Commit graph

768 commits

Author SHA1 Message Date
Yiorgis Gozadinos
82fd10e0ee
Migrate LanceDB to native async API
Convert all LanceDB operations from sync calls wrapped in async
functions to the native async API (connect_async, AsyncConnection,
AsyncTable, AsyncQuery). Database I/O no longer blocks the event loop.

- Store and HaikuRAG use async context managers (async with). Store
  initialization is deferred to __aenter__; direct construction
  without async with is no longer supported.
- Index creation uses config objects (FTS, BTree, IvfPq) instead of
  string-based index_type parameter.
- Upgrade callbacks are async.
- HaikuRAG tracks background vacuum tasks and awaits them in __aexit__
  and before destructive rebuild operations to avoid races with
  concurrent table mutations.
- temp_db_path fixture uses pytest's tmp_path for reliable async
  cleanup.
2026-04-24 14:42:52 +03:00
Yiorgis Gozadinos
cb9360ef7b
fix chat TUI citation rendering after state flattening 2026-04-24 13:48:57 +03:00
Yiorgis Gozadinos
ae2b8461be
flatten skill state citations from list[list[str]] to list[str] 2026-04-22 16:50:13 +03:00
Yiorgis Gozadinos
206c4ffcf2
address review: top-level AnalysisRunDeps import, asserts, e2e tests
- Move AnalysisRunDeps to the module-level import in _tools.py.
- Swap the RuntimeError guards in _require_rag and execute_code for
  plain asserts with the same diagnostic messages. Apply the same
  treatment to the ty-reachability guard in Sandbox._ensure_initialized.
- Add end-to-end lifespan tests for both skills that drive _run_skill
  with TestModel, covering the sub-agent entry path that the existing
  tool-level tests bypass.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
2026-04-22 15:04:24 +03:00
Yiorgis Gozadinos
9067b89d2f
fix convert() misreading text content that starts with a URL 2026-04-22 14:47:23 +03:00
Yiorgis Gozadinos
f0016ebcd2
scope citations, searches, and executions to the current invocation 2026-04-22 13:53:39 +03:00
Yiorgis Gozadinos
4a9dd9b49a
persist sandbox variables across execute_code calls within one invocation 2026-04-22 13:30:38 +03:00
Yiorgis Gozadinos
4e9c02afc2
open one HaikuRAG client per skill invocation via lifespan 2026-04-22 13:13:42 +03:00
Yiorgis Gozadinos
8e555ab76f
Improve coverage 2026-04-20 15:45:27 +03:00
Yiorgis Gozadinos
eb4e1721ce
remove dead code, add tool descriptions in frontend, update changelog 2026-04-20 15:38:17 +03:00
Yiorgis Gozadinos
ff8ad0879c
fix context expansion: respect section boundaries, remove max_context_items 2026-04-20 15:18:16 +03:00
Yiorgis Gozadinos
4d75943df5
use MontyRepl for persistent variables across execute_code calls 2026-04-20 10:47:50 +03:00
Yiorgis Gozadinos
68a9f191d2
Remove documents from state, fix tests 2026-04-20 09:48:18 +03:00
Yiorgis Gozadinos
d52f453c44
flatten skill architecture: replace ask/analyze/research with direct tools 2026-04-17 18:35:17 +03:00
Yiorgis Gozadinos
7d98d0ec57
add citation support to analysis agent 2026-04-17 18:35:16 +03:00
Yiorgis Gozadinos
aa4ce07dc9
remove filter parameter from analyze skill tool and clean up unused filter helpers 2026-04-17 18:35:16 +03:00
Yiorgis Gozadinos
2a0e89bbe7
add --skill flag to chat TUI for rag and analysis skills 2026-04-17 18:35:16 +03:00
Yiorgis Gozadinos
a45820dbf7
add document virtual filesystem to analysis sandbox
Replace get_document() and get_docling_document() with a VFS at
/documents/{id}/ with metadata.json (eager), content.txt (lazy),
and items.jsonl (lazy). Keep search(), list_documents() (now returns
all), and llm() as external functions.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-17 18:35:16 +03:00
Yiorgis Gozadinos
bacc21b38b
expose doc_item_refs and labels in sandbox search results 2026-04-17 18:35:16 +03:00
Yiorgis Gozadinos
4118533db1
fold context expansion into sandbox search and remove get_context 2026-04-17 18:35:16 +03:00
Yiorgis Gozadinos
44fd0c9906
add get_context() to analysis sandbox and improve prompt 2026-04-17 18:32:45 +03:00
Yiorgis Gozadinos
d2b3ba1b59
rename RLM agent to analysis throughout the codebase 2026-04-17 18:32:01 +03:00
Yiorgis Gozadinos
499a843a43
remove unused create_analysis_toolset and AnalysisResult 2026-04-17 18:32:01 +03:00
Yiorgis Gozadinos
a1181ff52d
extract get_database_stats and share it across info, inspector, and backend 2026-04-17 15:33:30 +03:00
Yiorgis Gozadinos
a0a9a3410b
info: report partial stats and pending migrations on pre-migration DBs 2026-04-17 14:00:03 +03:00
Yiorgis Gozadinos
d3c8ed62a8
preserve original chunk when expansion produces less content 2026-04-16 12:11:54 +03:00
Yiorgis Gozadinos
e2bac1e887
deduplicate escape_sql_string into utils 2026-04-16 12:11:53 +03:00
Yiorgis Gozadinos
39b9d0f683
Additional tests 2026-04-16 12:11:53 +03:00
Yiorgis Gozadinos
b6113bf8ab
replace fixed-radius expansion with section-bounded algorithm
Context expansion is now automatic and structure-aware. For structured
documents, expands within the section containing the match. For sections
that exceed the budget or are too small, expands item-by-item outward
skipping noise labels. Unstructured documents use budget-based outward
expansion. Results sorted by relevance score.
