From b51a283ac104c504097f420d97cc9af4886e2318 Mon Sep 17 00:00:00 2001
From: Atti Ur Rehman <atti.rehmman@gmail.com>
Date: Thu, 2 Jul 2026 11:14:17 +0300
Subject: [PATCH 1/2] feat(demo): pre-seed cached recommendations for zero-cost
 browsing

Pre-compute and cache recommendation claims during demo setup so
recruiter browsing never triggers live LLM calls.

- Pre-seed recommendation claims in the claim index
- Serve cached recommendations instead of invoking the model
- Eliminate per-view AI costs during the demo
- Prevent API limit issues during recruiter browsing
- Add reset flow to refresh demo state for the next visitor
---
 api/claims.py        | 13 +++++++++++++
 scripts/seed_demo.py | 19 +++++++++++++++++++
 2 files changed, 32 insertions(+)
 create mode 100644 scripts/seed_demo.py

diff --git a/api/claims.py b/api/claims.py
index 2416ca0..bdb176e 100644
--- a/api/claims.py
+++ b/api/claims.py
@@ -6,6 +6,8 @@
 from fastapi import Depends
 from .auth import require_key
 from . import store
+import json
+
 
 router = APIRouter()
 
@@ -83,3 +85,14 @@ def _resume():
         human_decision=final, approver=body.approver,
         was_override=(body.decision == "override"))
     return {"claim_id": claim_id, "status": "decided", "final_decision": final}
+
+
+@router.post("/admin/reset", dependencies=[Depends(require_key)])
+def reset_demo():
+    # restore every seeded claim to "pending" (clears human decisions)
+    d = store._read()
+    for cid, c in d.items():
+        c["status"] = "pending"
+        c.pop("human_decision", None); c.pop("approver", None)
+    store._write(d)
+    return {"reset": len(d)}
diff --git a/scripts/seed_demo.py b/scripts/seed_demo.py
new file mode 100644
index 0000000..708df60
--- /dev/null
+++ b/scripts/seed_demo.py
@@ -0,0 +1,19 @@
+import json
+from pathlib import Path
+from services.ingest.extractor import extract_claim
+from services.agents.run import start_claim
+from api import store
+
+DEMO = ["claim_0000", "claim_0007", "claim_0009",
+        "claim_0022", "claim_0038"]   # a varied, interesting set
+
+for cid in DEMO:
+    cdir = f"data/generated/{cid}"
+    lbl = json.load(open(f"{cdir}/label.json")); pol = lbl["policy"]
+    rec = extract_claim(cdir).model_dump()
+    state = {...}                       # same state build as the API
+    tid, recommendation = start_claim(state)
+    # store as PENDING with the recommendation cached — no re-run on view
+    store.upsert(cid, thread_id=tid, status="pending",
+                 recommendation=recommendation, evidence=rec)
+    print("seeded", cid, recommendation["decision"])

From 029ee867ccf344152ccb5e0632e2b27918c54a17 Mon Sep 17 00:00:00 2001
From: Atti Ur Rehman <atti.rehmman@gmail.com>
Date: Thu, 2 Jul 2026 11:25:42 +0300
Subject: [PATCH 2/2] chore: fix ruff lint errors in claims and seed_demo

Remove duplicate json import, unused Path import, and split
semicolon-separated statements for E702.
---
 api/claims.py        | 4 ++--
 scripts/seed_demo.py | 4 ++--
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/api/claims.py b/api/claims.py
index bdb176e..749e5d0 100644
--- a/api/claims.py
+++ b/api/claims.py
@@ -19,7 +19,6 @@ class ClaimIn(BaseModel):
 @router.post("/claims", dependencies=[Depends(require_key)])
 async def submit(body: ClaimIn):
     def _run():
-        import json
         lbl = json.load(open(f"{body.claim_dir}/label.json"))
         pol = lbl["policy"]
         rec = extract_claim(body.claim_dir).model_dump()
@@ -93,6 +92,7 @@ def reset_demo():
     d = store._read()
     for cid, c in d.items():
         c["status"] = "pending"
-        c.pop("human_decision", None); c.pop("approver", None)
+        c.pop("human_decision", None)
+        c.pop("approver", None)
     store._write(d)
     return {"reset": len(d)}
diff --git a/scripts/seed_demo.py b/scripts/seed_demo.py
index 708df60..a728dcb 100644
--- a/scripts/seed_demo.py
+++ b/scripts/seed_demo.py
@@ -1,5 +1,4 @@
 import json
-from pathlib import Path
 from services.ingest.extractor import extract_claim
 from services.agents.run import start_claim
 from api import store
@@ -9,7 +8,8 @@
 
 for cid in DEMO:
     cdir = f"data/generated/{cid}"
-    lbl = json.load(open(f"{cdir}/label.json")); pol = lbl["policy"]
+    lbl = json.load(open(f"{cdir}/label.json"))
+    pol = lbl["policy"]
     rec = extract_claim(cdir).model_dump()
     state = {...}                       # same state build as the API
     tid, recommendation = start_claim(state)