diff --git a/pyproject.toml b/pyproject.toml
index 17c47da..53c7bda 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -8,11 +8,9 @@ version = "0.1.0"
 requires-python = ">=3.10"
 dependencies = [
   "pydantic>=2.7",
-  "pyyaml>=6.0",
   "fastapi>=0.115",
   "uvicorn>=0.30",
   "sqlalchemy>=2.0",
-  "psycopg[binary]>=3.1",
   "passlib[bcrypt]>=1.7",
   "python-jose[cryptography]>=3.3"
 ]
diff --git a/src/didactopus/api.py b/src/didactopus/api.py
index ceca6ff..38663d9 100644
--- a/src/didactopus/api.py
+++ b/src/didactopus/api.py
@@ -1,92 +1,45 @@
 from __future__ import annotations
-import json
-from fastapi import FastAPI, HTTPException, Header, Depends, BackgroundTasks
+from fastapi import FastAPI, HTTPException, Header, Depends
 from fastapi.middleware.cors import CORSMiddleware
 import uvicorn
-from .config import load_settings
 from .db import Base, engine
-from .models import LoginRequest, ServiceAccountLoginRequest, ServiceAccountCreateRequest, ServiceToken, RefreshRequest, TokenPair, CreateLearnerRequest, LearnerState, EvidenceEvent, EvaluatorSubmission, EvaluatorJobStatus, CreatePackRequest, ContributionSubmissionCreate, AgentCapabilityManifest, AgentLearnerPlanRequest, AgentLearnerPlanResponse
-from .repository import authenticate_user, get_user_by_id, create_service_account, list_service_accounts, authenticate_service_account, store_refresh_token, refresh_token_active, revoke_refresh_token, deployment_policy_profile, list_packs_for_user, get_pack, get_pack_row, upsert_pack, create_learner, learner_owned_by_user, load_learner_state, save_learner_state, create_evaluator_job, get_evaluator_job, list_evaluator_jobs_for_learner
-from .engine import apply_evidence, recommend_next
-from .auth import issue_access_token, issue_refresh_token, issue_service_access_token, decode_token, new_token_id, new_secret
-from .worker import process_job
+from .models import LoginRequest, RefreshRequest, TokenPair, CreateLearnerRequest, LearnerState
+from .repository import authenticate_user, get_user_by_id, store_refresh_token, refresh_token_active, revoke_refresh_token, list_packs_for_user, get_pack, get_pack_row, create_learner, learner_owned_by_user, load_learner_state, save_learner_state
+from .auth import issue_access_token, issue_refresh_token, decode_token, new_token_id
+from .engine import build_graph_frames
 
-settings = load_settings()
 Base.metadata.create_all(bind=engine)
 
-SERVICE_SCOPE_MAP = {
-    "packs:read": "packs:read",
-    "packs:write_personal": "packs:write_personal",
-    "contributions:submit": "contributions:submit",
-    "learners:read": "learners:read",
-    "learners:write": "learners:write",
-    "recommendations:read": "recommendations:read",
-    "evaluators:submit": "evaluators:submit",
-    "evaluators:read": "evaluators:read",
-    "governance:read": "governance:read",
-    "governance:write": "governance:write",
-}
-
 app = FastAPI(title="Didactopus API Prototype")
 app.add_middleware(CORSMiddleware, allow_origins=["*"], allow_credentials=True, allow_methods=["*"], allow_headers=["*"])
 
-def current_actor(authorization: str = Header(default="")):
+def current_user(authorization: str = Header(default="")):
     token = authorization.removeprefix("Bearer ").strip()
     payload = decode_token(token) if token else None
-    if not payload:
+    if not payload or payload.get("kind") != "access":
         raise HTTPException(status_code=401, detail="Unauthorized")
-    if payload.get("kind") == "access":
-        user = get_user_by_id(int(payload["sub"]))
-        if user is None or not user.is_active:
-            raise HTTPException(status_code=401, detail="Unauthorized")
-        return {"actor_type": "user", "user": user, "scopes": None}
-    if payload.get("kind") == "service":
-        return {"actor_type": "service", "service_account_id": int(payload["sub"]), "service_account_name": payload.get("service_account_name"), "scopes": payload.get("scopes", [])}
-    raise HTTPException(status_code=401, detail="Unauthorized")
+    user = get_user_by_id(int(payload["sub"]))
+    if user is None or not user.is_active:
+        raise HTTPException(status_code=401, detail="Unauthorized")
+    return user
 