2026-04-16 12:11:53 +03:00
Yiorgis Gozadinos
364b1bc509
add document_items table for fast context expansion 2026-04-16 12:11:53 +03:00
Yiorgis Gozadinos
a51b922be3
fix skill analyze tool ignores state.document_filter 2026-04-09 15:29:20 +03:00
Yiorgis Gozadinos
99af4fe11d
fix skill list_documents tool ignores state.document_filter 2026-04-09 15:29:20 +03:00
Yiorgis Gozadinos
367accb814
Replace MinIO with SeaweedFS for S3 integration tests 2026-04-08 14:19:32 +03:00
Yiorgis Gozadinos
98641c24e4
S3 storage tests 2026-04-08 14:19:10 +03:00
Yiorgis Gozadinos
2522d46304
support remote storage in skill generator 2026-04-08 14:19:10 +03:00
Yiorgis Gozadinos
343bfd7199
guard app/UI filesystem checks for remote storage 2026-04-08 14:19:09 +03:00
Yiorgis Gozadinos
110accb8e7
Add ConnectionMode enum (LOCAL/CLOUD/OBJECT_STORAGE) and connect_lancedb() utility to support S3, GCS, Azure, and HDFS backends via storage_options. 2026-04-08 14:19:09 +03:00
Yiorgis Gozadinos
3fe953eccb
Minor fixes 2026-04-08 14:04:32 +03:00
Yiorgis Gozadinos
53445b8722
Add docling_pages column to DocumentRecord/Document for separate page image storage. 2026-04-08 14:04:32 +03:00
Yiorgis Gozadinos
b614ef19e1
switch compression from gzip to zstd, use stdlib for python >= 3.14 2026-04-08 14:04:32 +03:00
Yiorgis Gozadinos
f8db7fccb6
fix: apply config.prompts.domain_preamble in generated skills 2026-04-08 13:54:53 +03:00
Yiorgis Gozadinos
32258d4e2a
Add batching to embeddings for huge documents 2026-04-07 12:06:28 +03:00
Yiorgis Gozadinos
6fdb15e3b2
Add DocumentRepository.get_docling_data() for lazy loading docling in expand_context 2026-04-07 11:19:04 +03:00
Yiorgis Gozadinos
f2998ad0b5
add visualize_chunk test for multi-page chunks 2026-04-03 20:20:42 +03:00
Yiorgis Gozadinos
eb5db78026
clarify domain_preamble purpose 2026-04-01 13:13:52 +03:00
Yiorgis Gozadinos
c4c90b3930
Propagate domain_preamble to skill instructions and main agent preamble 2026-04-01 13:13:36 +03:00
Yiorgis Gozadinos
15d94bfe7f
replace UUIDs with readable identifiers in citation text 2026-04-01 11:44:17 +03:00
Yiorgis Gozadinos
ef6c69e9a8
Fix typos 2026-03-28 10:01:46 +02:00
Tres Seaver
c2745c987b
chore: linting 2026-03-27 14:23:55 -04:00
Tres Seaver
ed69bf4262
fix: include 'db_path'/'config' in 'extras'
fix: 'skills.rlm.create_skill' includes extras

Closes #329.
Closes #330.
2026-03-27 14:20:31 -04:00
Yiorgis Gozadinos
61a38fc0a9
Coverage for skill extras 2026-03-27 11:54:53 +02:00
Yiorgis Gozadinos
f4dd2dafc3
Use haiku.skills extras for passing utility functions 2026-03-27 11:31:10 +02:00
Yiorgis Gozadinos
a07a64a31f
enable repeat_table_header for self-contained table chunks and docling-serve parity 2026-03-26 14:02:12 +02:00
Yiorgis Gozadinos
a3a1ad9811
detect per-document failure status in docling-serve chunker 2026-03-26 14:02:11 +02:00
Yiorgis Gozadinos
1c9035ebb5
Add optional db_path and config params to generated skill create_skill() 2026-03-26 13:41:58 +02:00
Yiorgis Gozadinos
9d986421a0
add visualize_chunk to generated skills and built-in RAG skill 2026-03-26 11:41:22 +02:00
Yiorgis Gozadinos
ffc70be7b0
include SKILL.md and assets in generated skill package wheels. Add README to generated skills 2026-03-26 10:49:57 +02:00
Yiorgis Gozadinos
75b9a172cb
Minor fixes 2026-03-24 17:45:46 +02:00
Yiorgis Gozadinos
705ce80b4f
Allow all spec-compliant names 2026-03-24 17:27:56 +02:00
Yiorgis Gozadinos
7d50edea86
Fix validate_metadata layering and type annotations in _tools.py 2026-03-24 17:09:14 +02:00
Yiorgis Gozadinos
26da4a0624
Skill generator core 2026-03-24 15:44:24 +02:00
Yiorgis Gozadinos
aa9fdf051d
Remove support for structured output 2026-03-24 14:11:43 +02:00
Yiorgis Gozadinos
83ea6347b6
Fix CI failures: update tests for pydantic-ai 1.70.0 and FastMCP API changes 2026-03-24 14:02:03 +02:00
Yiorgis Gozadinos
5474465610
Fix mcp test 2026-03-24 13:36:14 +02:00
Yiorgis Gozadinos
ce320ca772
Update docling, docling-core and move to version 1.10.0 of DoclingDocument. 2026-03-23 17:34:06 +02:00
Yiorgis Gozadinos
fd327996b8
Configurable judge and reflect models for evaluations 2026-03-18 17:14:11 +02:00
Yiorgis Gozadinos
d4e34ab79f
Support for plantuml diagrams 2026-03-13 17:18:19 +02:00
Yiorgis Gozadinos
2c5128e5ba
Re-record rlm tests 2026-03-12 17:31:26 +02:00
Yiorgis Gozadinos
713e9087cc
