normalization tests
* Document optional tag index configuration
* Make tag index failures non-blocking and disable auto-memory tags
* fix(tag-index): fail closed and support reindexing
* fix(tag-index): preserve complete query expressions
---------
Co-authored-by: jinli.yl <jinli.yl@alibaba-inc.com>
* chore(release): prepare ReMe 0.4.1.9
* refactor(config): remove daily_cookbook and streamline plugin configs
- Delete the entire daily_cookbook.yaml standalone application config
- Remove qwenpaw dependencies verification and related CI workflow steps
- Simplify release workflows by removing qwenpaw verification and enforcing reme-ai >=0.4.1.9
- Update plugin start commands and examples to use 'default' or 'demo' configs instead of daily_cookbook
- Adjust imports and tests related to daily_cookbook removal and injected_job_kwargs enhancements
- Refactor agent wrapper to support injected_job_kwargs for job parameter injection in auto-fin and daily-paper
- Improve daily_paper digest prompt to include configured daily directory and correct historical search constraints
- Update dependency versions in pyproject.toml files to require reme-ai >=0.4.1.9 and remove qwenpaw optional dependencies
- Clean up unused environment variables and obsolete test cases related to daily_cookbook and verification steps
* fix(local_embedding_store): retry batch computation on vector space changes
- Add up to 3 attempts to recompute embedding batch if vector space changes during processing
- Log warnings when maximum retries reached and discard stale results
- Prevent caching results from outdated vector spaces to maintain consistency
- Add tests to verify retry behavior and abort after continuous vector space churn
fix(daily_paper): update digest search logic and tests
- Change search to query existing memory, not only previous articles in daily_dir
- Allow multiple searches outside daily_dir but limit links to dated markdown in daily_dir before today
- Update test assertions to reflect revised search and linking rules
* fix(embedding): retry vector space changes per request
* refactor(packaging): reorganize published packages
* fix(packaging): install AgentScope extra in wheel smoke
* docs: align package guides and documentation site
* ci(workflow): add core dependency verification step in Python package build
- Add a workflow step to verify released core dependencies by installing the wheel with core extras
- Assert the presence of the static index.html file to ensure proper package contents
- Create and use a temporary virtual environment for isolation during verification
- Keep existing artifacts upload step intact and conditional on inputs.upload_artifacts flag
* fix(ci): update package installation dependencies in Windows workflow
- Change pip install from editable reme_studio and core to only dev and as extras
- Remove installation of reme_studio and core to streamline dependency setup
- Ensure Windows CI uses the correct extras for testing environment
* fix(tests): add missing commas in toml file reads in package version tests
- Added trailing commas in the tomllib.loads calls for auto-fin and daily_paper configs
- Ensured consistent syntax to prevent potential tuple misinterpretation
- Improved readability and correctness of the test setup code
* fix(packaging): protect qwenpaw releases and test Studio health
* fix: recover embedding after transient health failure
* refactor(embedding_store): remove provider_success_count and simplify health recovery logic
- Deleted provider_success_count attribute and related methods across embedding and file stores
- Updated _recover_after_real_request to rely solely on is_healthy flag for recovery decisions
- Removed redundant counting logic for provider successes during embedding operations
- Cleaned up health status management to streamline provider recovery detection
- Adjusted unit tests to align with removal of provider_success_count and maintain health checks consistency
* refactor(embedding_store): use default health check timeout
* fix(embedding_store): ensure is_healthy remains unchanged on cache hits
- Updated get_embeddings docstring to clarify cache hits must not alter is_healthy state
- Improved code comment for embedding dimension matching method
* fix(file_store): make embedding recovery race-safe
* ci: use default CodeQL query suite
* fix(file_store): preserve queued embedding rebuilds
* fix(file_store): preserve verified recovery without chunks
* feat: add entry-point plugin system
* fix: harden plugin config and client loading
* docs(workflow): add detailed manual for publishing reme-auto-fin to PyPI
- Provide step-by-step instructions for updating project.version and merging branches
- Explain dependency verification for reme-ai on PyPI during build
- Specify requirements for GitHub Actions secret configuration and version uniqueness
- Describe manual workflow triggering and input of version number
- Recommend publishing order for related projects
