Update index.html

index.html

@@ -617,7 +617,7 @@
                   </div>
                   <pre class="mermaid text-sm">
 flowchart LR
-  U(["Clinician UI / EMR"]) -->|"q + patient context"| ORCH["Orchestrator (MAC)<br/>planning · policy checks · logging"]
+  U["Clinician UI / EMR"] -->|q + patient context| ORCH["Orchestrator (MAC)\nplanning · policy checks · logging"]
   ORCH --> QN["Query Normaliser"]
   ORCH --> RET["Evidence Retriever"]
   ORCH --> EMRS["EMR Summariser"]
@@ -625,14 +625,14 @@ flowchart LR
   ORCH --> SC["Safety Critic"]
 
   subgraph IR["Two-Stage Retrieval (Budgeted)"]
-    DENSE["Stage-1: Dense ANN (MedEmbed)"] --> CAND["Candidates (dense ∪ BM25)"]
-    BM25["Stage-1: Lexical (BM25)"] --> CAND
-    CAND --> RER["Stage-2: Long-context Reranker<br/>(LoRA-adapted, calibrated)"]
-    RER --> SEL["Policy-aware selection<br/>MMR + sufficiency constraints"]
+    DENSE["Stage 1: Dense ANN (MedEmbed)"] --> CAND["Candidates (dense OR BM25)"]
+    BM25["Stage 1: Lexical (BM25)"] --> CAND
+    CAND --> RER["Stage 2: Long-context Reranker\n(LoRA-adapted, calibrated)"]
+    RER --> SEL["Policy-aware selection\nMMR + sufficiency constraints"]
   end
 
   RET --> IR
-  SEL --> EVID["Evidence bundle M<br/>EMR + CPG + metadata"]
+  SEL --> EVID["Evidence bundle M\nEMR + CPG + metadata"]
 
   EMRS --> STATE["Clinical state summary"]
   GS --> ACTIONS["Guideline actions + contraindications"]
@@ -642,7 +642,7 @@ flowchart LR
   STATE --> FUSE
   ACTIONS --> FUSE
   FLAGS --> FUSE
-  FUSE --> OUT{{"Final answer + citations + cautions<br/>+ structured trace"}}
+  FUSE --> OUT["Final answer + citations + cautions\n+ structured trace"]
                   </pre>
                 </div>
 
@@ -709,23 +709,29 @@ flowchart LR
                   </div>
                   <pre class="mermaid text-sm">
 flowchart TB
-  Q(["Query q + patient context"]) --> O["MAC Orchestrator"]
+  Q["Query q + patient context"] --> O["MAC Orchestrator"]
+
   subgraph A["Specialised Probes"]
-    E["Exploration Agent<br/>(recall-normalised)"]
-    P["Policy Agent<br/>(guideline coverage)"]
-    S["Safety Agent<br/>(contraindications)"]
+    E["Exploration Agent\n(recall-normalised)"]
+    P["Policy Agent\n(guideline coverage)"]
+    S["Safety Agent\n(contraindications)"]
   end
+
   O --> E
   O --> P
   O --> S
-  E --> CE["Candidate set C_e + scores"]
-  P --> CP["Candidate set C_p + scores"]
-  S --> CS["Candidate set C_s + scores"]
-  CE --> U["Weighted union + re-rank<br/>ω_i · S_i(q,d)"]
+
+  E --> CE["Candidate C_e + scores"]
+  P --> CP["Candidate C_p + scores"]
+  S --> CS["Candidate C_s + scores"]
+
+  CE --> U["Weighted union + re-rank\nω_i · S_i(q,d)"]
   CP --> U
   CS --> U
-  U --> M["Meta-bundle M_MAC<br/>(token budget B + sufficiency checks)"]
+
+  U --> M["Meta-bundle M_MAC\n(token budget B + sufficiency checks)"]
   M --> OUT["Evidence for synthesis + critique"]
+
                   </pre>
 
                   <div class="mt-5 grid md:grid-cols-2 gap-4">
@@ -761,6 +767,7 @@ sequenceDiagram
   participant GL as Guideline Synthesiser
   participant SC as Safety Critic
   participant L as LLM (Distilled 7B)
+
   C->>O: query + patient context
   O->>QN: normalise + expand probes
   QN-->>O: canonical query
@@ -769,6 +776,7 @@ sequenceDiagram
   O->>EMR: build clinical state summary
   O->>GL: extract actions + contraindications
   O->>SC: check evidence sufficiency + safety
+
   alt Insufficient evidence
     SC-->>O: retrieve-more / clarify request
     O-->>C: request clarification / expand search