Bump pydantic-monty to 0.0.8, remove regex external functions, update skill 2026-03-12 17:24:01 +02:00
Yiorgis Gozadinos
90fe624fa7
improve QA citation reliability via prompt and ID normalization 2026-03-12 11:50:46 +02:00
Yiorgis Gozadinos
b8c377da1e
Prevent read-only mode from creating tables in empty directories 2026-03-12 11:42:04 +02:00
Yiorgis Gozadinos
e2749ad2a6
Cap QA agent search iterations to reduce response time 2026-03-11 12:13:43 +02:00
Yiorgis Gozadinos
d460d553f3
Set repeat_table_header=False to match docling serve 2026-03-05 13:02:18 +02:00
Yiorgis Gozadinos
5e99b84308
Prevent HuggingFace network access during tests 2026-03-05 12:10:07 +02:00
Yiorgis Gozadinos
c7b03eb9ab
Strengthen weak assertions in context enhancement and converter tests
- Add doc_item_refs and headings assertions to test_expand_context_docling_merges_metadata
- Add page count and markdown content assertions to test_convert_pdf_with_ocr_engine

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-05 11:44:51 +02:00
Yiorgis Gozadinos
3c7d746d57
Strengthen search tests, remove redundant title test, relocate primary label test
- Strengthen test_search_returns_search_result with chunk_id, document_id, and
  non-empty labels assertions
- Remove test_chunks_include_document_title (subsumed by strengthened test) and
  its cassette
- Rename test_chunks_include_document_info to
  test_search_chunk_includes_document_provenance; add document_title is None
  assertion for untitled documents
- Move test_search_result_get_primary_label from test_context_enhancement.py to
  test_search.py; rename, remove unnecessary @pytest.mark.vcr() decorator

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-05 11:39:45 +02:00
Yiorgis Gozadinos
f73d4f4da9
Remove stale cassette, dead vcr_cassette_dir fixtures, and unnecessary VCR decorator 2026-03-05 11:36:22 +02:00
Yiorgis Gozadinos
28e90e5a87
Auto-detect structured output mode from model profile. Remove the structured_output config field from ModelConfig. 2026-03-04 14:51:09 +02:00
Yiorgis Gozadinos
fdd7c21757
Add configurable structured output mode (tool vs native) 2026-03-04 13:35:32 +02:00
Yiorgis Gozadinos
3f02abbc70
Expose skill state metadata as module-level API 2026-03-04 11:38:00 +02:00
Yiorgis Gozadinos
c9f63b9ab6
Re-record RLM vcrs 2026-03-03 16:59:35 +02:00
Yiorgis Gozadinos
034ee27daf
Use ToolOutput for structured output. 2026-03-03 16:14:45 +02:00
Yiorgis Gozadinos
1a3ea64aa6
Remove filter parameter from search and list_documents tools 2026-03-03 11:01:58 +02:00
Yiorgis Gozadinos
b5cb2852c4
Simplify _resolve_title() 2026-02-26 10:56:28 +02:00
Yiorgis Gozadinos
41f694d377
Better exception handling 2026-02-26 08:55:53 +02:00
Yiorgis Gozadinos
49f9843db3
add generate_title(), rebuild --title-only, and --title on add 2026-02-26 08:40:07 +02:00
Yiorgis Gozadinos
ae3469b282
add automatic title generation for documents 2026-02-25 17:12:24 +02:00
Yiorgis Gozadinos
6759a2e0a5
Give regex to monty as externals 2026-02-24 13:12:56 +02:00
Yiorgis Gozadinos
1ee9747551
Catch MontyRuntimeError from Monty() constructor 2026-02-24 12:11:20 +02:00
Yiorgis Gozadinos
459fdfca71
Add get_docling_document external function to sandbox 2026-02-24 11:51:43 +02:00
Yiorgis Gozadinos
d3c6322481
Simplify sandbox with run_monty_async, replace manual ThreadPoolExecutor start/resume loop 2026-02-24 11:35:39 +02:00
Yiorgis Gozadinos
454f12b319
Update coverage 2026-02-24 09:55:45 +02:00
Yiorgis Gozadinos
017712c9b1
Update prompts & docs. Remove docker sandbox workflow 2026-02-24 09:55:45 +02:00
Yiorgis Gozadinos
c61ded1271
Replace Docker sandbox with pydantic-monty 2026-02-24 09:55:40 +02:00
Yiorgis Gozadinos
d1fdbdeb21
Refactor MCP to use proper models, test 2026-02-20 17:39:02 +02:00
Yiorgis Gozadinos
69083c8cb4
Fix stale docs 2026-02-20 16:59:58 +02:00
Yiorgis Gozadinos
a1c09e1a47
Break apart RLM analysis as a separate skill 2026-02-20 16:37:15 +02:00
Yiorgis Gozadinos
37f28ea8de
Clean up stale references and dead code 2026-02-20 16:37:15 +02:00
Yiorgis Gozadinos
cb41f84615
Add tests 2026-02-20 16:36:51 +02:00
Yiorgis Gozadinos
eb9436eb2a
Remove unused conversational output mode from research graph 2026-02-20 16:36:50 +02:00
Yiorgis Gozadinos
c567842420
Rewire document filter 2026-02-20 16:36:50 +02:00
Yiorgis Gozadinos
696f8598eb
Remove get_session_context, handle it automatically in ask() 2026-02-20 16:36:49 +02:00