- Clarify that only manual dispatch triggers publishing, no automatic triggers on push or tag
* feat: support plugin-defined component types
* refactor: simplify plugin configuration
* fix: isolate plugin loading and defer client fallback
* refactor: freeze built-in component registry
* fix: isolate config entry point loading
* fix: complete auto-fin package metadata
* fix(packaging): harden the Studio release workflow
* chore(daily-paper): tune scheduled discovery defaults
* fix(docs): link the ReMe blog to GitHub Pages
* fix(docs): increase Chinese hero title spacing
* refactor(docs): share hero title line spacing
* fix(docs): keep desktop hero copy on two lines
* fix(docs): widen the home hero description
* style(docs): loosen hero title line height
* fix(docs): hide Markdown frontmatter in rendered pages
* docs(readme): simplify installation and remove standalone ReMe Studio instructions
- Remove references to separate ReMe Studio package and static build steps
- Clarify that `core` extra includes common integrations including Studio
- Update installation instructions to use `pip install -e ".[core]"`
- Remove detailed Studio usage and frontend development instructions
- Note that Studio is included with `core` and optional via `web` extra
- Simplify Quick Start guide by removing Studio usage step
- Remove mentions of serving Studio with HTTP service when using extras
- Update both English and Chinese README files accordingly
* docs(readme): streamline and clarify memory design and operations
- Remove redundant explanations about core extra installation
- Simplify memory processing flow description for clarity
- Clarify memory workspace directory default and customization
- Condense automatic memory flow to emphasize rebuildable metadata
- Refine search functionality explanation with RRF fusion details
- Shorten and clarify agent integration description, removing redundancy
- Update and simplify the operations command list, removing less common commands
- Revise community and support section for conciseness and clarity
- Maintain parallel updates in both English and Chinese README files
* test(bump_version): add tests for version bumping and consistency checks
- Add dynamic loading of bump_version and package_studio scripts for testing
- Test that studio package and dependencies have matching versions
- Implement fixtures to write temporary version files for testing
- Add test ensuring bump_version updates all relevant files and dependencies
- Add test to reject inconsistent version sources before writing
- Refactor tests to use common REPOSITORY path variable
- Include imports and setup for pytest in test file
feat(bump_version): create script to update ReMe and Studio versions
- Implement version reading from __init__.py and pyproject.toml files
- Validate current versions are consistent across files before updating
- Update version strings atomically to avoid partial writes
- Ensure exact pinning of studio dependency in main package extras
- Validate new version format against a safe pattern
- Provide CLI interface to bump versions from command line
- Raise errors if expected version declarations or pins are missing or duplicated
* fix(release): validate split package publishing
* fix(release): improve validation diagnostics
* fix(release): sync docs and workflow inputs
* fix(release): split PyPI publish jobs
* docs: update ReMe documentation URL
* docs: localize ReMe Studio social image
* docs(AGENTS): update agent guidelines and repository documentation structure
- Clarify coding agent guidance for keeping changes small and consistent
- Revise project principle descriptions for clarity and modern terminology
- Expand repository map with detailed component and folder explanations
- Add configuration and CLI usage instructions, including syntax and merging rules
- Elaborate on component, step registration, and application lifecycle processes
- Define jobs, steps, and state handling conventions for stateless design
- Specify workspace and file safety policies, including path restrictions and locking
- Update validation commands and testing environment recommendations
- Clarify coding and test conventions, including style and dependency policies
- Distinguish documentation boundaries and update website content contribution notes
- Reinforce change guardrails to avoid breaking backward compatibility and data loss
- Improve svg diagram formatting and textual details in auto dream and proactive flow image
* style(docs): fix font-family syntax in SVG style definitions
- Correct quotation marks around font-family names in memory-as-file.svg
- Standardize font-family formatting by removing unnecessary quotes in reme-blog-architecture.svg
- Ensure consistent CSS style formatting within SVG files for better rendering fidelity
* docs: add ReMe blog to news
* style(docs): inline svg styles and improve text formatting
- Convert multiline SVG style tags into single-line for compactness in multiple figures