-def require_user(actor = Depends(current_actor)):
-    if actor["actor_type"] != "user":
-        raise HTTPException(status_code=403, detail="Human user required")
-    return actor["user"]
-
-def require_admin(actor = Depends(current_actor)):
-    if actor["actor_type"] != "user" or actor["user"].role != "admin":
-        raise HTTPException(status_code=403, detail="Admin role required")
-    return actor["user"]
-
-def require_scope(scope: str):
-    def inner(actor = Depends(current_actor)):
-        if actor["actor_type"] == "user":
-            return actor
-        scopes = set(actor.get("scopes") or [])
-        if scope not in scopes:
-            raise HTTPException(status_code=403, detail=f"Missing scope: {scope}")
-        return actor
-    return inner
-
-def ensure_learner_access(actor, learner_id: str):
-    if actor["actor_type"] == "service":
-        return
-    user = actor["user"]
+def ensure_learner_access(user, learner_id: str):
     if user.role == "admin":
         return
     if not learner_owned_by_user(user.id, learner_id):
-        raise HTTPException(status_code=403, detail="Learner not accessible by this actor")
+        raise HTTPException(status_code=403, detail="Learner not accessible by this user")
 
-def ensure_pack_access(actor, pack_id: str):
+def ensure_pack_access(user, pack_id: str):
     row = get_pack_row(pack_id)
     if row is None:
         raise HTTPException(status_code=404, detail="Pack not found")
-    if actor["actor_type"] == "service":
-        return row
-    user = actor["user"]
     if user.role == "admin":
         return row
     if row.policy_lane == "community":
         return row
     if row.owner_user_id == user.id:
         return row
-    raise HTTPException(status_code=403, detail="Pack not accessible by this actor")
+    raise HTTPException(status_code=403, detail="Pack not accessible by this user")
 
 @app.post("/api/login", response_model=TokenPair)
 def login(payload: LoginRequest):
@@ -97,14 +50,6 @@ def login(payload: LoginRequest):
     store_refresh_token(user.id, token_id)
     return TokenPair(access_token=issue_access_token(user.id, user.username, user.role), refresh_token=issue_refresh_token(user.id, user.username, user.role, token_id), username=user.username, role=user.role)
 
-@app.post("/api/service-accounts/login", response_model=ServiceToken)
-def service_login(payload: ServiceAccountLoginRequest):
-    sa = authenticate_service_account(payload.name, payload.secret)
-    if sa is None:
-        raise HTTPException(status_code=401, detail="Invalid service account credentials")
-    scopes = json.loads(sa.scopes_json or "[]")
-    return ServiceToken(access_token=issue_service_access_token(sa.id, sa.name, scopes), service_account_name=sa.name, scopes=scopes)
-
 @app.post("/api/refresh", response_model=TokenPair)
 def refresh(payload: RefreshRequest):
     data = decode_token(payload.refresh_token)
@@ -121,111 +66,41 @@ def refresh(payload: RefreshRequest):
     store_refresh_token(user.id, new_jti)
     return TokenPair(access_token=issue_access_token(user.id, user.username, user.role), refresh_token=issue_refresh_token(user.id, user.username, user.role, new_jti), username=user.username, role=user.role)
 