Yiorgis Gozadinos
a7850e2210
Assign stable index to citations. Use a strong prompt preamble for our app agents 2026-02-20 16:36:48 +02:00
Yiorgis Gozadinos
643ed20d6f
Rewrite chat TUI and app backend with haiku.skills 2026-02-20 16:36:48 +02:00
Yiorgis Gozadinos
8176103eb0
Remove agents/chat/ 2026-02-20 16:36:48 +02:00
Yiorgis Gozadinos
ed89ff0fc9
Simplify tools/ — remove AG-UI state machinery, keep core toolsets 2026-02-20 16:36:48 +02:00
Yiorgis Gozadinos
524647c501
Add unified RAG skill with session context and reuse existing tools; 2026-02-20 16:36:47 +02:00
Yiorgis Gozadinos
4855051936
Add research() to client and add haiku.skills dependency, remove --deep flag and simplify app 2026-02-20 16:36:47 +02:00
Yiorgis Gozadinos
1e8d29d938
test-cover download models 2026-02-19 14:14:07 +02:00
Yiorgis Gozadinos
a870052ee9
Fix coverage 2026-02-17 13:22:23 +02:00
Yiorgis Gozadinos
f4735667df
emit StateDeltaEvent with client-aware baseline 2026-02-17 12:24:09 +02:00
Yiorgis Gozadinos
9685bd533b
Expand ~ in paths 2026-02-16 17:21:35 +02:00
Yiorgis Gozadinos
7ff2123806
Introduce toolkit to reduce toolset creation ceremony 2026-02-16 11:51:02 +02:00
Yiorgis Gozadinos
72c8f6e1b1
Additional tests 2026-02-13 18:08:46 +02:00
Yiorgis Gozadinos
84c48e1541
Add preamble parameter to chat agent and citations_history to ChatSessionState 2026-02-13 16:59:21 +02:00
Yiorgis Gozadinos
969c64d106
Add citations_history to SessionState for unified citation rendering between search and ask 2026-02-13 16:21:50 +02:00
Yiorgis Gozadinos
c0ed93da2d
Expand tests 2026-02-13 14:34:24 +02:00
Yiorgis Gozadinos
b64d9721bb
Mark with pragma no cover areas that are just wiring. Consolidate tests and bring coverage to 100% 2026-02-13 11:56:37 +02:00
Yiorgis Gozadinos
5f6d9e9812
handle state_key duplication between deps and ToolContext 2026-02-13 10:23:12 +02:00
Yiorgis Gozadinos
a5b8e3be7e
Add AgentDeps and prepare_context for custom agent DX 2026-02-12 17:37:37 +02:00
Yiorgis Gozadinos
8f180f707b
Decouple QA toolset from chat agent, add ToolContext state methods 2026-02-12 17:27:47 +02:00
Yiorgis Gozadinos
0c6d73409d
Move SessionContext from agents/chat/state.py to tools/session.py, change QASessionState.session_context to use it 2026-02-12 17:13:01 +02:00
Yiorgis Gozadinos
05ebd781d4
Move client and tool_context from toolset factories to RunContext.deps 2026-02-12 15:50:46 +02:00
Yiorgis Gozadinos
58c2bd49ea
Clean up server vs client session setting priorities 2026-02-11 16:54:00 +02:00
Yiorgis Gozadinos
0434cd068b
Simplify TUI app 2026-02-11 15:10:50 +02:00
Yiorgis Gozadinos
9e63ff1ff7
Remove session_id from state layer, remove module-level caches 2026-02-11 14:55:53 +02:00
Yiorgis Gozadinos
d88f2f003a
Remove incoming_* fields, simplify delta computation 2026-02-11 14:31:37 +02:00
Yiorgis Gozadinos
d67df09cce
Introduce ToolContextCache 2026-02-11 14:18:26 +02:00
Yiorgis Gozadinos
c916356a42
Clean up toolset exports, simplify update_session_context(), fix health check 2026-02-11 12:46:50 +02:00
Yiorgis Gozadinos
87bcb7a5dc
Extract run_qa_core() from ask closure in QA toolset. Remove redundant tests and cassettes for OpenAI and Anthropic QA tools, as they are now tested in the core function tests. 2026-02-11 11:38:34 +02:00
Yiorgis Gozadinos
2cc4a8a88f
Fix VCR cassette 2026-02-10 18:01:13 +02:00
Yiorgis Gozadinos
a592a04031
Removed unused accumulator states 2026-02-10 16:15:30 +02:00
Yiorgis Gozadinos
cf4083d2d7
Add multi-turn integration test with initial context and summarization 2026-02-10 14:55:12 +02:00
Yiorgis Gozadinos
ce3c3e7ed5
Add feature-based chat agent & prompt composition 2026-02-10 14:38:14 +02:00
Yiorgis Gozadinos
da47e3e345
Unify get_typed() into get() with optional type parameter
Fix find_document regression
2026-02-10 14:38:14 +02:00
Yiorgis Gozadinos
0dd181356e
Update vcr 2026-02-10 14:38:14 +02:00
Yiorgis Gozadinos
bd3b26f78b
Extract get_session_filter helper, remove dead code and duplicate tests 2026-02-10 14:38:13 +02:00
Yiorgis Gozadinos
df57b0cf43
Remove SearchAgent & friends, consolidate duplicate models 2026-02-10 14:38:13 +02:00
Yiorgis Gozadinos
84b320765a
Fix analysis tool to use docker sandbox 2026-02-10 14:38:13 +02:00
Yiorgis Gozadinos
3ed9cbb7d3
Use the tools inside the chat agent. 2026-02-10 14:38:12 +02:00
Yiorgis Gozadinos
2be3389222
