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27 Commits

Author SHA1 Message Date
qinling0210
c5ff2bced5 Refine agentic RAG phase logging (#18228) 
### Summary

Refine agentic RAG phase logging

example:
```
2026-08-13 17:25:06,733 INFO     2434554 [Agentic RAG] LLM usage by phase:                                                             phase            llm_calls prompt_tok   output_tok  total_tok    time(s)
  formalize              1        389          151        540        1.7
  route                  1        287          234        521        2.7
  planner                1      11857          832      12689        6.8
  orchestrator round 1       0          0            0          0      171.5
    claim_research (2)       8      82519        23146     105665      131.0
    sufficiency            2      10122         1709      11831       15.0
    grounded               1       5846         3232       9078       24.7
  finalize               2       9945         2228      12173       19.9
  total: 16 LLM calls, 152497 tokens
```
 2026-08-13 20:15:24 +08:00
qinling0210
a6dcc0f665 Add dataset navigation search for agentic RAG (#18218) 
### Summary

Add dataset navigation search for agentic RAG.

dataset_navigation_search() calls
dataset_api_service.search_dataset_layers with mode as "nav_doc"
 2026-08-13 17:35:24 +08:00
Wang Qi
7e536c7614 Fix agentic chat low/medium cannot answer the table content (#18196) 2026-08-13 14:40:31 +08:00
Yingfeng
fbcb8656ca Revert "Refine agentic search & orchestration loop" (#18108) 2026-08-11 18:53:49 +08:00
qinling0210
d49af7f218 Generate navigation, navigation search (#18096) 
### Summary
2 API

POST /api/v1/datasets/{dataset_id}/navigation

GET
/api/v1/datasets/{dataset_id}/navigation/search?q={query}&mode={mode}&top_k={topk}


2 cli

uv run --no-sync python3 admin/client/ragflow_cli.py -h 127.0.0.1 -p
9380 -t user

ragflow> GENERATE NAVIGATION OF DATASET 'frames tree';

ragflow> NAVIGATION SEARCH 'Christie introduced blockchain-based digital
passports' IN DATASET 'frames tree' MODE 'all' topk 20;

(mode: chunk, nav_cluster, nav_doc, navigation_tree, all)
 2026-08-11 17:48:24 +08:00
Yingfeng
f1641228e2 Refine agentic search & orchestration loop (#18057) 
## Summary

This PR improves the RAGFlow agentic-search path in three areas: it
stops the outer agent from re-looping over the same rag call, lets the
medium thinking mode discover and follow new sub-claims mid-loop, and
strengthens retrieval by having the LLM emit synonym-rich queries with
time/date/number terms boosted.

1. Avoid the outer re-loop — keep all multi-hop cycles inside agentic
RAG

2. Dynamic claims in medium mode — keep querying newly discovered
sub-questions
medium now enables allows_dynamic_claims. During orchestration, when
claim analysis discovers a new required sub-question
(discovered_claims), the loop spawns it as a new ClaimTarget and
continues searching it in subsequent cycles (bounded by the
dynamic-claim budget) instead of stopping. Also added:

3. Stronger query strategy — synonym-rich queries + time/date/number
weighting

LLM-generated synonyms: the claim-analysis prompt now instructs the
model to write each next_queries entry as a retrieval-boosted query that
actively folds in entity aliases, DATE/TIME synonyms (e.g. 1994 → 1994,
66th Academy Awards), and number/unit variants (e.g. 1.95 m → 6 ft 5
in).

Time/date/number boosting: query.py boosts numeric/date tokens to a high
weight (_NUM_DATE_TOKEN_RE).
 2026-08-11 13:40:11 +08:00
Yingfeng
b5bffa0fa3 Refine sufficient check using LLM draft (#18028) 2026-08-10 11:44:47 +08:00
Yingfeng
4cc2dbc067 More stable sufficient check for agentic search (#17962) 2026-08-07 22:10:22 +08:00
Wang Qi
ba7d65a4ec Fix medium thinking chat failed in thinking (#18008) 2026-08-07 21:39:24 +08:00
Wang Qi
993b41b7b1 Append attachments content to last message (#17993) 2026-08-07 16:04:19 +08:00
Kevin Hu
a25ff22aca Refactor: check the evidences while formalize answer. (#17951) 
### Summary

Check the evidences while formalize answer.
 2026-08-07 14:51:54 +08:00
Yingfeng
1b8151a1f6 Refine agentic search (#17900) 2026-08-06 19:42:05 +08:00
Wang Qi
e35956bcc4 Fix attachments not take effect in agentic chat (#17895) 2026-08-06 11:12:22 +08:00
Kevin Hu
d2183e610d Fix: Adjust ExecutionStrategy of THINKING_MODES. (#17862) 
### Summary

Adjust ExecutionStrategy of THINKING_MODES.
 2026-08-05 19:41:00 +08:00
Kevin Hu
510e1197c6 Fix: graph explore bug. (#17829) 
### Summary

Fix: graph explore bug.
 2026-08-05 14:00:45 +08:00
EthanZhang
bdcd8aadde feat(chat): add Querit web search provider (#17813) 2026-08-05 09:54:46 +08:00
Kevin Hu
fac40e5103 Refactor: Make wiki and web searchable. (#17789) 
### Summary

Refine wiki and web searchable.

Closes #17638
 2026-08-04 18:02:13 +08:00
Wang Qi
d236fc4437 Let agentic rag search honor metadata filter (#17731) 2026-08-04 10:35:21 +08:00
Kevin Hu
3f8a3dfcff Feat: Compilation benefit naive rag. (#17555) 
### Summary

Compilation benifit naive rag

---------

Co-authored-by: Yingfeng Zhang <yingfeng.zhang@gmail.com>
 2026-07-30 18:39:01 +08:00
Wang Qi
4592d06a67 Fix deepcopy the chat model (#17560) 2026-07-30 14:29:24 +08:00
Kevin Hu
06562cb03d Refactor: the tool usage in agent search progress (#17490) 
### Summary

Refactor: the tool usage in agent search progress
 2026-07-29 15:39:20 +08:00
Kevin Hu
f9e47ae0b9 Feat: More APIs for compiler list and deletion of compilation result. (#17425) 
### Summary

 More APIs for comliler list and deletion of compilation result.
 2026-07-27 20:11:18 +08:00
Kevin Hu
742837ce56 Feat: Add graph keyword search and fix dataset synthesizing issue. (#17342) 
### Summary

 Add graph keyword search and fix dataset synthesizing issue.
 2026-07-24 18:00:43 +08:00
euvre
f45f03a016 Add Go service/handler tests for API contract parity (#16905) 2026-07-20 20:02:41 +08:00
Kevin Hu
3da2425158 Feat: Add dataset_navigate to agentic searhc (#17052) 
### Summary

Add dataset_navigate tool to agentic search

---------

Co-authored-by: Yingfeng Zhang <yingfeng.zhang@gmail.com>
 2026-07-20 09:59:33 +08:00
Kevin Hu
d5d04ad639 Feat: compilation result navigation in agentic search (#17002) 
### Summary

Compilation result navigation in agentic search.
 2026-07-16 20:19:32 +08:00
Kevin Hu
454dea686e Feat: agentic search framework (#16859) 
### Summary

Agentic search

<img width="1149" height="1575" alt="image"
src="https://github.com/user-attachments/assets/bce9a3e7-0517-4fb2-80a2-5d2a81a4da78"
/>

---------

Co-authored-by: Yingfeng Zhang <yingfeng.zhang@gmail.com>
 2026-07-15 23:46:23 +08:00