Lightspeed Stack version 0.6.0

What's Changed

• LCORE-1608: improve docstrings in LCORE repository by @tisnik in #1444
• LCORE-1632 Feature design process: improvements by @max-svistunov in #1445
• LCORE-716: Refactor duplicate integration/endpoints tests to parameterized tests by @anik120 in #1394
• LCORE-1608: Updated docstrings in auth unit tests by @tisnik in #1448
• LCORE-870: Add AWS Bedrock inference provider support by @are-ces in #1449
• LCORE-1714: proper markers for asyncio tests by @tisnik in #1451
• LCORE-1441: Updated dependencies by @tisnik in #1452
• LCORE-1441: Update Konflux deps by @tisnik in #1453
• LCORE-1609: Improved docstrings in scripts by @tisnik in #1454
• LCORE-1692: Fixed CVE in AIOHTTP package by @tisnik in #1455
• LCORE-1441: Updated deps by @tisnik in #1456
• LCORE-1608: improved docstrings in unit tests by @tisnik in #1457
• chore(deps): update konflux references by @red-hat-konflux-kflux-prd-rh02[bot] in #1450
• LCORE-1608: more fixes of docstrings in unit tests by @tisnik in #1460
• LCORE-1596: Branching graphs by @tisnik in #1461
• RSPEED-2809: Add shield moderation to rlsapi_v1 /infer endpoint by @major in #1462
• LCORE-1441: Updated Konflux dependencies by @tisnik in #1464
• LCORE-1607: specific rules to ignore types by @tisnik in #1465
• LCORE-1715: Fixes in LiteLLM package by @tisnik in #1466
• LCORE-1472: use single config set by @radofuchs in #1467
• RSPEED-2809: Reduce infer_endpoint cyclomatic complexity by @major in #1463
• RSPEED-2820: add rlsapi_v1 config section with quota enforcement by @major in #1469
• LCORE-1356: Updated config docs by @tisnik in #1470
• LCORE-1566: Update llama stack to 0.6.0 by @jrobertboos in #1396
• LCORE-1356: Updated OpenAPI schema by @tisnik in #1472
• LCORE-1472: fix llama hostname in tests by @radofuchs in #1474
• LCORE-1441: Fixed Maturin version by @tisnik in #1476
• LCORE-1633 Apply server-side system prompt resolution to /responses endpoint by @r0x0d in #1446
• LCORE-1718: Fixed CVE in LiteLLM by @tisnik in #1477
• RSPEED-2827: validate model exists before rlsapi_v1 inference by @major in #1471
• LCORE-1614: Fix tests on konflux by @radofuchs in #1458
• LCORE-1605: Commented CodeRabbitAI configuration by @tisnik in #1478
• LCORE-1730: CodeRabbitAI demo by @tisnik in #1479
• LCORE-1730: Link to demos by @tisnik in #1480
• LCORE-716: integration tests for conversation management endpoints by @anik120 in #1362
• Update Konflux references by @red-hat-konflux-kflux-prd-rh02[bot] in #1481
• LCORE-1348: Regenerated OpenAPI doc by @tisnik in #1486
• LCORE-607: Info about PR sizes in Contributing guide by @tisnik in #1485
• LCORE-1348: better docstrings for REST API endpoints by @tisnik in #1487
• LCORE-1441: Updated deps by @tisnik in #1488
• LCORE-1441: Updated deps by @tisnik in #1489
• LCORE-1348: better docstrings for REST API endpoints, part 2 by @tisnik in #1491
• LCORE-1348: field description for models by @tisnik in #1493
• LCORE-1441: Konflux: a2a SDK bump-up by @tisnik in #1494
• LCORE-1472: test structure update by @radofuchs in #1490
• LCORE-1617 Centralize Llama Stack Vector Store by @JslYoon in #1473
• LCORE-1610: Update dependencies by @tisnik in #1497
• LCORE-1472: Lcore 1472 improve ci time by @radofuchs in #1498
• LCORE-1472: Add e2e retriy capability by @radofuchs in #1500
• LCORE-1819: Fixed Markdown format by @tisnik in #1501
• LCORE-1821: Fixed Markdown by @tisnik in #1503
• LCORE-1841: Stub for LnL 2026 by @tisnik in #1506
• LCORE-1841: Added link to demo - LnL by @tisnik in #1507
• LCORE-1616 /v1/responses support for MCP tool merging (goose agent support) by @dprince in #1435
• LCORE-1348: Updated OpenAPI schema by @tisnik in #1508
• RSPEED-2857: Fix rlsapi Splunk telemetry reporting total_llm_tokens as zero by @major in #1502
• LCORE-1592: the stub by @tisnik in #1509
• LCORE-1596: Added links to all Jiras by @tisnik in #1513
• LCORE-1592: Design doc by @tisnik in #1522
• RSPEED-2875: bump /v1/infer question limit to 32KB and add /v1/responses body size validator by @Lifto in #1510
• LCORE-1882: Fixed CVE in Authlib by @tisnik in #1527
