658e188939
fix(review): resolve P0/P1 findings from final code review
2026-06-10 09:57:29 +08:00
1d1805753c
fix: resolve key P2 findings from code review
...
- Shell whitelist: use exact binary match instead of startswith
- Shell audit log: use deque(maxlen=10000) to cap memory
- Terminal history: use deque(maxlen) for O(1) eviction
- Path optimizer: cap _pending_paths at 50 entries per task_type
- Pitfall detector: only add tips to matching steps, not all
- Experience store: handle non-numeric _parse_time_window input
- Extract shared is_safe_url() to utils/security.py (DRY)
- Workflow condition evaluator: handle float() ValueError
2026-06-10 09:01:23 +08:00
b46a10973f
fix(tests): clean up test_shell_tool.py lint issues
2026-06-10 08:46:35 +08:00
9646b0f0dd
fix(tests): update test_shell_tool.py to match new ShellTool API
2026-06-10 08:22:15 +08:00
7874e875af
merge: integrate feat/agentkit-phase8-chat-adaptive (chat/gui commands + GUI mode)
...
Restores agentkit chat, agentkit gui CLI commands, onboarding wizard,
and GUI mode (AGENTKIT_GUI_MODE) with static file serving.
Resolves merge conflicts in orchestrator.py, app.py, tools/__init__.py, shell.py.
2026-06-10 07:44:06 +08:00
9e9f1314f6
fix(security): resolve all P0/P1 findings from code review
2026-06-10 07:12:41 +08:00
c606ffa64a
feat(phase5): implement management pages, evolution dashboard, and workflow editor (U13b/U13c/U14)
2026-06-10 01:29:01 +08:00
a1deeecede
feat(phase5): implement Vue3 portal foundation with chat interface and routing (U13a)
...
- Add Portal API routes: chat, stream, capabilities, conversations, WebSocket
- Add ConversationStore for in-memory conversation management
- Add CAPABILITY_CATEGORIES mapping for 8 capability types
- Create Vue3 SPA with TypeScript, Pinia, Vue Router, Ant Design Vue
- Implement ChatView with message bubbles, input, sidebar, WebSocket support
- Add side navigation skeleton for all 8 capability sections
- Add placeholder views for workflow, knowledge, skills, terminal, etc.
- 31 backend tests passing
2026-06-10 01:06:48 +08:00
901e4d9d0a
feat(phase4): implement Computer Use integration (U12)
...
- ComputerUseTool: Anthropic API + fallback chain (API→Session→ShellTool→AskHuman)
- ComputerUseSession: Docker sandbox + InMemory test session
- ComputerUseRecorder: action recording, replay, and persistence
89 new tests passing. Degradation chain verified.
2026-06-10 00:54:31 +08:00
c99aee1423
feat(phase3): implement knowledge base and RAG enhancement (U9-U11)
...
- U9: LocalDocumentIngestion - multi-format doc parsing and chunking
- U10: ExternalKBAdapters - Feishu/Confluence/GenericHTTP adapters
- U11: MultiSourceRAG - multi-source retrieval with source tracing
KnowledgeBase protocol defined (KTD-7). 145 new tests passing.
2026-06-10 00:45:17 +08:00
e3d4f811dd
feat(phase2): implement self-evolution and smart terminal (U6-U8)
...
- U6: PitfallDetector - detect historical failure patterns and warn
- U7: PathOptimizer - discover and update optimal execution paths
- U8: TerminalSession - session state, PTY interactive, output parsing
160 new tests passing. ShellTool enhanced with session_id support.
2026-06-10 00:22:36 +08:00
fd4a811929
feat(phase1): implement core kernel and experience foundation (U1-U5)
...
- U1: GoalPlanner - structured goal decomposition wrapping _decompose_task()
- U2: PlanExecutor - parallel execution with retry/skip/replace strategies
- U3: PlanChecker - quality gate + review + experience writing
- U4: Skill spec upgrade - dependencies, capabilities, version management
- U5: ExperienceStore - PostgreSQL+pgvector task experience storage
208 new tests passing, fully backward compatible.
2026-06-09 23:57:03 +08:00
31bd3b126c
feat(phase8): chat adaptive enhancements, pipeline reflection, search tools upgrade
...