DocumentToolset, QAToolset, AnalysisToolset 2026-02-10 14:38:12 +02:00
Yiorgis Gozadinos
2f229f91e1
Create SearchToolset, refactor QA Agent to use it 2026-02-10 14:38:12 +02:00
Yiorgis Gozadinos
a3863882cd
Introduce tool module & ToolContext to save state 2026-02-10 14:38:12 +02:00
Yiorgis Gozadinos
a7b79c433d
TUI now generates a UUID session_id on mount and on chat clear 2026-02-10 14:21:22 +02:00
Yiorgis Gozadinos
d1a9439500
Fix session_id not persisting across AG-UI requests 2026-02-10 13:14:05 +02:00
Yiorgis Gozadinos
8c2a101a8a
Fix out-of-memory in list_documents by adding column projection 2026-02-06 14:11:36 +01:00
Yiorgis Gozadinos
20414ed959
Additional tests 2026-02-06 12:07:21 +01:00
Yiorgis Gozadinos
720f697a48
Cleanup 2026-02-06 12:07:21 +01:00
Yiorgis Gozadinos
f8ec511250
Return consolidated program from RLM agent instead of execution history 2026-02-06 12:07:20 +01:00
Yiorgis Gozadinos
dc83dde9ab
Make test_client_resolve_document not require embeddings 2026-02-06 12:07:20 +01:00
Yiorgis Gozadinos
122da834d7
Use resolve_document() 2026-02-06 12:07:19 +01:00
Yiorgis Gozadinos
764b62ee20
Fix tests 2026-02-06 12:07:19 +01:00
Yiorgis Gozadinos
b426827fc2
Docker-based sandbox. Reused within a single rlm() call for latency 2026-02-06 12:07:19 +01:00
Yiorgis Gozadinos
4241a4b09e
Security fixes for RLM. Fix type() builtin, AST validation for dict key access, sql injection 2026-02-06 12:07:19 +01:00
Yiorgis Gozadinos
fb6bbca124
Remove analyze tool from chat agent, not yet ready for integration 2026-02-06 12:07:19 +01:00
Yiorgis Gozadinos
9a480cee90
Return program in chat agent analyze; 2026-02-06 12:07:18 +01:00
Yiorgis Gozadinos
ed570633cd
Basic integration of RLM with chat agent 2026-02-06 12:07:18 +01:00
Yiorgis Gozadinos
198a8d5a88
Add pre-loaded documents support and improve RLM test coverage 2026-02-06 12:07:04 +01:00
Yiorgis Gozadinos
fa4d7731d7
Replace ask() with llm(). Add and document the programs written in tests 2026-02-06 12:07:03 +01:00
Yiorgis Gozadinos
5e7832a6ea
Fix REPL for docling document, add test 2026-02-06 12:07:03 +01:00
Yiorgis Gozadinos
5e5fc4a7d9
Integration tests for RLM 2026-02-06 12:07:03 +01:00
Yiorgis Gozadinos
b68b2393e9
Integrate with client, cli, app, mcp 2026-02-06 12:07:03 +01:00
Yiorgis Gozadinos
75de81accf
RLM agent 2026-02-06 12:07:03 +01:00
Yiorgis Gozadinos
ad416cac84
RLM sandbox environment 2026-02-06 12:07:02 +01:00
Yiorgis Gozadinos
b22ac33dde
Pass OCR options from conversion_options to docling-serve chunker 2026-02-03 11:34:46 +02:00
Yiorgis Gozadinos
ac76ecee86
Remove dead code from iterative research planning refactor 2026-01-31 10:51:34 +02:00
Yiorgis Gozadinos
57d5b1bde5
Simplify research planning: remove gather_context, always use planner 2026-01-30 22:32:08 +02:00
Yiorgis Gozadinos
109f770a2a
Refactor research graph to iterative planning approach 2026-01-30 20:46:29 +02:00
Yiorgis Gozadinos
77894b8c35
Clena citation handling now that we handle the total state 2026-01-29 12:12:48 +02:00
Yiorgis Gozadinos
202df368a0
TUI now syncs full session state from AG-UI events 2026-01-29 12:05:46 +02:00
Yiorgis Gozadinos
cbd94f6cc9
Always use state deltas instead of conditional snapshot/delta logic 2026-01-28 17:03:18 +02:00
Yiorgis Gozadinos
57fd08d600
Revert "Synthesis steps now select only relevant citations instead of including all" 2026-01-28 16:00:27 +02:00
Yiorgis Gozadinos
e2158c7dad
Handle snapshot deltas in TUI 2026-01-28 15:23:56 +02:00
Yiorgis Gozadinos
3741274c6c
Update ty and fix 2026-01-28 14:24:16 +02:00
Yiorgis Gozadinos
639accc923
Update tests for state deltas 2026-01-28 14:19:42 +02:00
Yiorgis Gozadinos
c27dde2497
Send state deltas updates instead of full state snapshots 2026-01-28 14:06:29 +02:00
Yiorgis Gozadinos
1bc2b5f05a
Add vcr test 2026-01-27 17:28:50 +02:00
Yiorgis Gozadinos
5bfd6db984
Test count_documents 2026-01-27 17:17:05 +02:00
Yiorgis Gozadinos
cca03dbe61
Give the conversational agent a list documents and a summarize tools 2026-01-27 16:39:48 +02:00
Yiorgis Gozadinos
8a587ec554
Synthesis steps now select only relevant citations instead of including all 2026-01-27 15:56:29 +02:00
Yiorgis Gozadinos
09aa94bfe5
Fix datetime JSON serialization in AG-UI StateSnapshotEvent 2026-01-27 11:05:01 +02:00
Yiorgis Gozadinos
ee3cb5bd87
Allow initial_context to be set for the chat agent 2026-01-27 10:38:18 +02:00