- Remove redundant line breaks in subtitle text elements for consistency
- Shorten descriptive texts in SVG figures for clarity and conciseness
- Adjust font sizes and text for better readability in SVG elements
- Correct whitespace issues in Chinese markdown document for improved formatting
- Remove unused style blocks from framework structure SVG for cleaner code
* docs: add Chinese ReMe blog article
* fix(docs): update wiki links and adjust SVG path coordinates
- Removed file extensions from wiki link texts for consistency
- Modified path coordinates for relation lines in SVG illustration
- Added an arrow path with fill color to indicate direction in SVG diagram
* docs(blog): expand ReMe user guide and invite community contributions
- Add detailed descriptions for different ReMe user groups including intelligent agents,
developers, researchers, engineers, and analysts
- Emphasize user control over data as editable Markdown files instead of black-box storage
- Introduce ReMe's long-term memory infrastructure accessible via multiple interfaces
- Highlight how ReMe can turn scattered information into personal knowledge networks
- Include a new "Welcome Contributions" section encouraging community involvement
- List areas for contribution such as integration, data sources, features, applications,
documentation, and issue feedback
* feat: simplify local links and support line anchors
* fix: align line anchor tests with CI lint
* fix: preserve local links across file moves
* fix: encode markdown paths when rewriting links
* refactor(read): keep explicit line range parameters
* fix: simplify legacy link predicate compatibility
* docs: align local link behavior with implementation
* fix: skip unsupported markdown destination escapes
* fix: normalize workspace link paths across platforms
* fix: bound markdown link scanning
* fix: keep local link processing linear
* docs: clarify permissive markdown link parsing
* fix: handle local link processing failures
* refactor: limit file links to wikilink syntax
* docs: align wikilink contract with implementation
* fix: normalize dream and neighbor paths on Windows
* fix: resolve workspace path for neighbor expansion
* feat(file_store): upgrade FAISS to HNSW index with async reindex and path constraint
- Replace IndexFlatIP with IndexHNSWFlat for better recall/speed tradeoff
- Add dynamic efSearch (limit * 5) scaled to query request size
- Add async_reindex option: background rebuild with generation-based invalidation
- Extract _delete_nodes() in LocalFileStore for subclass reuse
- Add unit tests for file store consistency
* fix: resolve pylint warnings in faiss store and test file
* refactor(file_store): replace generation-based reindex with event-flag worker
- Replace _reindex_generation/lock/task with a single long-lived worker
coroutine consuming an asyncio.Event flag; repeated submissions coalesce
- Use local index reference in vector_search to avoid TOCTOU on self._faiss_index
- Pass index explicitly to _set_ef_search for consistency
- Track _index_writes to re-arm reindex after concurrent writes
- Update tests to match new internal API
* fix: resolve pylint too-many-return-statements and implicit-booleaness warnings
* feat(file_store): add refine maintenance hook and incremental embedding backfill
- Add refine() idle-time maintenance hook to BaseFileStore/LocalFileStore
- FaissLocalFileStore: incremental vector add on backfill instead of full rebuild
- Dynamic tombstone compaction threshold scaled by index size
- Add RefineStoreStep with daily cron job (refine_store_cron)
- Enable faiss backend and embedding_store by default in default.yaml
- Add unit tests for faiss index maintenance
* chore(deps): promote faiss-cpu to core dependencies
faiss backend is now the default file_store, so faiss-cpu moves from
the optional [core] extra to the base dependencies list.
* feat: rename refine_store to optimize_index and add vecdb_path_constraint
- Rename refine_store step to optimize_index with cron job scheduling
- Add vecdb_path_constraint to file_store components
- Update default.yaml with optimize_index_cron and faiss backend comment
- Update memory_search docs (en/zh) for FAISS vector management
- Update unit tests for index maintenance
* feat(faiss): add embedding digest to reject stale sidecar after partial dump
Add _chunks_embedding_digest() that computes an order-independent SHA-256
over (chunk_id, float16 embedding) pairs. The digest is written into the
idmap sidecar at dump time and verified at load time. A mismatch means the
sidecar vectors belong to a different chunk generation than the authoritative
JSONL — detectable even when the live-ID set is unchanged (same-ID in-place
update crash window).
Add test_faiss_rejects_stale_sidecar_after_partial_dump reproducing the
crash-between-writes scenario and asserting digest-based rejection.
Compress verbose docstrings/comments in existing tests for pylint line
budget.