-@app.get("/api/deployment-policy")
-def api_deployment_policy(actor = Depends(current_actor)):
-    return deployment_policy_profile().model_dump()
-
-@app.get("/api/agent/capabilities", response_model=AgentCapabilityManifest)
-def api_agent_capabilities(actor = Depends(current_actor)):
-    return AgentCapabilityManifest()
-
-@app.post("/api/agent/learner-plan", response_model=AgentLearnerPlanResponse)
-def api_agent_learner_plan(payload: AgentLearnerPlanRequest, actor = Depends(require_scope("recommendations:read"))):
-    ensure_learner_access(actor, payload.learner_id)
-    ensure_pack_access(actor, payload.pack_id)
-    state = load_learner_state(payload.learner_id)
-    pack = get_pack(payload.pack_id)
-    if pack is None:
-        raise HTTPException(status_code=404, detail="Pack not found")
-    cards = recommend_next(state, pack)
-    return AgentLearnerPlanResponse(learner_id=payload.learner_id, pack_id=payload.pack_id, next_cards=cards, suggested_actions=["Read learner state", "Choose next card", "Submit evidence", "Refresh recommendations"])
-
-@app.post("/api/admin/service-accounts")
-def api_create_service_account(payload: ServiceAccountCreateRequest, user = Depends(require_admin)):
-    secret = new_secret()
-    sa = create_service_account(payload.name, user.id, payload.description, payload.scopes, secret)
-    return {"id": sa.id, "name": sa.name, "scopes": payload.scopes, "secret": secret}
-
-@app.get("/api/admin/service-accounts")
-def api_list_service_accounts(user = Depends(require_admin)):
-    return list_service_accounts()
-
 @app.get("/api/packs")
-def api_list_packs(actor = Depends(require_scope("packs:read"))):
-    user_id = actor["user"].id if actor["actor_type"] == "user" else None
-    return [p.model_dump() for p in list_packs_for_user(user_id, include_unpublished=(actor["actor_type"] == "user" and actor["user"].role == "admin"))]
-
-@app.post("/api/packs")
-def api_upsert_personal_pack(payload: CreatePackRequest, actor = Depends(require_scope("packs:write_personal"))):
-    if payload.policy_lane != "personal":
-        raise HTTPException(status_code=403, detail="This endpoint is for personal-lane write access")
-    if actor["actor_type"] != "user":
-        raise HTTPException(status_code=403, detail="Service accounts may not own personal packs in this scaffold")
-    upsert_pack(payload.pack, submitted_by_user_id=actor["user"].id, policy_lane="personal", is_published=payload.is_published, change_summary=payload.change_summary)
-    return {"ok": True, "pack_id": payload.pack.id, "policy_lane": "personal"}
-
-@app.post("/api/contributions")
-def api_create_contribution(payload: ContributionSubmissionCreate, actor = Depends(require_scope("contributions:submit"))):
-    contributor_id = actor["user"].id if actor["actor_type"] == "user" else 0
-    return {"ok": True, "note": "Contribution flow placeholder for this scaffold", "contributor_id": contributor_id}
+def api_list_packs(user = Depends(current_user)):
+    return [p.model_dump() for p in list_packs_for_user(user.id, include_unpublished=(user.role == "admin"))]
 
 @app.post("/api/learners")
-def api_create_learner(payload: CreateLearnerRequest, actor = Depends(require_scope("learners:write"))):
-    if actor["actor_type"] != "user":
-        raise HTTPException(status_code=403, detail="Service accounts do not create learners in this scaffold")
-    create_learner(actor["user"].id, payload.learner_id, payload.display_name)
+def api_create_learner(payload: CreateLearnerRequest, user = Depends(current_user)):
+    create_learner(user.id, payload.learner_id, payload.display_name)
     return {"ok": True, "learner_id": payload.learner_id}
 
 @app.get("/api/learners/{learner_id}/state")
-def api_get_learner_state(learner_id: str, actor = Depends(require_scope("learners:read"))):
-    ensure_learner_access(actor, learner_id)
+def api_get_learner_state(learner_id: str, user = Depends(current_user)):
+    ensure_learner_access(user, learner_id)
     return load_learner_state(learner_id).model_dump()
 
