v26.05.33

What's Changed

• Strip exposure layer: pure agent framework + model/agent observability (v26.05.33) by @ancongui in #259

Full Changelog: v26.05.32...v26.05.33

v26.05.32

Full Changelog: v26.05.31...v26.05.32

v26.05.31

Full Changelog: v26.05.30...v26.05.31

v26.05.30

Full Changelog: v26.05.29...v26.05.30

v26.05.29

What's Changed

• ci(deploy-mcp): split pre/prod environments by @miguelgfierro in #211
• docs(deploy): document pre/prod MCP environments by @miguelgfierro in #212
• feat(rag): tool-using corpus answer agent (reasoning strategy + reproducible traces) by @javier-alvarez in #187
• chore(deps): upgrade pydantic-ai 1.75 -> 1.99, drop mistralai git pin by @miguelgfierro in #213
• Hoist inline get_config imports in rest/app.py by @miguelgfierro in #215
• Extract _first_json_element helper in mcp/auth.py by @miguelgfierro in #216
• Speed up PR gate (shallow checkout, no coverage on PR) by @miguelgfierro in #217
• Cache uv resolver across PR-gate jobs by @miguelgfierro in #218
• Fix two TODOs in rag/agent.py (ledger failures + StructuredRetriever cloud path) by @miguelgfierro in #219
• docs(cost): point users at examples/cost_tracking.py for override pattern by @miguelgfierro in #221
• fix(tests): relax Q5 reasoning assertion to ordering-only by @miguelgfierro in #222
• refactor: lift inline imports to top of file by @miguelgfierro in #231
• feat(pipeline): cycles, Send fan-out, Mermaid/JSON export (#147 phase 2) by @miguelgfierro in #233
• feat(pipeline): Redis + Postgres checkpointer backends (#147 phase 3a) by @miguelgfierro in #234
• feat(pipeline): observability for state pipelines (#147 phase 3b) by @miguelgfierro in #235
• feat(pipeline): HITL Pause + AuditLog (#147 phase 3c) by @miguelgfierro in #236
• refactor(pipeline): collapse invoke() to single return path by @miguelgfierro in #240
• refactor(pipeline): share psycopg scaffolding between checkpoint and audit by @miguelgfierro in #241
• refactor(pipeline): drop sequence variable and resumed_completed duplicate by @miguelgfierro in #242
• fix(pipeline): assert result narrowed in invoke return path by @miguelgfierro in #243
• feat(examples): software_factory example; drop Postgres/Redis from framework by @miguelgfierro in #244
• feat(pipeline): PipelineEngine checkpoint, audit, and resume (#245 layer 1) by @miguelgfierro in #246
• feat(pipeline): unified EventHandler protocol (#245 layer 1B) by @miguelgfierro in #247
• feat(pipeline): branching as DAGEdge.condition (#245 layer 2) by @miguelgfierro in #248
• feat(pipeline): state as optional overlay on PipelineEngine (#245 layer 3) by @miguelgfierro in #249
• feat(pipeline): cycle-aware scheduler and topo-sort safety (#245 layer 4) by @miguelgfierro in #250
• feat(pipeline): Pause and Send in unified PipelineEngine (#245 layer 5) by @miguelgfierro in #251
• feat(pipeline): start_at kwarg for mid-pipeline entry (#245 layer 6) by @miguelgfierro in #252
• feat(pipeline): deprecate StatePipeline (#245 layer 7) by @miguelgfierro in #253
• fix(ci): satisfy stricter ruff rules on PR gate (#232) by @miguelgfierro in #254
• feat(pipeline): delete StatePipeline, unify on PipelineEngine (#245 layer 8) by @miguelgfierro in #255
• fix(example): software-factory pipeline imports PipelineEngine (post-#255) by @miguelgfierro in #256
• feat(pipeline): state-based PipelineBuilder — full #147 stack (phase 1+2+3a+3b+3c) by @miguelgfierro in #232
• Release v26.05.29 by @miguelgfierro in #258