• LCORE-1883: bump-up PyPDF for Konflux build by @tisnik in #1528
• LCORE-1891: Try to use final types in constants by @tisnik in #1529
• LCORE-1890: Bump-up sentence transformers by @tisnik in #1531
• LCORE-1891: use final types in constants by @tisnik in #1533
• LCORE-1761: Pillow fix by @tisnik in #1535
• LCORE-1881: Fixes CVE in authlib by @tisnik in #1536
• LCORE-1888: Fixed CVE in python-multipart package by @tisnik in #1539
• LCORE-1891: Fixed problems in index.md by @tisnik in #1540
• LCORE-1472: remove unnecessary steps by @radofuchs in #1538
• LCORE-1931: Fixed issues in test_vector_store_request.py by @tisnik in #1542
• LCORE-1849: Fail test if expected model is not in the connectivity ch… by @radofuchs in #1541
• LCORE-1877: Added Prompts API by @asimurka in #1526
• LCORE-1346: Updated OpenAPI spec by @tisnik in #1545
• LCORE-1880: Refactor of 413 response by @asimurka in #1543
• LCORE-1346: Updated list of REST API endpoints by @tisnik in #1547
• LCORE-1836: Prompt REST API endpoints documentation by @tisnik in #1549
• RSPEED-2867: Extract RH identity context to shared utility by @major in #1548
• RSPEED-2867: Add ResponsesEventData format and builder by @major in #1550
• RSPEED-2885: filter internal details from /v1/responses stream by @Lifto in #1524
• LCORE-1880: Refactor of FileTooLarge responses by @asimurka in #1546
• LCORE-1880: Refactor of 401 response by @asimurka in #1544
• LCORE-1931: Use HttpUrl instead of plain string by @tisnik in #1552
• LCORE-1610: Bump-up deps by @tisnik in #1553
• LCORE-1880: Refactor 400 response by @asimurka in #1554
• LCORE-1592: Added link to epics and stories created by @tisnik in #1555
• LCORE-1953: Added checks for None scores by @tisnik in #1556
• RSPEED-2867: Add Splunk HEC telemetry to responses endpoint by @major in #1551
• LCORE-1954: Fixed missing arguments to MCP in unit tests by @tisnik in #1557
• LCORE-1583: Add safety_identifier into internal ResponsesApiParams model by @asimurka in #1558
• LCORE-1955: Fixed issues in BYOK integration tests by @tisnik in #1559
• LCORE-1375: Optional types in integration tests by @tisnik in #1564
• LCORE-1589: Human-in-the-Loop Spike by @jrobertboos in #1459
• LCORE-1375: use Optional type hint across sources by @tisnik in #1568
• Removed unused function to validate conversation ownership by @tisnik in #1569
• LCORE-1392: Update of providers artefact by @asimurka in #1570
• LCORE-1931: Minor fix by @tisnik in #1571
• LCORE-1610: Update Cachetools by @tisnik in #1574
• LCORE-1880: Refactor of 503 responses by @asimurka in #1572
• LCORE-1463: Fixed MCP E2E Tests by @jrobertboos in #1560
• LCORE-1957: Removed dev-tools/mcp-server by @jrobertboos in #1562
• LCORE-1429: Added configurable search mode option for solr provider by @asimurka in #1511
• [nit] Removed unused directory by @tisnik in #1575
• docs: fix 'should be pass' -> 'should be passed' across endpoints + openapi by @MukundaKatta in #1576
• LCORE-1583: Allowed passthrough attributes in responses by @asimurka in #1483
• LCORE-1880: Simplify providers model by @asimurka in #1577
• LCORE-1841: Added images to presentation by @tisnik in #1578
• LCORE-1891: All identifiers in constants.py are real constants by @tisnik in #1579
• RSPEED-2885: sanitize model and MCP output in all response paths by @Lifto in #1563
• Fix OKP Solr RAG URL enrichment by @mwcz in #1561
• RSPEED-2928: Add optional Sentry error tracking integration by @major in #1582
• LCORE-2039: Fixed LiteLLM CVE by @tisnik in #1585
• LCORE-1841: Updated arch diagram by @tisnik in #1587
• LCORE-1841: Demo deck: LCORE weak points for AI-driven agentic flow by @tisnik in #1586
• LCORE-2041: Fixed dependabot issues by @tisnik in #1588
• LCORE-2040: Fixed issue found by pyright by @tisnik in #1589
• LCORE-1841: More examples by @tisnik in #1590
• LCORE-2041: Trying to fix Dependabot issues by @tisnik in #1591
• LCORE-2038: fixed pyright issues in unit tests by @tisnik in #1594
• LCORE-1841: Final slides by @tisnik in #1595
• LCORE-2037: Fixed CVE in LiteLLM by @tisnik in #1592
• LCORE-1472: update wording in features by @radofuchs in #1599