Yiorgis Gozadinos
6f9bc369dc
Improve coverage 2026-01-26 16:43:12 +02:00
Yiorgis Gozadinos
5976cebe8c
Concolidate tests 2026-01-26 16:43:12 +02:00
Yiorgis Gozadinos
9ce711db29
Update tests 2026-01-26 16:43:11 +02:00
Yiorgis Gozadinos
a7d7a09c22
Integrate recall functionality into ask tool 2026-01-26 16:43:11 +02:00
Yiorgis Gozadinos
7835509213
Fix tui test that still wanted to use shortcuts 2026-01-26 16:43:11 +02:00
Yiorgis Gozadinos
77647b08bc
Recall tool in chat agent 2026-01-26 16:42:41 +02:00
Yiorgis Gozadinos
8f35033a42
Update search(), ask() to use get_or_assign_index() 2026-01-26 16:42:41 +02:00
Yiorgis Gozadinos
30e9ff3038
Use session document filter in agent, combine with document name filter if necessary 2026-01-26 16:42:40 +02:00
Yiorgis Gozadinos
5b14038dc5
Add document_filter to ChatSessionState for session-level filtering 2026-01-26 16:42:40 +02:00
Yiorgis Gozadinos
0f0c3a076f
minor fixes 2026-01-26 16:42:39 +02:00
Yiorgis Gozadinos
ff92ee8271
Skip gather_context when session context exists 2026-01-26 16:42:39 +02:00
Yiorgis Gozadinos
5aabae4d06
Remove background_context & simplify 2026-01-26 16:42:39 +02:00
Yiorgis Gozadinos
9d71ccb213
Move session context to agent, make AGUI work 2026-01-26 16:42:39 +02:00
Yiorgis Gozadinos
93737852a8
Use previous context in summarization 2026-01-26 16:42:38 +02:00
Yiorgis Gozadinos
9ed8773672
Unify Citation class and context formatting between chat and research agents 2026-01-26 16:42:38 +02:00
Yiorgis Gozadinos
74eac57ffa
Remove qa_history ranking in favor of SessionContext, planner can skip searching if context adequate 2026-01-26 16:42:38 +02:00
Yiorgis Gozadinos
8441516a73
Tests, widget to show context in tui 2026-01-26 16:41:13 +02:00
Yiorgis Gozadinos
aaddf4a5a9
Dynamic session context to be used in the conversational agent 2026-01-26 16:41:12 +02:00
Yiorgis Gozadinos
b96e5a3be1
Additional prompts needing adapting. Missing cassettes. 2026-01-21 15:17:56 +02:00
Yiorgis Gozadinos
7f51c63ad7
Search results now show rank position instead of raw scores. Consolidate cassettes 2026-01-21 14:54:15 +02:00
Yiorgis Gozadinos
ce95dc47a5
Do not run coverage on download-models & code that requires integration tests 2026-01-21 11:09:35 +02:00
Yiorgis Gozadinos
36a675e1bb
Add jina, mxbai and sentence-transformers to download-models when used 2026-01-21 10:53:45 +02:00
Yiorgis Gozadinos
7ff014684a
Support for jina reranker, both local and API 2026-01-21 10:39:21 +02:00
Yiorgis Gozadinos
b8cf8f5198
Remove reranker cache 2026-01-20 17:26:24 +02:00
Yiorgis Gozadinos
62d35d2907
Add ocr_engine field to ConversionOptions 2026-01-20 13:41:43 +02:00
Yiorgis Gozadinos
f05159859c
Additional fixes to remove type ignores 2026-01-19 16:00:18 +02:00
Yiorgis Gozadinos
5e55c0df54
replace pyright with ty type checker 2026-01-19 15:50:14 +02:00
Yiorgis Gozadinos
f582552f6a
Add tests for migration scenarios 2026-01-19 14:12:51 +02:00
Yiorgis Gozadinos
8b2cc19288
Fix tests 2026-01-19 13:47:20 +02:00
Yiorgis Gozadinos
1316c89135
docs 2026-01-19 13:30:17 +02:00
Yiorgis Gozadinos
5464d24483
require explicit migrate command for database migrations 2026-01-19 13:22:09 +02:00
Yiorgis Gozadinos
bdfc6b87e7
Rename initial_context to background_context 2026-01-16 15:03:42 +02:00
Yiorgis Gozadinos
2054450142
ChatDeps implements StateHandler protocol for proper AG-UI state management 2026-01-16 15:03:41 +02:00
Yiorgis Gozadinos
18362f01c2
Pass context for CLI/app 2026-01-16 15:03:06 +02:00
Yiorgis Gozadinos
d82e1f95c1
Optimize context prompts 2026-01-16 15:03:05 +02:00
Yiorgis Gozadinos
dff489f75f
Add initial_context support to chat agent 2026-01-16 15:03:05 +02:00
Yiorgis Gozadinos
7639c2915e
Add AGUI_STATE_KEY for namespaced AG-UI state emission 2026-01-15 15:46:37 +02:00
Yiorgis Gozadinos
e0da58bb6c
Add tests for settings validation and app operations 2026-01-15 10:46:29 +02:00
Yiorgis Gozadinos
affffc1013
Extract get_package_versions() for info & modals 2026-01-14 18:24:41 +02:00
Yiorgis Gozadinos
fc1ea82cb1
Display on info pydantic-ai and docling-document schema version 2026-01-14 18:14:53 +02:00
Yiorgis Gozadinos
8bdfbe526c
Fix embed-only rebuild with changed vector dimensions
When a database was created with one embedding model and rebuild
--embed-only was run with a different model, it failed with a
vector dimension validation error.