 @app.put("/api/learners/{learner_id}/state")
-def api_put_learner_state(learner_id: str, state: LearnerState, actor = Depends(require_scope("learners:write"))):
-    ensure_learner_access(actor, learner_id)
+def api_put_learner_state(learner_id: str, state: LearnerState, user = Depends(current_user)):
+    ensure_learner_access(user, learner_id)
     if learner_id != state.learner_id:
         raise HTTPException(status_code=400, detail="Learner ID mismatch")
     return save_learner_state(state).model_dump()
 
-@app.post("/api/learners/{learner_id}/evidence")
-def api_post_evidence(learner_id: str, event: EvidenceEvent, actor = Depends(require_scope("learners:write"))):
-    ensure_learner_access(actor, learner_id)
-    state = load_learner_state(learner_id)
-    state = apply_evidence(state, event)
-    save_learner_state(state)
-    return state.model_dump()
-
-@app.get("/api/learners/{learner_id}/recommendations/{pack_id}")
-def api_get_recommendations(learner_id: str, pack_id: str, actor = Depends(require_scope("recommendations:read"))):
-    ensure_learner_access(actor, learner_id)
-    ensure_pack_access(actor, pack_id)
-    state = load_learner_state(learner_id)
+@app.get("/api/learners/{learner_id}/graph-animation/{pack_id}")
+def api_graph_animation(learner_id: str, pack_id: str, user = Depends(current_user)):
+    ensure_learner_access(user, learner_id)
+    ensure_pack_access(user, pack_id)
     pack = get_pack(pack_id)
-    if pack is None:
-        raise HTTPException(status_code=404, detail="Pack not found")
-    return {"cards": recommend_next(state, pack)}
-
-@app.post("/api/learners/{learner_id}/evaluator-jobs", response_model=EvaluatorJobStatus)
-def api_submit_evaluator_job(learner_id: str, payload: EvaluatorSubmission, background_tasks: BackgroundTasks, actor = Depends(require_scope("evaluators:submit"))):
-    ensure_learner_access(actor, learner_id)
-    ensure_pack_access(actor, payload.pack_id)
-    job_id = create_evaluator_job(learner_id, payload.pack_id, payload.concept_id, payload.submitted_text)
-    background_tasks.add_task(process_job, job_id)
-    return EvaluatorJobStatus(job_id=job_id, status="queued")
-
-@app.get("/api/evaluator-jobs/{job_id}", response_model=EvaluatorJobStatus)
-def api_get_evaluator_job(job_id: int, actor = Depends(require_scope("evaluators:read"))):
-    job = get_evaluator_job(job_id)
-    if job is None:
-        raise HTTPException(status_code=404, detail="Job not found")
-    return EvaluatorJobStatus(job_id=job.id, status=job.status, result_score=job.result_score, result_confidence_hint=job.result_confidence_hint, result_notes=job.result_notes)
-
-@app.get("/api/learners/{learner_id}/evaluator-history")
-def api_get_evaluator_history(learner_id: str, actor = Depends(require_scope("evaluators:read"))):
-    ensure_learner_access(actor, learner_id)
-    jobs = list_evaluator_jobs_for_learner(learner_id)
-    return [{"job_id": j.id, "status": j.status, "concept_id": j.concept_id, "result_score": j.result_score, "result_confidence_hint": j.result_confidence_hint, "result_notes": j.result_notes} for j in jobs]
+    state = load_learner_state(learner_id)
+    frames = build_graph_frames(state, pack)
+    return {
+        "learner_id": learner_id,
+        "pack_id": pack_id,
+        "pack_title": pack.title if pack else "",
+        "frames": frames,
+        "concepts": [{"id": c.id, "title": c.title, "prerequisites": c.prerequisites} for c in pack.concepts] if pack else [],
+    }
 
 def main():
-    uvicorn.run(app, host=settings.host, port=settings.port)
+    uvicorn.run(app, host="127.0.0.1", port=8011)
diff --git a/src/didactopus/auth.py b/src/didactopus/auth.py
index c7b3117..54745ac 100644
--- a/src/didactopus/auth.py
+++ b/src/didactopus/auth.py
@@ -25,9 +25,6 @@ def issue_access_token(user_id: int, username: str, role: str) -> str:
 def issue_refresh_token(user_id: int, username: str, role: str, token_id: str) -> str:
     return _encode_token({"sub": str(user_id), "username": username, "role": role, "kind": "refresh", "jti": token_id}, timedelta(days=14))
 