• feat: add Action.RESPONSES for /responses endpoint authorization by @Lifto in #1600
• LCORE-2034: Refactored delete response models by @asimurka in #1597
• RSPEED-2934: fix /metrics endpoint returning 401 with skip_for_health_probes enabled by @major in #1606
• LCORE-1262: Use read-only and mutable request copies by @asimurka in #1593
• LCORE-974: Silenced Pyright warning by @tisnik in #1608
• LCORE-2046: Pattern match in types by @tisnik in #1607
• LCORE-2045: Updated Makefile targets for Ruff checker by @tisnik in #1609
• LCORE-1849: Get the providers e2e tests to run properly by @radofuchs in #1596
• chore(deps): update konflux references by @red-hat-konflux-kflux-prd-rh02[bot] in #1583
• LCORE-2034: Unify vector store api delete endpoints by @asimurka in #1610
• RSPEED-2941: fix REST API metrics when root_path is set by @major in #1614
• chore: updated the okp image pull url by @Jared-Sprague in #1621
• LCORE-1497: Fix RHOAI Prow e2e pipeline failures by @are-ces in #1613
• docs(okp): add RH_SERVER_OKP and change recommended OKP port to 8081 by @mwcz in #1623
• LCORE-974: Fixed test_responses.py by @tisnik in #1626
• LCORE-1375: Updated e2e test by @tisnik in #1625
• RSPEED-2849: add user_agent to ResponsesEventData for CLA/Goose differentiation by @Lifto in #1620
• RSPEED-2943: centralize metrics recording by @major in #1622
• RSPEED-2957: add endpoint label to LLM Prometheus metrics by @Lifto in #1624
• LCORE-1262: Use context data class in responses by @asimurka in #1612
• RSPEED-2943: add RLS API inference metrics by @major in #1642
• LCORE-1471 spike: BYOK PDF support by @max-svistunov in #1598
• RSPEED-2943: refactor endpoint path strings into centralized constants by @major in #1644
• LCORE-1594: Agent Skills feature breakdown by @jrobertboos in #1484
• LCORE-1958: Correct OpenAPI spec violations in docs/openapi.json, add OpenAPI linting to CI by @syedriko in #1565
• RSPEED-2959: Add default model availability check to readiness probe by @major in #1636
• LCORE-1880: Restructured error response models by @asimurka in #1629
• RSPEED-2975: log RH Identity request context by @major in #1647
• LCORE-2084: Explicit line length for Black by @tisnik in #1650
• LCORE-2085: Explicit line length for Ruff by @tisnik in #1651
• LCORE-2086: Regenerated devel documentation by @tisnik in #1652
• LCORE-2087: Fix misleading docstring by @tisnik in #1653
• LCORE-2088: Fixed grammar by @tisnik in #1654
• LCORE-2086: Regenerated configuration documentation by @tisnik in #1656
• LCORE-1610: Updated deps by @tisnik in #1658
• LCORE-2086: Updated devel documentation by @tisnik in #1655
• LCORE-2095: Replace ternary if with or operator by @tisnik in #1657
• LCORE-2097: Refactoring, added new Ruff rule by @tisnik in #1661
• LCORE-2098: Refactoring by @tisnik in #1662
• LCORE-1610: Updated dependencies by @tisnik in #1663
• LCORE-2099: Reformatted OKP docs by @tisnik in #1664
• LCORE-2100: fixed new type issue by @tisnik in #1665
• LCORE-2102: Proper return values by @tisnik in #1667
• LCORE-2103: Added missing type arguments by @tisnik in #1668
• LCORE-2104: Added missing type argument by @tisnik in #1669
• LCORE-2105: Improper type hints by @tisnik in #1670
• LCORE-2101: Added missing type arguments by @tisnik in #1666
• Update Konflux references by @red-hat-konflux-kflux-prd-rh02[bot] in #1660
• RSPEED-2974: add privacy-safe RLSAPI observability logs by @major in #1646
• LCORE-1610: Bump-up authlib [Konflux build] by @tisnik in #1675
• LCORE-1610: Updated dependencies by @tisnik in #1673
• LCORE-1610: Bump-up Azure core by @tisnik in #1677
• LCORE-2034: Replace deprecated success field by @asimurka in #1672
• LCORE-2106: better connection decorator with full type hints by @tisnik in #1678
• LCORE-1610: Bump-up deps by @tisnik in #1679
• LCORE-2110: ability to type check sources or tests selectively by @tisnik in #1680
• LCORE-2111: Type hints in a2a storage module by @tisnik in #1681
• LCORE-1880: Replaced successful responses and common models by @asimurka in #1676
• Added Sentry to Konflux build by @tisnik in #1682
• RSPEED-2978: refactor Responses API shared side effects by @major in #1649