- Store reads stored vector_dim when opening existing databases
- _rebuild_embed_only recreates chunks table to handle dimension changes
- Add test for rebuild with changed vector dimensions
2026-01-14 17:42:28 +02:00
Yiorgis Gozadinos
bff613b7dc
Better test coverage 2026-01-14 17:12:33 +02:00
Yiorgis Gozadinos
11f7f02262
Add option to namespace state key as a "feature" for ag-ui apps that maintain their own state 2026-01-14 14:21:08 +02:00
Yiorgis Gozadinos
929c29250e
Additional tests for page & picture images for local and docling-serve 2026-01-14 12:48:13 +02:00
Yiorgis Gozadinos
447e94c5db
Config options for generating page images 2026-01-14 11:55:08 +02:00
Yiorgis Gozadinos
98b3d114b3
Update to docling-document 1.9.0 2026-01-13 19:20:27 +02:00
Yiorgis Gozadinos
c9cbf04cc8
Reverted docling from 2.67.0 to 2.65.0 to use docling-document 1.8.0 2026-01-13 18:22:58 +02:00
Yiorgis Gozadinos
525e5f9831
Fix vaccum test 2026-01-13 11:55:04 +02:00
Yiorgis Gozadinos
6b3ff5ef1e
CLI app 2026-01-13 11:31:21 +02:00
Yiorgis Gozadinos
3e66d6b21d
Make qa list a FIFO with 50 max, keep a cache of embeddings 2026-01-12 17:02:23 +02:00
Yiorgis Gozadinos
ce326d80ff
Disable ocr in tests previously marked as integration 2026-01-12 16:19:25 +02:00
Yiorgis Gozadinos
52363639a6
Remove integration marker from tests that have vcr 2026-01-12 16:03:05 +02:00
Yiorgis Gozadinos
51836a1c55
Add tests for chat agent & friends 2026-01-12 16:00:07 +02:00
Yiorgis Gozadinos
e4a7d86348
Rank q/a history with respect to cosine similarity to new queries. Adapt the chat agent to only pass relevant q/as 2026-01-12 14:15:36 +02:00
Yiorgis Gozadinos
a9ed178a90
Research graph test cassette 2026-01-12 12:43:51 +02:00
Yiorgis Gozadinos
7cc561d1db
Refactor to make agents a top-level module. Bring in the conversational agent from the app 2026-01-12 12:37:08 +02:00
Yiorgis Gozadinos
bb61e8fab6
Remove custom AG-UI infrastructure in favor of pydantic-ai native support 2026-01-12 12:37:07 +02:00
Yiorgis Gozadinos
9c4fd08c47
Update client serialization for compressed docling documents 2026-01-11 09:23:56 +02:00
Yiorgis Gozadinos
afc5b02285
Update schema to store docling_document as compressed bytes
- Change DocumentRecord.docling_document_json (str) to docling_document (bytes)
- Use large_binary Arrow type (64-bit offsets) to avoid 2GB column limit
- Decompress in Document.get_docling_document() using gzip
- Update DocumentRepository field mappings
2026-01-10 15:17:27 +02:00
Yiorgis Gozadinos
face6f95bc
compression utils 2026-01-10 15:11:58 +02:00
Yiorgis Gozadinos
3603b00513
Fix base64 images leaking into expanded search results
PictureItem.export_to_markdown() defaults to ImageRefMode.EMBEDDED,
which embeds base64 image data. When _extract_item_text() called this
method during context expansion, base64 data would leak into results.

Now explicitly handles PictureItem with ImageRefMode.PLACEHOLDER to
prevent base64 while still including VLM descriptions and captions.
2026-01-08 18:42:58 +02:00
Yiorgis Gozadinos
1616891c40
Fix non-reasoning OpenAI models that do not support reasoning config 2026-01-07 18:47:31 +02:00
Yiorgis Gozadinos
f861664656
Extract shared DoclingServeClient for async workflow & use it for VLM support, chunking, converting 2026-01-07 11:09:23 +02:00
Yiorgis Gozadinos
3b7fd440cc
End-to-end test for VLM annotation 2026-01-07 11:09:23 +02:00
Yiorgis Gozadinos
769e0d4746
Update picture description prompt, move its config under prompts 2026-01-07 11:09:23 +02:00
Yiorgis Gozadinos
3c4116397d
Add VLM picture description support for image handling 2026-01-07 11:09:22 +02:00
Yiorgis Gozadinos
5b34b9ed0e
Track potentially more than one running step in agui emitter 2026-01-05 10:41:35 +02:00
Yiorgis Gozadinos
679d0bfafd
Merge pull request #212 from ggozad/feat/contextualize-fts
Add additional context (headers/sections etc) to the FTS index
2025-12-29 18:42:19 +02:00
Yiorgis Gozadinos
1dc40abab3
get_reranker() tests 2025-12-29 17:13:14 +02:00
Yiorgis Gozadinos
22f22d2181
Add vcr to tests 2025-12-29 14:59:15 +02:00
Yiorgis Gozadinos
c9cb005d07
Use FTS on contextualized text 2025-12-29 14:50:07 +02:00
Yiorgis Gozadinos
1609582c1f
Move cassettes to default location, add development.md to docs 2025-12-29 14:13:25 +02:00
Yiorgis Gozadinos
bfae711a17
Do not run test requiring docling OCR in CI 2025-12-29 13:44:57 +02:00
Yiorgis Gozadinos
1e9a10a235
Record cassettes for embedder, ignore huggingface while recording 2025-12-29 13:23:53 +02:00
Yiorgis Gozadinos
5844d07c5d