- Enhanced chat CLI with adaptive mode and session management
- Added pipeline reflection and schema extensions
- Upgraded BaiduSearch and WebSearch tools with advanced capabilities
- Expanded server routes for skills and chat
- Added session store enhancements
- New chat module and pipeline reflection support
2026-06-09 23:18:06 +08:00
045fecd4ce
feat(tools): add ShellTool + WebSearchTool, memory system, onboarding wizard, chat mode
...
- ShellTool: safe command execution with allowlist, blocked patterns (regex), timeout, output truncation
- WebSearchTool: multi-backend search with Tavily → Serper → DuckDuckGo Lite fallback
- MemoryTool: agent-callable tool with add/replace/remove/read actions
- MemoryStore/MemoryFile: file-based memory (SOUL.md, USER.md, MEMORY.md, DAILY.md)
- Onboarding wizard: provider selection, API key, model selection, agent personality
- Chat mode: interactive CLI with streaming, memory injection, tool integration
- Add 百炼 Coding Plan provider with 10 models
- 102 unit tests (34 new for ShellTool + WebSearchTool)
2026-06-09 01:06:45 +08:00
45283d31e8
feat(core): integrate MessageBus into Orchestrator and AgentPool (U7)
...
- Orchestrator accepts optional message_bus parameter; workers publish
task.progress messages via MessageBus after each subtask execution
- AgentPool accepts optional message_bus; auto-registers agents on
create and auto-unregisters on remove
- app.py initializes MessageBus from config and injects into AgentPool
- ServerConfig adds bus configuration field
- 5 new tests, all passing
2026-06-08 00:03:40 +08:00
13d6e74099
feat(bus): add MessageBus abstraction layer with InMemory + Redis Streams (U6)
...
- AgentMessage: message model with sender/recipient/topic/payload/correlation_id
- MessageBus Protocol: publish/subscribe/unsubscribe/request/broadcast/health_check
- InMemoryMessageBus: asyncio.Queue-based implementation for testing
- RedisMessageBus: Redis Streams (XADD/XREADGROUP) implementation with
consumer groups, message acknowledgment, and dead letter queue
- create_message_bus() factory with graceful Redis→InMemory fallback
- Request-response pattern via correlation_id + asyncio.Future
- 13 new tests, all passing
2026-06-07 23:58:16 +08:00
88d8298871
feat(core): add Orchestrator adaptive task decomposition (U5)
...
- execute_adaptive(): iterative execute→evaluate→re-decompose loop
- OrchestratorConfig: adaptive, max_iterations, quality_threshold
- _evaluate_quality(): LLM-based or rule-based quality scoring (0-1)
- _reexecute_failed(): preserves completed subtask results, retries
failed ones with improvement feedback injected into input_data
- OrchestrationResult.metadata field for tracking iteration history
- 10 new tests, all passing
2026-06-07 23:50:54 +08:00
7054ac02b6
feat(tools): add AskHumanTool + token streaming in ReAct execute_stream
...
- AskHumanTool: Human-in-the-Loop tool for Chat mode, pushes questions
via WebSocket callback and waits for user reply via asyncio.Future
- Token streaming: execute_stream() now uses chat_stream() instead of
chat(), yielding token-type ReActEvents for each StreamChunk
- _build_response_from_stream() static method constructs LLMResponse
from accumulated stream data
- Export AskHumanTool from tools/__init__.py
- 12 new tests (7 AskHumanTool + 5 token streaming), all passing
2026-06-07 23:40:43 +08:00
6013d5189b
feat(chat): add Chat API routes with REST + WebSocket bidirectional communication
2026-06-07 22:49:26 +08:00
493187782c
feat(session): add Session/Message models and SessionManager with InMemory/Redis stores
2026-06-07 22:43:14 +08:00
b34b06724d
fix(agentkit): resolve all P0/P1/P2/P3 issues from code review
2026-06-07 22:05:18 +08:00
9c04362dba
feat(compression): U5 HeadroomRetrieveTool for CCR cache retrieval
...
Add HeadroomRetrieveTool that allows LLM to retrieve original
uncompressed data from CCR cache via Function Calling. Auto-registered
when HeadroomCompressor is active and available.
2026-06-07 18:20:17 +08:00
286804792d
feat(compression): U4 ServerConfig compression field and Agent injection
...
Add compression config to ServerConfig (following telemetry pattern),
create compressor in create_app, pass through AgentPool to
ConfigDrivenAgent, and inject into ReActEngine.execute() calls.
2026-06-07 18:20:05 +08:00
fcb4fb33f3
feat(compression): U3 ReAct engine tool result compression and incremental compress
...