• LCORE-1610: Bump-up cachetools [Konflux] by @tisnik in #1685
• LCORE-2035 konflux fix by @radofuchs in #1643
• LCORE-1610: Bump-up FastAPI [Konflux] by @tisnik in #1687
• LCORE-2120: Refactoring - use AuthTuple where appropriate by @tisnik in #1688
• LCORE-1983: Added e2e scenario for OpenTelemetry by @asimurka in #1683
• LCORE-1880: Split requests into multiple files by @asimurka in #1684
• Quick connectivity logs by @radofuchs in #1690
• LCORE-1610: Bump-up Transformers by @tisnik in #1689
• LCORE-1610: Bump-up Rich library by @tisnik in #1691
• LCORE-1610: Bump-up certify [Konflux] by @tisnik in #1692
• LCORE-1966: Fixed lxml's CVE by @tisnik in #1693
• LCORE-2042: Fix python-dotenv by @tisnik in #1697
• LCORE-1966: Removed lxml by @tisnik in #1699
• LCORE-2034: Unified mcp registration endpoints by @asimurka in #1627
• RSPEED-2943: add Responses API inference metrics by @major in #1641
• RSPEED-2997: extract Splunk telemetry from responses endpoint by @major in #1686
• LCORE-1497: Fix disruption flag not reset when Prow lightspeed restart restores llama-stack by @are-ces in #1628
• RSPEED-3017: use custom buckets for response duration histogram by @major in #1702
• LCORE-2167: Fixed type informations in utils by @tisnik in #1708
• LCORE-2137: Use Mypy 2.0 on CI by @tisnik in #1709
• LCORE-2165: Added missing type hint by @tisnik in #1706
• LCORE-2138: Fixed issues in probes.py by @tisnik in #1710
• LCORE-2166: Help type linter by @tisnik in #1707
• LCORE-2168: Unit test for reading wrong configuration by @tisnik in #1711
• LCORE-1610: Bump-up Authlib [Konflux] by @tisnik in #1712
• LCORE-1610: Bump-up dependencies by @tisnik in #1713
• LCORE-1610: Bump-up Azure core [Konflux] by @tisnik in #1716
• LCORE-2168: Refactored current test + added new ones by @tisnik in #1715
• LCORE-1653: Release metadata etc. by @tisnik in #1714
• LCORE-1653: Updated versions info by @tisnik in #1717
• LCORE-1610: Bump-up Starlette [Konflux] by @tisnik in #1719
• LCORE-1569 LCORE-1570: token estimation + compaction core modules by @max-svistunov in #1718
• LCORE-2141: Ability to run Mypy checks in parallel by @tisnik in #1722
• LCORE-2168: more unit tests for configuration loading by @tisnik in #1721
• LCORE-2126: Fixed CVE in python-multipart [Konflux] by @tisnik in #1723
• LCORE-2231: use Lightspeed Core Stack name consistently by @tisnik in #1724
• LCORE-1736 feature design process improvements by @max-svistunov in #1695
• LCORE-2235: feature design tooling improvements by @max-svistunov in #1725
• LCORE-2229: Bump-up service version to 0.6.0rc1 by @tisnik in #1726
• LCORE-1964: Work files used by Konflux infrastructure pollute the top level in LCORE repositories by @syedriko in #1727
• LCORE-2247: Move renovate.json to different location outside root by @tisnik in #1730
• LCORE-2229: Updated link to the proper tag by @tisnik in #1731
• LCORE-2168: more unit tests for configuration loading by @tisnik in #1732
• LCORE-1878: Update L&L slides by @are-ces in #1733
• LCORE- Update make target to only format src and test directories by @samdoran in #1728
• LCORE- Create a non-writeable directory instead of assuming a path exists on the test system by @samdoran in #1729
• LCORE-2247: Move dockerfiles out of root dir by @radofuchs in #1735
• LCORE-1723: Cross-Encoder Reranking for enhanced RAG by @Anxhela21 in #1566
• LCORE-1720: LCORE package release by @tisnik in #1738
• LCORE-2168: more unit tests for configuration loading by @tisnik in #1739
• LCORE-2118: Add Claude Code skill for Dependabot CVE triage by @are-ces in #1740
• LCORE-2035 Add the logic for updating proper run.yaml file in konflux by @radofuchs in #1741
• LCORE-1356: Updated configuration doc by @tisnik in #1745
• LCORE-2168: Finish config loaging (unit tests) by @tisnik in #1746
• LCORE-2260: Fixed TLS config unit tests, added new tests, enhanced negative test cases by @tisnik in #1748
• LCORE-1817: Update dependencies by @tisnik in #1747
• LCORE-2264: Unit tests for checking the model for a class PostgreSQLDatabaseConfiguration by @tisnik in #1749
• LCORE-1817: Update dependencies by @tisnik in #1750
