YuZhangLarry opened a new pull request, #1496:
URL: https://github.com/apache/dubbo-admin/pull/1496
- **RAG seeding** (`ai/component/rag/`): bundled seed docs (`seeds/*.md` —
Dubbo
overview, configuration, registry, traffic governance, Dubbo Admin) are
embedded via `//go:embed` and indexed at startup, so a fresh deployment
can
answer documentation-grade questions out of the box. Indexing is
best-effort
and idempotent (dedup by content hash) and batched to the embedding
backend's
per-request input limit; a missing embedder key degrades gracefully
instead of
failing startup, and reranking falls back to raw vector results when no
rerank
key is configured.
- **ReAct think-stage tuning** (`ai/component/agent/`,
`ai/prompts/agentThink.txt`):
the think stage now prefers answering directly (`suggested_tools: []`)
and no
longer confuses objective documentation lookups (config keys, defaults,
required addresses) with memory search mid-conversation. Adds a
`ThinkOnce`
entry point so the stage can be evaluated in isolation.
- **Intent-classification eval suite** (`ai/test/e2e/`):
`TestThinkClassificationIsolated` runs each documentation question in a
fresh
session (no multi-turn bias) and repeats it to surface nondeterminism as
a
distribution, asserting a stable `DOCUMENTATION_QUERY` classification
routed to
`query_knowledge_base`; `TestMultiTurnConversation` exercises the full
think→act→observe loop end to end.
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