Extend _build_tool_result_message to accept compressor parameter for
tool output compression. Add _should_compress helper for token budget
checking. Add incremental compression within ReAct loop when
conversation exceeds threshold.
2026-06-07 18:19:53 +08:00
ea705b979b
feat(compression): U2 HeadroomCompressor with SmartCrusher and CCR cache
...
Add HeadroomCompressor implementing CompressionStrategy Protocol with
content-type routing (JSON→SmartCrusher, code→CodeCompressor), CCR
reversible compression cache, and graceful degradation when headroom-ai
is not installed.
2026-06-07 18:19:41 +08:00
5d3a5f2bf3
feat(compression): U1 CompressionStrategy Protocol and create_compressor factory
...
Add runtime-checkable CompressionStrategy Protocol with compress(),
compress_tool_result(), and is_available() methods. Add compress_tool_result
and is_available to existing ContextCompressor. Add create_compressor()
factory function with headroom/summary provider routing and ImportError
fallback.
2026-06-07 18:19:27 +08:00
239009357a
feat(telemetry): U7 OpenTelemetry integration with zero-dependency no-op pattern
...
Add telemetry module with tracing (agent/tool/llm/pipeline_step spans),
metrics (5 histograms/counters), and setup with optional OTLP exporters.
Uses no-op pattern when opentelemetry not installed. GenAI Semantic
Conventions for LLM spans. Integrated into ReactEngine, LLMGateway,
ToolBase, and FastAPI app.
2026-06-07 17:26:21 +08:00
03a5167366
feat(pipeline): U6 step-level retry with exponential backoff and saga compensation
...
Add StepRetryPolicy with jitter-based exponential backoff, SagaOrchestrator
with LIFO compensation pattern, integrate retry_policy and compensate
fields into PipelineStage/PipelineStep schema, add GEO pipeline
compensation definitions for all 7 steps.
2026-06-07 17:26:07 +08:00
4db637cd4f
feat(pipeline): U5 state persistence with Redis hot + PG cold dual-write
...
Add PipelineStateMemory/Redis/PG backends, PipelineStateManager with
Redis Sorted Set hot state + PostgreSQL JSONB cold persistence.
Integrated into PipelineEngine with state persistence calls at each
step transition.
2026-06-07 17:25:52 +08:00
9ec1740047
feat(tools): U3 built-in Python tools - WebCrawl, SchemaExtract, SchemaGenerate
...
Add WebCrawlTool (Crawl4AI wrapper with graceful degradation),
SchemaExtractTool (extruct-based Schema.org extraction), and
SchemaGenerateTool (JSON-LD generation with optional pydantic-schemaorg
validation). All tools work without optional dependencies.
2026-06-07 17:25:24 +08:00
550d29a139
feat(mcp): U2 MCP config system and MCPManager lifecycle
...
Add MCPServerConfig dataclass with stdio/streamable_http/sse transport
validation, MCPManager for declarative YAML-driven MCP server lifecycle
(start_all/stop_all), tool discovery and registration. Integrated
into FastAPI lifespan startup/shutdown.
2026-06-07 17:25:07 +08:00
66b9217569
feat(mcp): U1 StdioTransport for subprocess-based MCP communication
...
Add StdioTransport class supporting stdio JSON-RPC over subprocess
stdin/stdout with asyncio.create_subprocess_exec, pending futures
for request/response matching, and stderr forwarding.
2026-06-07 17:24:52 +08:00
83cdddd199
feat(evaluation): U9 Ragas evaluation pipeline for RAG quality assessment
...
- RagasEvaluator: LLM-as-Judge evaluation with ragas lib or built-in fallback
- EvalDatasetBuilder: from traces or dict list
- EvalMetrics: faithfulness, answer_relevancy, context_precision, context_recall
- Built-in heuristic evaluation using keyword overlap and Jaccard similarity
- 13 tests passing
2026-06-06 22:49:27 +08:00
9753a08ac8
feat(llm): U8 Chinese LLM providers - Wenxin, Doubao, Yuanbao
...
- WenxinProvider: Baidu ERNIE via Qianfan v2 OpenAI-compatible API, AK/SK token auth
- DoubaoProvider: ByteDance Doubao via Volcengine Ark API
- YuanbaoProvider: Tencent Hunyuan via OpenAI-compatible API with enhancement mode
- All inherit from OpenAICompatibleProvider for retry/circuit breaker support
- 16 tests passing
2026-06-06 22:46:53 +08:00
34e083abde
feat(evolution): U7 multi-objective fitness and extended strategy space
...