• LCORE-2306: Fixed Konflux package list script by @tisnik in #1751
• LCORE-2249: CVE in urllib3 by @tisnik in #1753
• LCORE-622: ssl_mode in PostgreSQL configuration should contain just limited set of values by @tisnik in #1754
• LCORE-2251: Bump-up uv for hermetic build by @tisnik in #1757
• LCORE-1446: Add support for metadata filters in Solr vector search by @anik120 in #1581
• LCORE-2251: CVE-free uv for hermetic build by @tisnik in #1759
• LCORE-1231: pip for Konflux build by @tisnik in #1762
• LCORE-623: proper gss_encmode config type in PostgreSQL configuration by @tisnik in #1761
• LCORE-1817: Update dependencies by @tisnik in #1763
• LCORE-2140: Proper type hint (nit) by @tisnik in #1764
• Update Konflux references by @red-hat-konflux-kflux-prd-rh02[bot] in #1743
• LCORE-1275: Bump-up pip to 26.0 [dev] by @tisnik in #1767
• LCORE-1636: Updated versions info by @tisnik in #1768
• LCORE-2303: Bump-up pip to version 26.1 (incl. hermetic build setting) by @tisnik in #1769
• LCORE-2315: Fix CVE in idna by @tisnik in #1771
• RHOKP-1361: enable deep-linking using correct online and offline… by @Jared-Sprague in #1770
• LCORE-1652: Add release candidates versions by @tisnik in #1772
• LCORE-1872: Launch Llama Stack container via Makefile orchestration by @anik120 in #1760
• LCORE-1834: MCP Approval Configuration by @asimurka in #1773
• LCORE-2072: Add SkillsConfiguration model to config file by @anik120 in #1736
• LCORE-1861: config toggle for degraded mode by @tisnik in #1777
• LCORE-2077: Document Agent Skills feature by @are-ces in #1776
• LCORE-2035: Add logic for tunnel and interception proxies on konflux by @radofuchs in #1758
• LCORE-2318: Options to wait for Llama Stack by @tisnik in #1780
• LCORE-1858: degraded mode support by @tisnik in #1781
• LCORE-1817: Update dependencies by @tisnik in #1782
• LCORE-1880: Refactor of responses models dumping by @asimurka in #1645
• LCORE-1880: Reorganize models by @asimurka in #1694
• chore(deps): update konflux references by @red-hat-konflux-kflux-prd-rh02[bot] in #1778
• LCORE-2320: in-memory config unit tests by @tisnik in #1784
• LCORE-1838: Wire MCP require approval by @asimurka in #1774
• LCORE-2320: (nit) Optional type by @tisnik in #1783
• LCORE-1817: Updated dependencies by @tisnik in #1785
• LCORE-2324: Fixed Konflux script by @tisnik in #1789
• LCORE-1518: Skip model authentication against Azure by @asimurka in #1766
• LCORE-1817: Bump-up Cachetools [Konflux] by @tisnik in #1790
• LCORE-2334: use specific rule codes in type ignore comments by @tisnik in #1791
• LCORE-1817: Bump-up LiteLLM by @tisnik in #1792
• LCORE-2334: use specific rule codes by @tisnik in #1793
• LCORE-1817: Bump-up Certify [Konflux] by @tisnik in #1794
• LCORE-1856: Doc about degraded mode by @tisnik in #1797
• LCORE-1571: Extend conversation cache for compaction summaries by @max-svistunov in #1795
• LCORE-2079: added agent skills e2e feature file by @jrobertboos in #1742
• LCORE-836 spike: merge run.yaml into lightspeed-stack.yaml by @max-svistunov in #1580
• LCORE-694: add skip_for_health_probes support to jwk-token and api-key-token auth modules by @Jos-Jerus in #1788
• LCORE-836: spike-finalize — strip PoC evidence, fix spec placeholder by @max-svistunov in #1799
• LCORE-1817: Bump-up chardet [Konflux] by @tisnik in #1798
• LCORE-2011: Cryptography CVE fix by @tisnik in #1801
• LCORE-2334: use specific rule codes by @tisnik in #1803
• LCORE-1872: Fix llama-stack container startup issues by @anik120 in #1800
• RSPEED-3116: explicitly set type='mcp' on InputToolMCP constructions by @major in #1805
• LCORE-2011: Updated deps by @tisnik in #1808
• LCORE-1356: Regenerated doc by @tisnik in #1809
• LCORE-2356: update service version by @tisnik in #1810
• LCORE-2360: CVE-2026-48710 by @tisnik in #1811
• LCORE-1872: pass OKP/Solr environment variables to llama-stack container by @anik120 in #1807
• LCORE-2357: Updated version info by @tisnik in #1814
• LCORE-1956: prompts e2e tests by @radofuchs in #1813
• Update Konflux references by @red-hat-konflux-kflux-prd-rh02[bot] in #1820
• LCORE-2011: Updated deps by @tisnik in #1822
