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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).
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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.
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Root cause of the reported failure: - collectForm sourced fields from gdsconfigformslave -> quote master's form config only exposes 3 system/header fields (失效时间/制单人/单据日期); user filled 单据日期(tCreateDate,datetime)='12' -> ERP type mismatch. - proposeCreate never coerced by column type, never FK-resolved names, used addBusinessData (no billNo). Fixes: - FormResolverService: businessFields() curated authoritative label->{col,fk} for quoquotationmaster (客户名称/产品名称/数量/长/宽/高/单价 -> real writable cols sCustomerId/sProductId(FK)/dQty/dLength/dWidth/dHeight/dPrice), field-dict fallback for other tables; columnTypes/coerce/typeDefault/resolveFk/nextBillNo(BJD+YYYYMM+seq); isSystemColumn excludes reserve/money/rate/discount/person/date/bool/tenant/maker; resolveMasterForm excludes param/slave/control/config/color secondary tables. - collectForm: fields from businessFields (excludes system/header); gdsconfigformslave fallback. - proposeCreate: label->{col,fk} via businessFields; FK name->id; type-coerce; skip system cols; auto sId/sFormId + generated sBillNo; type-correct required defaults. - ErpClient.createForm: addUpdateDelBusinessData(handleType=add)+moduleId (was addBusinessData). - ProposeWriteTool.resolveForm unified to FormResolverService. Verified via agent end-to-end (real write): collectForm shows correct fields; created quoquotationmaster BJD202607082 = Little Antelope / 妇科三醇乳膏 / qty5000 / dims / price, tenant+maker+date auto-injected. -
…ormCollect + Skills + KgSearch - AgentIdentity + AgentFactory: build agent per request with token+form-allowlist carried in tool instances (per-call context; robust vs LC4j callback threading) - ErpClient: token-aware read/write/examine; user-token expiry does NOT silently re-login as dev-admin (no privilege escalation) - AuthzService: devIdentity()/userIdentity() resolve granted-form set (sAuthsId) - proposeExamine tool + OpController examine dispatch + forward user Authorization on confirm - InteractionTool.askUser (structured options), FormCollectTool.collectForm (real gdsconfigformslave schema) - SkillService + SkillTool.loadSkill + ai_skill digest in system prompt - KgQueryTool.kgSearch: L2 neighbors/flow + L3 field->table - tools ErpReadTool/ProposeWriteTool/QueryTool/FormCollectTool now per-request (not @Component)