- MultiObjectiveFitness: weighted scoring, NSGA-II Pareto ranking, crowding distance
- FitnessWeights: configurable accuracy/latency/cost weights with auto-normalization
- ExtendedStrategyTuner: multi-dim Bayesian optimization (temperature, max_iterations, top_k, retrieval_mode)
- ExtendedStrategyConfig: expanded parameter space
- 20 tests passing
2026-06-06 22:42:54 +08:00
d5998aaddd
feat(evolution): U6 GEPA genetic algorithm evolution framework
...
- PromptChromosome: instructions + demos + constraints gene segments
- CrossoverOperator: paragraph-level text, demo, constraint crossover
- MutationOperator: LLM-driven instruction mutation + demo/constraint mutation
- GEPAPopulation: tournament selection, elite preservation, Pareto front
- FitnessScore: multi-objective (accuracy, latency, cost) with Pareto dominance
- 29 tests passing
2026-06-06 22:38:55 +08:00
1390bd8d6e
feat(skills): U5 GEO Pipeline orchestration with DAG execution
...
- GEOPipeline: YAML-driven DAG pipeline with parallel/sequential execution
- PipelineStep with input_mapping ($.input.xxx, $.steps.name.output.xxx)
- Topological sort for execution groups, SharedWorkspace integration
- geo_full_pipeline.yaml: detect→analyze→optimize→track workflow
- 10 tests passing
2026-06-06 22:34:24 +08:00
23934602c0
feat(core): U4 multi-agent Orchestrator with SharedWorkspace
...
- Orchestrator: Orchestrator-Worker pattern with LLM-driven task decomposition
- SharedWorkspace: Redis-backed shared state with versioning and distributed locks
- SubTask dependency graph, parallel group building, result aggregation
- 16 tests passing
2026-06-06 22:25:12 +08:00
f16dcb5ebe
feat(memory): U2 Contextual Retrieval - LLM-generated context prefixes for chunks
...
- ContextualChunker: generates context prefixes per chunk via LLM
- Integrated into HttpRAGService ingest with contextual_chunking option
- Caching, batch processing, graceful LLM failure handling
- 12 tests passing
2026-06-06 22:19:02 +08:00
a6c9babfdc
feat(memory): U1 RAG self-correction loop (CRAG)
...
- RelevanceScorer: keyword overlap + query coverage + retrieval score + length penalty
- RAGSelfCorrectionLoop: state machine driven retrieve-evaluate-correct-degrade cycle
- Integrated into MemoryRetriever with enable_self_correction option
- 21 tests passing
2026-06-06 22:16:23 +08:00
6e362a8ae7
feat(agentkit): Phase 4 enterprise production upgrade — 12 Implementation Units
...
Phase A (P0): EpisodicMemory pgvector search+EmbeddingCache, ReAct timeout+CancellationToken, evolution system fix (A/B test+LLMPromptOptimizer+StrategyTuner), AnthropicProvider native Messages API
Phase B (P1): RetryPolicy+CircuitBreaker, chat_stream fallback chain, WebSocket endpoint, SSE stream fix, Evolution+Memory API routes (7 endpoints), embedding cache+Enhanced Search per-KB degradation fix
Phase C (P2): GeminiProvider native generateContent API, Agent state lock+config hot-reload
Tests: 1301 passed, 18 skipped, 0 failed
2026-06-06 21:51:04 +08:00
e33dc25ad3
feat(memory): RAG pipeline optimization — 5 Implementation Units
...
U1: QueryTransformer — LLM/rule-based query rewriting + sub-query decomposition
U2: HttpRAGService enhanced_search() — rerank + compression via /bases/{kb_id}/retrieve
U3: Structured context injection — source attribution headers in RAG results
U4: RetrieveKnowledgeTool — built-in tool for mid-reasoning knowledge retrieval
U5: Configurable retrieval params + per-KB weights + CJK token estimation
Config example:
memory:
retrieval:
top_k: 5
token_budget: 2000
context_template: structured
query_transform:
enabled: true
strategy: llm
semantic:
search_mode: enhanced
use_rerank: true
kb_weights:
industry-kb-id: 1.2
enterprise-kb-id: 0.8
Tests: 1037 passed, 18 skipped, 0 failed
2026-06-06 19:27:09 +08:00
cd5b39087e
feat(memory): add HttpRAGService for config-driven knowledge base integration
2026-06-06 18:36:05 +08:00
0456429beb
fix(review): address all 14 P2 advisory findings
2026-06-06 18:20:46 +08:00
8620751864
fix(review): address P0+P1 findings from Tier 2 code review
...