• LCORE-2011: Bump-up datasets by @tisnik in #1823
• LCORE-2086: Udated OpenAPI documentation by @tisnik in #1824
• LCORE-2086: Updated devel documentation by @tisnik in #1825
• LCORE-2011: Bump-up Konflux packages by @tisnik in #1826
• LCORE-2400: Unit tests for schema dumper by @tisnik in #1827
• LCORE-2297: quota handlers unit tests by @tisnik in #1829
• LCORE-2011: Updated dependencies by @tisnik in #1830
• LCORE-1333: Define max chunks to retrieve for RAG by @are-ces in #1765
• LCORE-2395: remove read-only mount for llama-stack config by @are-ces in #1815
• LCORE-2086: Cleanup root dir by @tisnik in #1833
• LCORE-2011: Updated Konflux deps by @tisnik in #1831
• LCORE-2011: Updated Konflux deps by @tisnik in #1832
• LCORE-2400: tests for exclusiveMinimum and anyOf by @tisnik in #1834
• LCORE-2295: Unit tests for quota limiter configuration model by @tisnik in #1835
• LCORE-2011: Bump-up OracleDB package [konflux] by @tisnik in #1837
• LCORE-2011: Bump-up AIOHTTP by @tisnik in #1836
• LCORE-1720: Description of the release process by @syedriko in #1737
• LCORE-1591: Observability for Lightspeed Core by @asimurka in #1482
• LCORE-2282: Normalize Vertex AI model IDs to workaround llama-stack 0.6.x bug by @anik120 in #1818
• LCORE-1037: Update the BYOK guide to use Lightspeed stack config instead of run.yaml by @are-ces in #1838
• LCORE-1869: Add graceful teardown and automatic cleanup for llama-stack container by @anik120 in #1802
• LCORE-2295: Quota limiter configuration unit tests by @tisnik in #1839
• LCORE-2296: quota scheduler config unit tests by @tisnik in #1840
• LCORE-2308: LlamaStack Pydantic AI Provider by @jrobertboos in #1806
• LCORE-2086: Reformat tables by @tisnik in #1841
• LCORE-1037: update BYOK and RAG guides to use lightspeed-stack config by @are-ces in #1842
• LCORE-2400: AnyOf clause transformation unit tests by @tisnik in #1847
• LCORE-2297: test quota handlers config by @tisnik in #1846
• LCORE-2011: Updated package list by @tisnik in #1848
• LCORE-2309: Added Pydantic AI Bridge by @jrobertboos in #1817
• LCORE-2311: Streaming models and serializers by @asimurka in #1812
• RSPEED-3082: add build-nudge-files annotation for cross-repo nudging by @Lifto in #1844
• LCORE-1874: Document LLS container startup, teardown, and customization options by @anik120 in #1845
• LCORE-2310: Refactor get topic summary utility by @asimurka in #1849
• LCORE-2310: Refactor source resolution utility by @asimurka in #1850
• RSPEED-3167: accept System identities with empty account_number by @major in #1851
• LCORE-2320: Minimal configuration dump unit tests by @tisnik in #1853
• LCORE-2400: Test handling empty values by @tisnik in #1852
• LCORE-2478: improved docstring in schema_dumper by @tisnik in #1860
• LCORE-2478: Basic token estimator benchmarks by @tisnik in #1861
• LCORE-2400: Unit test for dump_schema function by @tisnik in #1862
• LCORE-2011: Konflux dependencies by @tisnik in #1863
• LCORE-2086: Updated OpenAPI doc by @tisnik in #1864
• LCORE-2493: token estimator benchmark for data files and sources by @tisnik in #1868
• LCORE-2504: Added missing unit test by @tisnik in #1866
• LCORE-2240: Proper type ignores in unit tests by @tisnik in #1867
• LCORE-2310: Adding explicit TLS output checks by @asimurka in #1869
• ci: update PR title check with rhidp by @Jdubrick in #1873
• RHIDP-14000: update unit tests for shields by @Jdubrick in #1872
• LCORE-2310: Added tool processing module for pydantic-ai by @asimurka in #1855
• LCORE-1874: Document credential file permission issues in containers by @anik120 in #1876
• LCORE-2504: Updated configuration loading unit tests by @tisnik in #1879
• LCORE-2093: e2e test for PDF-built BYOK vector store + BYOK guide docs (LCORE-2094) by @max-svistunov in #1871
• LCORE-1572: Integrate conversation compaction into the query flow by @max-svistunov in #1796
• LCORE-2492: Use optional data types consistently by @tisnik in #1877
• LCORE-2493: token estimator benchmarks results by @tisnik in #1878
• LCORE-2012: Updated deps [Konflux] by @tisnik in #1881
• Red Hat Konflux kflux-prd-rh02 update lightspeed-stack-0-6 by @red-hat-konflux-kflux-prd-rh02[bot] in #1857
