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- delete queryData (QueryTool, sqlChatModel bean, llm.sql-model, jsqlparser dep) - delete kgSearch (findForms stays), delete loadSkill (SkillTool/SkillService) - single system prompt (domain map + 业务常识) replaces 3 ToolScope versions; ToolScope removed - intent gate reduced to 查询/新增/操作已有单据/其他 with class definitions only; write action derived from utterance in router - dedup: shared locateRecord() in ProposeWriteTool; name-field/label lookups consolidated into FormResolverService
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- Replace langchain4j-ollama with langchain4j-open-ai; AgentFactory/ QueryTool depend on ChatModel/StreamingChatModel interfaces - OllamaJsonClient -> LlmJsonClient: raw /v1/chat/completions with response_format json_schema; single OkHttpClient instance - Thinking off at all 3 call sites via reasoning_effort=none (the only switch that works on /v1; think:false and /no_think are ignored) - Drop client-side length params (num_ctx/num_predict/max_tokens) — server-side OLLAMA_CONTEXT_LENGTH=16384 on xlyllm covers them - Unified tracing: TracingChatModelListener.record() shared by listener callbacks and LlmJsonClient; per-request model name from ctx; sql model now has the listener too (was untraced and mislabeled) - Config keys langchain4j.ollama.* -> llm.{base-url,api-key,chat-model, sql-model}; both models = qwen3.6-27b-iq3:latest (tools+thinking+ vision, verified: streaming tool-calls / json_schema / reasoning off) Verified end-to-end on :8199: intent gate traced (340/28 tokens), agent tool loop, correct answers; warm 1-4s, cold load ~96s (KEEP_ALIVE=30s). -
P4 retirement + code slim-down (~18.5k lines deleted), on top of the intent-gate WIP (docs §17/§18 + agent/tool refinements): - Delete old 8-scene multi-agent stack: XlyErpService, SceneSelector/ Chati/ErpAi/DynamicTableNl2Sql agents, DynamicToolProvider (62 meta tools), Scene/ToolMeta/ParamRule entities+mappers+startup caches - Delete whole milvus/tts/ocr packages, /api/tts + /api/ocr endpoints, tts.html, python stream_server.py; strip dead TTS JS from chat.html (playByIndex/handleNormalResponse had no callers) - Three-pass orphan sweep: 17 dead utils, 16 dead entities, dead constants/exceptions, RedisService+RedisConfig, duplicate JacksonConfig, OperableChatMemoryProvider, old prompt generators; fold PageController into MvcConfig; trim OkHttpUtil 495→39 lines - pom: ~35→13 deps (drop mybatis/JPA/webflux/tika/pdfbox/poi/jieba/ jsoup/gson/fastjson2/springdoc/mapstruct/pagehelper/pinyin4j/ spring-retry/jnr-ffi/hutool/ocr/milvus/embeddings; add starter-jdbc); war 200M+→48M - application.yml: drop milvus/tts/ocr/tesseract/mybatis blocks; GlobalExceptionHandler returns plain {code,message} JSON - docs: mark P4 retirement done in agent-architecture §13/§18 Verified: mvn clean package OK; boot smoke on :8199 (Started 0.9s, /chat 200, health db UP). Old /api/tts & /api/ocr now 404 by design.
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Add a deterministic §5 intent stage before ReAct: extract {intent, form, entities, missing slots} via constrained JSON, then expose only the 3-5 tools relevant to that intent instead of all 12. New: - agent/Intent, agent/ToolScope: intent + visible-tool-set model - service/IntentService: constrained-JSON intent/entity extraction - service/OllamaJsonClient: JSON-mode Ollama calls - service/SlotFillService: slot extraction/prefill of known values Wire through AgentFactory, SystemPromptService, QueryTool, ProposeWriteTool, ErpClient, AgentChatController, OpController, chat.html.