---------
Co-authored-by: sa-buc <jiangniurou.xyf@dail-algo011164204033.ET135>
* feat(config): add environment variable configuration for agent subprocesses
- Add environment field to ApplicationConfig to store variables for agent subprocesses
- Remove dynamic loading of .env files in agent wrappers
- Introduce subprocess_environment property in base agent wrapper
- Pass application-level environment variables to Claude Code and Codex agents
- Load environment variables once at startup and pass to ReMe application
- Remove dependency on load_env utility in agent wrapper implementations
- Update tests to use configured environment instead of dynamic loading
- Remove unused environment loading utilities and related test cases
* refactor(mcp): remove channel notification system and related components
- Removed channel notification step implementation
- Removed claim channel step implementation
- Removed ChannelSink class from MCP service
- Removed channel-related documentation from AGENTS.md
- Removed channel instruction text from MCP service
- Removed all channel-related tests
- Updated application context metadata comment to remove channel sink reference
- Removed channel module initialization and imports
* feat(service): add job whitelisting capability to BaseService
- Add optional jobs parameter to BaseService.__init__ to configure job whitelist
- Store jobs as set in self.jobs attribute for efficient lookup operations
- Modify add_jobs method to filter jobs based on whitelist configuration
- Update documentation in both English and Chinese to describe new feature
- Add comprehensive unit tests for job whitelisting behavior
- Implement flowchart update showing new filtering logic
- Preserve existing enable_serve flag behavior alongside new whitelisting
* refactor(service): enhance service job validation and MCP tool injection
- Add strict validation for service jobs whitelist with detailed error messages
- Implement injected job arguments support for MCP services with conflict detection
- Add tool error handling for unsuccessful responses in MCP services
- Remove duplicate job names in Codex agent wrapper using dict.fromkeys
- Update MCP server argument format from single JSON array to repeated --job flags
- Add comprehensive test coverage for job injection and error handling scenarios
- Update documentation to reflect service job validation and MCP features
- Ensure application cleanup occurs even when service lifespan encounters errors
* feat(agent): update skill handling to preserve existing Claude skills
- Change skills parameter processing to use 'all' instead of filtered list
- Add logic to select project skills without restricting Claude's existing skills
- Update variable naming from 'skills' to 'selected_skills' for clarity
- Modify application context metadata documentation to clarify in-memory state usage
- Add test case to verify configured skills are added without filtering existing skills
- Update internal skill directory handling to use renamed variable consistently
* refactor(agent): restructure agent wrapper components and session storage
- Move CcFileSessionStore to separate module for better organization
- Add SDK package version logging in base agent wrapper
- Update Claude Code agent to use new session store structure with project keys
- Refactor Claude Code agent wrapper to use proper type hints and SDK integration
- Add support for server tool use events in Claude Code message processing
- Improve error handling and resource cleanup in streaming operations
- Update Codex agent wrapper with proper type annotations and configuration
- Remove deprecated system prompt mode handling from Claude Code wrapper
- Fix session path construction for Claude Code transcript storage
- Update dependency injection and configuration handling patterns
* fix(cc_agent_wrapper): resolve Claude Code SDK integration issues
- Added dataclass import and created _BlockState for content block metadata tracking
- Implemented proper MCP server name constant and tool context ID validation
- Fixed tool_context_id injection to prevent duplicate assignment errors
- Resolved skills parameter handling in build_options method
- Enhanced job tools integration with MCP servers mapping validation
- Replaced deprecated block_ids/block_types/tool_call_names with block_states dict
- Updated message_delta to emit USAGE chunks instead of REPLY_END
- Fixed stream result handling to ensure proper REPLY_END emission
- Improved error handling for session mirror failures and rate limits
- Added proper cleanup for expected trailing errors in streams
- Refactored Codex agent wrapper initialization and configuration management
- Removed obsolete system_prompt_mode from default config
- Enhanced test coverage for new block state and error handling features
- Fixed async generator handling with aclosing context manager
- Improved chunk type mapping for Claude Code SDK events
* refactor(tests): remove demo config tests from config parser test suite
- Removed test_demo_config_registers_llm_jobs function and its assertions
- Eliminated verification of LLM demo job configurations
- Removed checks for agent wrapper component settings
- Deleted assertions for model configurations and parameters
- Cleaned up deprecated test cases related to demo config parsing
* refactor(evolve): simplify Claude Code session store path structure
- Removed redundant project key subdirectory from session link generation
- Updated CcFileSessionStore initialization to use direct session directory path
- Maintained existing session layout compatibility for backward compatibility
- Added unit tests to verify session persistence behavior with existing transcripts
- Ensured UUID-based session files remain accessible at expected locations
- Preserved existing session directory structure without additional nesting
* refactor(agent): defer optional Codex SDK imports until first use
- Moved openai-codex imports inside functions to avoid mandatory dependencies
- Added TYPE_CHECKING guard for development time type checking only
- Implemented lazy loading mechanism with _get_async_codex_class function
- Updated AsyncCodex initialization to occur on demand rather than at module level
- Maintained backward compatibility while improving import performance
- Added test case to verify package import works without optional Codex SDK
- Updated agentscope dependency to version 2.0.4.post1 in pyproject.toml
* test(embedded): add compatibility tests for in-process ReMe embedding
- Add test suite for QwenPaw-style embedded configurations
- Verify optional defaults remain preserved in embedded configs
- Ensure in-process application API stays compatible
- Test model injection and lifecycle management compatibility
- Remove obsolete hermes agent plugin tests
- Update CLI import test to cover multiple optional SDKs
- Block claude_agent_sdk and openai_codex during import testing