• RHIDP-14000: update feedback unit and e2e tests by @Jdubrick in #1875
• LCORE-2437: Support pgvector in byok_rag enrichment script by @are-ces in #1856
• LCORE-2493: benchmarks for tokenizing 100 lines sources by @tisnik in #1889
• LCORE-2493: Fixed data files opening and reading code by @tisnik in #1890
• LCORE-2086: Regenerated config doc by @tisnik in #1891
• LCORE-1388: Added uv_build as dev dependency by @tisnik in #1894
• LCORE-2310: Added non-streaming agent query utilities by @asimurka in #1880
• RHIDP-14000: update mcp and query interrupt tests by @Jdubrick in #1888
• CWFHEALTH-4934: add trusted-proxy authentication module by @willianrampazzo in #1887
• LCORE-1935: Fix the lightspeed-stack-0-6 Konflux component pipelines by @syedriko in #1884
• LCORE-2548: PR checker update: add CWFHEALTH JIRA component by @tisnik in #1899
• LCORE-1356: Updated config docs by @tisnik in #1897
• LCORE-2493: benchmarks for tokenizing 1000 lines sources by @tisnik in #1898
• RHIDP-14000: update tests for vector stores by @Jdubrick in #1912
• LCORE-2493: final touches for tokenizer benchmark by @tisnik in #1916
• LCORE-2311: Relocated stream serialization utilities by @asimurka in #1910
• LCORE-2011: Updated deps by @tisnik in #1917
• LCORE-2311: Relocated stream interruption utilities by @asimurka in #1918
• LCORE-2443: Simplify OKP RAG setup with git submodules and auto-enrichment by @anik120 in #1885
• LCORE- Only apply latest tag to container if it is the latest stable tag by @samdoran in #1921
• LCORE-2506: PyArrow CVE fix by @tisnik in #1920
• LCORE- Fold and strip tag value in build_image step by @samdoran in #1924
• LCORE-2011: PyArrow overrides [Konflux] by @tisnik in #1925
• LCORE-2572: Updated OpenAPI specification (1st part) by @tisnik in #1926
• LCORE-2572: Updated description for /providers, /shields and /rags endpoints. by @tisnik in #1927
• LCORE-2311: Added agent streaming query utils by @asimurka in #1919
• LCORE-1642: Branching model by @tisnik in #1928
• LCORE-1873: Add container lifecycle integration tests by @anik120 in #1914
• RHIDP-14000: add integration tests for /v1/responses endpoint by @Jdubrick in #1933
• LCORE-2499: prevent HF from downloading by @radofuchs in #1854
• LCORE-2248: LCORE version stored on only one place by @tisnik in #1935
• LCORE-2572: Up to date OpenAPI documentation for /config and health endpoints by @tisnik in #1934
• LCORE-1645: Contribution and branching documentation by @tisnik in #1937
• LCORE-2572: OpenAPI spec for a2a endpoints by @tisnik in #1938
• LCORE-2035- Add TLS fixes for konflux run by @radofuchs in #1929
• LCORE-2076: Wired agent skills into request flow by @asimurka in #1930
• LCORE-2311: Llama Stack Provider Fix by @jrobertboos in #1936
• LCORE-2076: Fix missing skills argument in streaming agent build by @asimurka in #1945
• LCORE-2631: Vulnerabilities in LCORE: graphs by @tisnik in #1943
• LCORE-2572: Minor fixes by @tisnik in #1944
• LCORE-1649: LTS flow by @tisnik in #1946
• LCORE-2310: Query agent run by @asimurka in #1865
• LCORE-2631: more vulnerability stat for LCORE and RAG-content repositories by @tisnik in #1949
• LCORE-2649: fixed types by @tisnik in #1952
• LCORE-2648: Updated types by @tisnik in #1951
• LCORE-2311: Streaming query agent stream events by @asimurka in #1870
• LCORE-1649: LTS process overview by @tisnik in #1950
• LCORE-1404: Config doc by @tisnik in #1956
• LCORE-1356: minor fixes in design document by @tisnik in #1957
• LCORE-2631: Final report by @tisnik in #1958
• LCORE-2631: Vulnerability report script by @tisnik in #1959
• LCORE-2012: Updated dependencies by @tisnik in #1960
• LCORE-2716: Bump-up PyPDF by @tisnik in #1964
• LCORE-2631: Vulnerability report script: Dependabot data processing part by @tisnik in #1961
• LCORE-1388: uv-build is llslib dependency by @tisnik in #1966
• LCORE-2863: Bump-up Pydantic settings by @tisnik in #1967
• LCORE-2419: bump-up uv by @tisnik in #1968
• LCORE-2503: Added ServiceAccount for rh_identity by @jrobertboos in #1942
• LCORE-2726: bump-up Starlette by @tisnik in #1970