Add lint github action 2025-12-27 18:50:57 +02:00
Yiorgis Gozadinos
b64a2b08ee
Commit dataset for CI and github workflow 2025-12-26 19:30:26 +02:00
Yiorgis Gozadinos
0da8ba97c4
Docling-serve cassettes 2025-12-26 18:59:46 +02:00
Yiorgis Gozadinos
c3a3b4a5b4
Extended VCR cassette recording to embedder, client, research graph, and search filter tests 2025-12-26 18:53:17 +02:00
Yiorgis Gozadinos
4a82e47d03
Use cassette to record and reply llms in qa tests 2025-12-26 15:41:11 +02:00
Yiorgis Gozadinos
958fe43f2a
Remove vllm and lmstudio custom configs, they can now use the openai base 2025-12-26 12:02:55 +02:00
Yiorgis Gozadinos
3852e961b9
Update tests and client for explicit embed_query/embed_documents API 2025-12-26 11:26:56 +02:00
Yiorgis Gozadinos
13cc453e9d
Make tests ignore haiku.rag.yaml 2025-12-19 12:35:06 +02:00
Yiorgis Gozadinos
716cf420be
Tests for history 2025-12-19 12:03:19 +02:00
Yiorgis Gozadinos
1e5eebfbf0
Checkout version logic and datetime utils 2025-12-19 12:03:16 +02:00
Yiorgis Gozadinos
8c0adb47e1
Merge branch 'main' into feat/read-only-db 2025-12-19 12:01:36 +02:00
Yiorgis Gozadinos
090be293d2
Clarify folder mounts in docker docs, check monitor paths exist in FileWatcher 2025-12-19 11:58:08 +02:00
Yiorgis Gozadinos
98727ad080
Add global --read-only mode in CLI 2025-12-18 16:43:49 +02:00
Yiorgis Gozadinos
1a8f72f99a
Add is_read_only property to Store. Guard all write operations in repositories 2025-12-18 15:55:24 +02:00
Yiorgis Gozadinos
a1f5d944ba
Replace custom event classes with ag_ui.core types 2025-12-18 12:07:37 +02:00
Yiorgis Gozadinos
ff13be1210
Human-in-the-loop in ag-ui-example 2025-12-18 11:48:34 +02:00
Yiorgis Gozadinos
9818cac4eb
Fix agui tool call args being a json string 2025-12-18 11:48:34 +02:00
Yiorgis Gozadinos
218126de8d
Interactive research agent through AGUI client-side tool calls in CLI 2025-12-18 11:48:34 +02:00
Yiorgis Gozadinos
45de9bf0d5
Flatten graph structure, simplify 2025-12-18 11:41:57 +02:00
Yiorgis Gozadinos
f0a7abd953
Remove deep qa graph, everything now uses the simplified research graph 2025-12-18 11:41:10 +02:00
Yiorgis Gozadinos
50b7fb4461
Chunkers now set chunk.order directly 2025-12-18 11:35:48 +02:00
Yiorgis Gozadinos
3149552a61
Add 'plain' format and fallback for text conversion 2025-12-12 18:11:25 +02:00
Yiorgis Gozadinos
5c4799164c
Escape when getting by URI 2025-12-12 10:56:37 +02:00
Yiorgis Gozadinos
f25a949758
Fix tests 2025-12-11 16:05:49 +02:00
Yiorgis Gozadinos
448d00f9b2
Add pagination to chunk repo's get_by_document_id 2025-12-11 15:38:19 +02:00
Yiorgis Gozadinos
5f4f5f70f0
Search filter in qa & research graphs 2025-12-11 14:37:43 +02:00
Yiorgis Gozadinos
2161727716
Add auto_vacuum config option to control automatic vacuuming 2025-12-10 11:42:14 +02:00
Yiorgis Gozadinos
ed809759d5
Fix mxbai rerank default model 2025-12-10 11:39:33 +02:00
Yiorgis Gozadinos
68457f251e
Do not generate base64 images by default 2025-12-09 18:42:56 +02:00
Yiorgis Gozadinos
2e06cf5277
Delete unecessary tests 2025-12-09 18:33:13 +02:00
Yiorgis Gozadinos
156bba3359
Infinite scroll lazy load document list in inspector 2025-12-09 17:48:27 +02:00
Yiorgis Gozadinos
9e16e8dc98
Fix text_context_radius references 2025-12-09 17:42:18 +02:00
Yiorgis Gozadinos
802f058205
Move search related config under SearchConfig 2025-12-09 12:28:28 +02:00
Yiorgis Gozadinos
4da50873bd
Make search limit configurable 2025-12-09 11:46:43 +02:00
Yiorgis Gozadinos
a56e1ba67c
Simplify import_document, update_document 2025-12-08 18:19:12 +02:00
Yiorgis Gozadinos
06b4f6a224
Add format parameter for text-to-DoclingDocument conversion 2025-12-08 15:56:21 +02:00
Yiorgis Gozadinos
1b14a4643d
Remove unused bounding box calculations 2025-12-08 15:56:21 +02:00
Yiorgis Gozadinos
9a5f8e4368
Add type-aware context expansion for search results 2025-12-08 15:56:21 +02:00
Yiorgis Gozadinos
4f0f214f26
Remove unecessary tests, add no coverage pragmas where appropriate 2025-12-08 15:56:02 +02:00
Yiorgis Gozadinos
2572125804
Move embedding logic from ChunkRepository to client._ensure_chunks_embedded() 2025-12-08 15:56:02 +02:00
Yiorgis Gozadinos
e97d235c98
Unify update_document, update_document_fields 2025-12-08 15:56:02 +02:00
Yiorgis Gozadinos
16ba3a9962
Remove create_chunks_for_document from repositories 2025-12-08 15:56:01 +02:00
Yiorgis Gozadinos
17c7147a49
Remove pre-processor, no longer needed 2025-12-08 15:56:01 +02:00
Yiorgis Gozadinos
69b1afa534
Remove _create_and_chunk & _update_and_rechunk, keep storage independent of chunking 2025-12-08 15:55:31 +02:00