Full Changelog: v26.05.21...v26.05.29

v26.05.21

What's Changed

• fix(rag): agentic SQL retriever with inspect loop by @javier-alvarez in #143
• feat(mcp): per-corpus capability tokens in Azure Key Vault by @javier-alvarez in #146
• fix(rag): expose blanks-as-zero mean alongside SQL AVG in inspect_table by @javier-alvarez in #156
• fix(rag): instruct answerer to preserve diacritics in non-English answers by @javier-alvarez in #164
• fix(rag): carry column units from schema through to the agent's answer by @javier-alvarez in #165
• Co-locate LocalBackend corpus state under CORPUS_ROOT (#170) by @javier-alvarez in #171
• Load .env in firefly-mcp-http CLI (local-dev only, Azure-safe) by @javier-alvarez in #169
• Fix SQL agent query-construction failures (#161, #162, #163) by @javier-alvarez in #166
• feat(observability): cost tracking redesign by @miguelgfierro in #155
• observability: Optional[float] resolve_cost + strict mode + per-call cost_unknown metric by @miguelgfierro in #176
• fix(prompt-cache): actually inject anthropic_cache_* into model_settings by @ancongui in #178
• Fix schema discovery returning empty schema on messy workbooks by @javier-alvarez in #173
• fix(usage): read cache_write_tokens from pydantic-ai Usage by @ancongui in #179
• observability: flatten cost subpackage to cost_resolvers.py by @miguelgfierro in #175
• feat(mcp): expose structured corpus tables via list_corpus_schemas + corpus_sql by @javier-alvarez in #182
• feat(prompt-cache): real OpenAI + Google wiring (was Anthropic-only) by @ancongui in #189
• fix(ci): fold corpus-search extra into dev to fix nightly by @miguelgfierro in #192
• chore: add .mcp.json.template and ignore .mcp.json by @miguelgfierro in #191
• fix(prompt-cache): Improvements by @miguelgfierro in #190
• chore: gitignore docs/superpowers/ by @miguelgfierro in #196
• feat(mcp): OAuth 2.0 / OIDC auth with App-Roles RBAC by @miguelgfierro in #180
• feat(corpus_rag): pluggable storage backend via CorpusBackendRegistry by @miguelgfierro in #197
• chore(docker): include corpus-search extra in runtime image by @miguelgfierro in #198
• chore(uv): regenerate lock to pick up azure-storage-blob by @miguelgfierro in #199
• fix(corpus_search): pin DefaultAzureCredential to MI client id by @miguelgfierro in #200
• fix(corpus_search): advertise api:// alias as OAuth resource by @miguelgfierro in #201
• feat(corpus_search): add static API-key auth path by @miguelgfierro in #203
• build(deps): bump idna from 3.13 to 3.15 by @dependabot[bot] in #204
• refactor(agents): smart routing with composable strategies (#149) by @miguelgfierro in #195
• refactor(delegation): split route() kwargs between decide and execute by @miguelgfierro in #205
• docs(delegation): document WeightedStrategy object-identity invariant by @miguelgfierro in #206
• refactor(delegation): simplifications across strategies by @miguelgfierro in #207
• style(delegation): metadata typing, helper banner, otel coercion note by @miguelgfierro in #208
• docs(examples): refresh delegation_strategies to show ranking, route(), and a combinator by @miguelgfierro in #209
• release: v26.05.21 by @miguelgfierro in #210