• LCORE-1279: add unit tests for is_moderation_id and check_suid_prompt by @alessandralanz in #1932
• LCORE-2631: Vulnerability report - stat processing by @tisnik in #1973
• LCORE-1404: requests models documentation by @tisnik in #1974
• LCORE-2737: Bump-up tornado by @tisnik in #1975
• LCORE-2722: Bump-up python-mutlipart by @tisnik in #1976
• LCORE-2012: Updated deps by @tisnik in #1978
• LCORE-2012: Bump-up Torch to 2.9.1 by @tisnik in #1980
• LCORE-1859: Enhance /readiness endpoint with degraded mode reporting by @anik120 in #1947
• LCORE-2631: Better docstrings by @tisnik in #1986
• LCORE-1404: common models by @tisnik in #1987
• RHOAI 3.4 vulnerabilities by @tisnik in #1988
• LCORE-2336: Unified llama_stack.config schema + synthesizer by @max-svistunov in #1963
• LCORE-1857: Add metrics to track degraded mode startup state by @anik120 in #1985
• RHIDP-12952: persist interrupted conversation by @Jdubrick in #1971
• LCORE-2311: Fix Skills by @jrobertboos in #1972
• LCORE-2631: Plot graphs by @tisnik in #1994
• LCORE-1404: Updated config doc by @tisnik in #1993
• LCORE-1404: responses models documentation by @tisnik in #1995
• RSPEED-3293: remove dead retrieve_simple_response from rlsapi_v1 by @major in #1989
• RSPEED-3297: remove dead rlsapi_v1 error redactor by @major in #1990
• LCORE-1860: Add E2E tests for degraded mode startup scenarios by @anik120 in #1992
• LCORE-2418: Removing sort for merged RAG chunk list by @Anxhela21 in #1999
• Remove outdated Solr image comment by @Anxhela21 in #2000
• LCORE-1830: Implement Question Validity Safety Capability in Pydantic AI by @Jazzcort in #1913
• Fix OKP Guide Solr filter by version by @umago in #1997
• LCORE-2631: Generate graphs by @tisnik in #2003
• LCORE-1404: database and compaction models by @tisnik in #2004
• LCORE- Unify logging configuration and setup by @samdoran in #1703
• RSPEED-3313: inline single-use helpers and drop redundant None assignments in rlsapi_v1 by @major in #1996
• RHIDP-14062: update provider types for synthesizer by @Jdubrick in #2007
• LCORE-2808: Updated dependencies by @tisnik in #2015
• LCORE-2631: Generate HTML page with vulnerability report by @tisnik in #2010
• LCORE-1404: Updated docs config by @tisnik in #2016
• LCORE-1404: fixed paths by @tisnik in #2017
• LCORE-2809: Fix issue found by Pyright by @tisnik in #2018
• LCORE-2808: Updated dependencies by @tisnik in #2019
• LCORE-2661: Automatic conversation expiration: the stub by @tisnik in #2021
• LCORE-2852: no_tools affects skills by @jrobertboos in #2022
• LCORE-1613: RAG tool calls loop indefinitely by @arin-deloatch in #1998
• LCORE-1831: Implement Redaction Safety Capability in Pydantic AI by @arin-deloatch in #1915
• LCORE-2505: Add migration guide and deprecation notes for BYOK config refactoring by @are-ces in #1882
• LCORE-2341-unified mode feature files by @radofuchs in #2020
• LCORE-2853: skills impact /tools by @jrobertboos in #2024
• LCORE-1650: Added support request column to supported and unsupported versions by @tisnik in #2034
• LCORE-2861: Updated devel documentation by @tisnik in #2033
• LCORE-2858: Removed unused Pyright clause by @tisnik in #2036
• LCORE-1650: Fixed types in a script to generate OpenAPI schema by @tisnik in #2035
• LCORE-2661: Use cases + proposed solution by @tisnik in #2037
• LCORE-1724: Establish a reliable method for deploying RHEL AI instances in CI by @are-ces in #2028
• LCORE-1724: pin MAPT to v0.14.2, update RHEL AI provider docs by @are-ces in #2040
• LCORE-1724: remove old GitHub Actions RHEL AI e2e workflow by @are-ces in #2041
• LCORE-2080: Added E2E Steps for Agent Skills by @jrobertboos in #1941

New Contributors

• @r0x0d made their first contribution in #1446
• @dprince made their first contribution in #1435
• @MukundaKatta made their first contribution in #1576
• @Jared-Sprague made their first contribution in #1621
• @Jos-Jerus made their first contribution in #1788
• @willianrampazzo made their first contribution in #1887
• @alessandralanz made their first contribution in #1932
• @Jazzcort made their first contribution in #1913
• @arin-deloatch made their first contribution in #1998

Full Changelog: 0.5.0...0.6.0