feat(deploy): demo-artifact seeding for Hugging Face Space build + entrypoint

fix(demo): wire every showcase path end-to-end with auto-resolved artifacts

feat(researcher): DCE-MRI BBB permeability bridge + drug-dose adjuster

fix(mri): try weights_only=True first; fall back only for trusted module pickles

feat(eeg,frontend): EEG fusion-flow test + Streamlit EEG form + real-artifact sanity

feat(api): add POST /predict/eeg route (stub-able for demo)

feat(models): EEG classifier loader + predict (stub-able for hackathon demo)

feat(agents): retrieve_context corpus dispatch (reference vs clinical)

feat(rag): TF-IDF clinical retrieval with Turkish/English query expansion

feat(rag): clinical TF-IDF index loader with __main__.Chunk routing

feat(frontend): expose MRI_MODEL_KIND in MRI predict tab; 2D upload path

feat(api): dispatch /predict/mri via MRI_MODEL_KIND env var

feat(models): selector dispatch for volumetric vs 2D MRI models

feat(models): add 2D resnet18 4-class Alzheimer's MRI inference module

fix(fusion): correct logit-scale comment; top_disease=None on empty input

feat(agents): register run_fusion tool for multi-modal disease confidence

feat(api): add POST /fusion/predict route for multi-modal fusion

feat(fusion): add core multi-modal fuse() with per-disease attribution

feat(fusion): map modality predictions to per-disease signals

feat(fusion): add clinical-test signal normalisers (MMSE/MoCA/UPDRS/gait/age)

feat(fusion): add disease/modality weight registry

fix(fusion): drop unused protected_namespaces; pin tighter bound tests

feat(fusion): add pydantic data contract for multi-modal fusion

fix(agents/orchestrator): log dropped out-of-stage tool calls (was silent)

docs(agents/tools): TODO race on shared parquet output for concurrent /agent/run

feat(frontend/mri): expose target_shape as 3 number inputs (was hardcoded 64³)

fix(mri/model): warn when label_names length != model output dim (was silent override)

Add project files

feat(agents): live OpenRouter integration test (slow) + GET /diag/agent

feat(frontend): Agent tab with decision-trace expander

feat(api): POST /agent/run endpoint (orchestrator + RAG, stub-injectable)

fix(agents/tools): parameterize processed_dir + translate HTTPException → ValueError

feat(agents): orchestrator loop (function-calling + tool trace + max-steps gate)

fix(rag/ingest): drop print() in main() — INFO log already covers it (AGENTS.md §3)

feat(agents): Tool dataclass + registry + 4 tool wrappers (3 pipelines + RAG)

feat(rag): RAGRetriever (load + search → chunks with scores)

feat(rag): ingest CLI (markdown/PDF → chunks → FAISS) + sample KB fixtures

fix(rag/store): copy vectors before in-place normalize_L2 (no caller mutation)

feat(rag): FAISS inner-product store with chunk metadata + roundtrip

feat(rag): fastembed wrapper (Embedder, bge-small-en-v1.5, 384-dim)

feat(rag): paragraph-aware chunker (chunk_text)

feat(llm): user-question-driven prompt (language match + intent split)

chore(diag): add /diag/openrouter endpoint + sidebar button

docs(llm): add probe-date + 429-policy notes; fix chain capability order

feat(llm): refresh free-tier chain with verified-live OpenRouter IDs

feat(llm): classify 401 as fatal+actionable, 400 as skip-this-model

feat(llm): OpenRouter free-tier fallback chain (smartest → smallest)

fix(frontend): toast icon must be valid emoji, not ✓

fix(frontend): EEG default path points at fixture (HF container has no data/raw/eeg.fif)

feat(frontend): premium motion layer — Apple HIG / Netflix transitions