Full Changelog: v26.05.11...v26.05.21

v26.05.11

What's Changed

• move test_ledger.py into tests/unit/rag/ingest/ by @miguelgfierro in #110
• Add synthetic financial dataset to benchmark corpus by @miguelgfierro in #111
• feat: managed-SQLite storage layer (Local + Azure Blob backends) by @javier-alvarez in #112
• feat(mcp): list_corpora discovery tool + nightly e2e test by @javier-alvarez in #115
• feat(rag): unified structured + unstructured ingestion in corpus_search by @miguelgfierro in #108
• test(rag): switch test_e2e_real_llm to Azure OpenAI embeddings by @javier-alvarez in #119
• feat(rag): schema-aware structured ingestion (discover → review → ingest) — closes #117 by @javier-alvarez in #118
• fix(tools): let ModelRetry exceptions pass through BaseTool.execute by @ancongui in #126
• test(security): skip Entra ID tests when azure extra is missing by @ancongui in #127
• fix(rag): filter folder walks to tabular files for structured ingest by @javier-alvarez in #123
• chore(deps): bump langchain-core from 1.3.2 to 1.3.3 by @dependabot[bot] in #124
• feat(validation): RubricReviewer — rubric-based grader loop by @miguelgfierro in #130
• ci(nightly): fetch API keys from Key Vault via OIDC by @miguelgfierro in #120
• refactor: repo restructure — vendor code to examples, flat layout, knowledge_search rename by @miguelgfierro in #134
• chore(deps): bump urllib3 from 2.6.3 to 2.7.0 by @dependabot[bot] in #135
• chore: drop redundant version pins and ignore CLAUDE.md by @miguelgfierro in #136
• ci: drop missing storage-azure extra and bump deploy-mcp actions by @miguelgfierro in #137
• fix(benchmark): ingest only markdown files in retrieval corpus by @miguelgfierro in #140
• fix(mcp): move HTTP CLI into the package and repair Dockerfile (#138) by @miguelgfierro in #139
• docs(changelog): add 26.05.11 entry by @miguelgfierro in #142

Full Changelog: v26.05.05...v26.05.11

v26.05.05

What's Changed

• chore: clean up all duplicates and stale CHANGELOG entry by @ancongui in #99
• Add ContentSource Protocol, SharePointSource, and S3 stub by @miguelgfierro in #101
• build(deps): bump actions/github-script from 7 to 9 by @dependabot[bot] in #106
• Corpus search e2e + Azure Monitor / AppInsights wiring by @javier-alvarez in #102
• feat(deploy): Streamable-HTTP MCP entrypoint and Azure deployment by @miguelgfierro in #103
• release: 26.05.05 by @miguelgfierro in #109

Full Changelog: v26.04.30...v26.05.05

v26.04.30

What's Changed

• ci: only run on pull_request, drop push to main by @miguelgfierro in #80
• refactor(examples): drop _common.py, load API keys via python-dotenv by @miguelgfierro in #81
• feat(memory): add SQLiteStore for stdlib-backed local persistence by @miguelgfierro in #87
• feat: Refactor prompt template system — split system/user templates, YAML-based loading by @Kaysera in #85
• chore: reorganize tests by category and split PR-gate vs nightly by @miguelgfierro in #88
• build(deps-dev): update uv-build requirement from <0.10.0,>=0.9.5 to >=0.9.5,<0.12.0 by @dependabot[bot] in #64
• feat(exposure): add MCP server module + firefly-mcp CLI by @miguelgfierro in #93
• feat(security): add Entra ID token verification and OBO exchange by @miguelgfierro in #92
• test: align corpus_search/rag tests with tests/README taxonomy by @miguelgfierro in #96
• fix(tests): repair nightly perf benchmarks (asyncio + plain functions) by @miguelgfierro in #91
• feat(corpus_search): folder ingestion + hybrid search agent by @javier-alvarez in #82
• chore(release): v26.04.30 by @miguelgfierro in #94
• BUG FIX: install azure/mcp/rest extras in nightly test job by @miguelgfierro in #97
• ci(nightly): auto-create/comment tracking issue on failure by @miguelgfierro in #89
• feat(content): MarkdownChunker — structure-aware chunking with breadcrumb paths by @javier-alvarez in #95

New Contributors

• @Kaysera made their first contribution in #85
• @dependabot[bot] made their first contribution in #64

Full Changelog: v26.04.28...v26.04.30

v26.04.28

What's Changed

• feat: add embeddings module and vector store backends by @ancongui in #42
• docs: update README with embeddings and vector stores by @ancongui in #43
• chore: track uv.lock for reproducible installs by @javier-alvarez in #70
• Pre commit hooks by @miguelgfierro in #73
• docs: document Studio frontend build step for source installs by @javier-alvarez in #72
• refactor: rename fireflyframework-genai to fireflyframework-agentic by @miguelgfierro in #74
• refactor: extract studio into its own repository by @miguelgfierro in #75
• release: 26.04.28 by @miguelgfierro in #78
• ci: fix release workflow after studio extraction by @miguelgfierro in #79

New Contributors

• @javier-alvarez made their first contribution in #70
• @miguelgfierro made their first contribution in #73

Full Changelog: v26.02.07...v26.04.28