P0: MemoryRetriever.retrieve score mutation fix
P1: Redis atomic Lua script, deprecated API fix, SQLite WAL mode,
Redis URL masking, UniqueConstraint, TraceRecorder completed flag,
EpisodicMemory recall improvement, LLMReflector sanitization,
A/B test safety, generator cleanup, ContextCompressor guards,
OpenAIEmbedder reuse, Pipeline failure handling, Metrics O(1),
Health check Redis PING, CLI skill loading, CORS config,
API key direct pass-through
Tests: 924 passed, 18 skipped, 0 failed
2026-06-06 17:57:47 +08:00
f858d279f3
feat(agentkit): Phase 3 upgrade - persistence, memory, evolution, observability
...
10 Implementation Units across 3 phases:
Phase A - Infrastructure:
- U1: RedisTaskStore with Redis/memory backend + factory function
- U2: TraceRecorder for execution trace recording
- U3: PersistentEvolutionStore with SQLite backend
Phase B - Core Capabilities:
- U4: MemoryRetriever integration into ReAct engine
- U5: Embedder abstraction + EpisodicMemory vector search
- U6: LLMReflector for LLM-in-the-loop reflection
- U7: SkillPipeline for multi-skill orchestration
Phase C - Enhancement:
- U8: SKILL.md format + progressive disclosure levels
- U9: ContextCompressor + prompt cache rendering
- U10: Structured logging + metrics endpoint + enhanced health check
Tests: 924 passed, 18 skipped, 0 failed
2026-06-06 17:17:45 +08:00
74e2223153
feat(cli): pair command + doctor rename + client config priority
...
- health → doctor (better naming)
- agentkit pair --name <client> generates ak_live_ API key
- agentkit pair --list / --revoke for client management
- ClientConfig class: client config > init defaults > hardcoded
- README updated with pair usage + business system pairing guide
- 38 CLI tests passing
2026-06-06 13:08:14 +08:00
b2709da08b
feat(cli): AgentKit CLI with serve/version/health/task/skill/init/usage
...
U1: CLI framework (Typer) + serve/version/health commands + __main__.py + pyproject scripts
U2: task command group (submit/status/list/cancel) with remote mode
U3: skill command group (list/load/info) with local and remote modes
U4: init command (generates agentkit.yaml/.env.example/docker-compose/skills) + usage command
31 tests passing, TDD workflow.
2026-06-06 12:45:51 +08:00
acec8ff743
feat(evolution): Phase A - lifecycle hooks + EvolutionConfig
...
U11: EvolutionMixin integrated into ConfigDrivenAgent lifecycle
- on_task_complete triggers evolve_after_task
- on_task_failed records failure patterns
- Evolution errors never break main task flow
U12: EvolutionConfig added to SkillConfig
- enabled, reflect_on_failure, auto_apply, min_quality_threshold
- Backward compatible: defaults to enabled=False
21 new tests passing, no regression.
2026-06-06 12:05:56 +08:00
2844eeb548
feat(streaming): Phase C - LLM streaming + ReAct events + SSE endpoint
...
U8: StreamChunk protocol + OpenAI chat_stream + Gateway streaming with usage tracking
U9: ReActEvent dataclass + execute_stream() yielding thinking/tool_call/tool_result/final_answer
U10: POST /tasks/stream SSE endpoint + Client SDK stream_task()
15 new tests passing, no regression.
2026-06-06 11:54:17 +08:00
ec0e221beb
feat(server): Phase D - async task system (TaskStore + BackgroundRunner + API)
...
U5: TaskStore - in-memory task state with TTL cleanup and max records
U6: BackgroundRunner - async task execution with semaphore concurrency control
U7: Task status/result API + cancel endpoint + async submit mode
45 tests passing (28 new + 17 existing, no regression).
2026-06-06 11:39:41 +08:00
5f1c51cf9a
feat(server): Phase B - auth, rate limiting, SSRF protection, handler whitelist
...
U1: API Key authentication middleware (dev mode skip, health whitelist)
U2: Rate limiting middleware (fixed-window, 60 req/min default)
U3: Callback URL SSRF protection (private IP blocking)
U4: custom_handler module prefix whitelist
65 tests passing. CORS conflict fixed.
2026-06-05 23:37:36 +08:00
f87b790c0f
feat(agentkit): v2 Phase 1 - ReAct/LLM Gateway/Skill/Server + review fixes
...
535 unit + 52 integration tests passing. README added.
2026-06-05 23:32:16 +08:00
133ae3927e
test(u8): add GEO business integration tests for YAML configs and agent creation
...
41 tests covering:
- 8 YAML config file loading and validation
- ConfigDrivenAgent creation from YAML (llm_generate/tool_call/custom)
- Custom handler routing (citation/monitor/schema)
- Tool registration completeness
- Adapter compatibility (unique names/types, no task overlap)
2026-06-05 17:25:51 +08:00
35f84fd770
test(orchestrator): add multi-agent collaboration integration tests
...
- Pipeline parallel execution with topological grouping
- Conditional stages (execute/skip)
- Circular dependency detection
- Variable resolution ${var.path}
- Handoff message creation and serialization
- DynamicPipeline: conditional, loop, nested
- End-to-end: content production pipeline with handoff
- 18 new tests, total 148 passing
2026-06-04 22:59:29 +08:00
96ea0c2972
feat(mcp,evolution): add Transport layer and Evolution lifecycle integration
...
U5 - MCP Transport:
- Transport abstract base class with connect/disconnect/send_request
- HTTPTransport: Streamable HTTP with JSON-RPC 2.0
- SSETransport: Server-Sent Events + HTTP POST hybrid
- MCPClient: from_transport() factory method
- 31 transport tests
U6 - Evolution Lifecycle:
- EvolutionMixin: reflect → optimize → AB test → apply/rollback
- EvolutionLogEntry: tracks each evolution step
- Integrates with BaseAgent on_task_complete hook
- 10 lifecycle tests
Total: 130 tests passing
2026-06-04 22:55:23 +08:00
cc6a858150
test(memory): add memory system tests with BaseAgent lifecycle integration
...
- InMemoryMemory test implementation
- SemanticMemory: RAG + graph search tests
- MemoryRetriever: weight-based ranking, token budget
- BaseAgent lifecycle: on_task_start loads, on_task_complete stores, on_task_failed records
- 19 new tests, total 89 passing
2026-06-04 22:44:27 +08:00
d73a3391ab
feat(tools): add MCPTool, SequentialChain, ParallelFanOut, DynamicSelector
...
- MCPTool: call remote MCP tools via MCPClient
- SequentialChain: chain tools with output-to-input piping
- ParallelFanOut: execute tools concurrently with merge strategies
- DynamicSelector: keyword/LLM-based tool selection
- 14 new tests, total 70 passing
2026-06-04 22:42:22 +08:00
5a90824c77
feat(core): add ConfigDrivenAgent with YAML-driven agent definition
...
- AgentConfig: YAML/dict config model with validation
- ConfigDrivenAgent: 3 task modes (llm_generate, tool_call, custom)
- StandaloneRunner: auto-discover YAML configs and build agents
- 25 new tests covering all modes and edge cases
- Total: 56 tests passing
2026-06-04 22:39:25 +08:00
2ddffcdf37
chore: add .gitignore and remove cached files
2026-06-04 22:28:44 +08:00
cc3dfd44e3
fix: switch to setuptools for Python 3.14 compatibility
2026-06-04 22:27:06 +08:00
9a6d6fee4e
feat: initial fischer-agentkit package with unified agent architecture
...
- BaseAgent with handle_task() pattern (execute template moved up)
- Protocol: TaskMessage, TaskResult, HandoffMessage, EvolutionEvent
- Tool system: FunctionTool, AgentTool, ToolRegistry with versioning
- Memory system: WorkingMemory (Redis), EpisodicMemory (pgvector), SemanticMemory (RAG adapter), MemoryRetriever (hybrid)
- Evolution engine: Reflector, PromptOptimizer (DSPy-style), StrategyTuner, ABTester, EvolutionStore
- Orchestrator: PipelineEngine (parallel DAG), PipelineLoader (YAML), HandoffManager, DynamicPipeline
- MCP: Server (FastAPI), Client (httpx), MCPTool
- Prompts: PromptTemplate, PromptSection
- Exceptions: full hierarchy including Tool, Schema, Handoff, Evolution errors
- Tests: unit tests for core, tools, protocol, evolution, pipeline
2026-06-04 22:24:06 +08:00
chiguyong