-def issue_service_access_token(service_account_id: int, name: str, scopes: list[str]) -> str:
-    return _encode_token({"sub": str(service_account_id), "service_account_name": name, "kind": "service", "scopes": scopes}, timedelta(hours=8))
-
 def decode_token(token: str) -> dict | None:
     try:
         return jwt.decode(token, settings.jwt_secret, algorithms=[settings.jwt_algorithm])
@@ -36,6 +33,3 @@ def decode_token(token: str) -> dict | None:
 
 def new_token_id() -> str:
     return secrets.token_urlsafe(24)
-
-def new_secret() -> str:
-    return secrets.token_urlsafe(24)
diff --git a/src/didactopus/config.py b/src/didactopus/config.py
index 88e5551..1f71733 100644
--- a/src/didactopus/config.py
+++ b/src/didactopus/config.py
@@ -8,7 +8,6 @@ class Settings(BaseModel):
     port: int = int(os.getenv("DIDACTOPUS_PORT", "8011"))
     jwt_secret: str = os.getenv("DIDACTOPUS_JWT_SECRET", "change-me")
     jwt_algorithm: str = "HS256"
-    deployment_policy_profile: str = os.getenv("DIDACTOPUS_POLICY_PROFILE", "single_user")
 
 def load_settings() -> Settings:
     return Settings()
diff --git a/src/didactopus/engine.py b/src/didactopus/engine.py
index c1e52bf..f9032e0 100644
--- a/src/didactopus/engine.py
+++ b/src/didactopus/engine.py
@@ -7,53 +7,53 @@ def get_record(state: LearnerState, concept_id: str, dimension: str = "mastery")
             return rec
     return None
 
-def apply_evidence(state: LearnerState, event: EvidenceEvent, decay: float = 0.05, reinforcement: float = 0.25) -> LearnerState:
-    rec = get_record(state, event.concept_id, event.dimension)
-    if rec is None:
-        rec = MasteryRecord(concept_id=event.concept_id, dimension=event.dimension, score=0.0, confidence=0.0, evidence_count=0, last_updated=event.timestamp)
-        state.records.append(rec)
-    weight = max(0.05, min(1.0, event.confidence_hint))
-    rec.score = ((rec.score * rec.evidence_count) + (event.score * weight)) / max(1, rec.evidence_count + 1)
-    rec.confidence = min(1.0, max(0.0, rec.confidence * (1.0 - decay) + reinforcement * weight + 0.10 * max(0.0, min(1.0, event.score))))
-    rec.evidence_count += 1
-    rec.last_updated = event.timestamp
-    state.history.append(event)
-    return state
-
-def prereqs_satisfied(state: LearnerState, concept, min_score: float = 0.65, min_confidence: float = 0.45) -> bool:
+def prereqs_satisfied(scores: dict[str, float], concept, min_score: float = 0.65) -> bool:
     for pid in concept.prerequisites:
-        rec = get_record(state, pid, concept.masteryDimension)
-        if rec is None or rec.score < min_score or rec.confidence < min_confidence:
+        if scores.get(pid, 0.0) < min_score:
             return False
     return True
 
-def concept_status(state: LearnerState, concept, min_score: float = 0.65, min_confidence: float = 0.45) -> str:
-    rec = get_record(state, concept.id, concept.masteryDimension)
-    if rec and rec.score >= min_score and rec.confidence >= min_confidence:
+def concept_status(scores: dict[str, float], concept, min_score: float = 0.65) -> str:
+    score = scores.get(concept.id, 0.0)
+    if score >= min_score:
         return "mastered"
-    if prereqs_satisfied(state, concept, min_score, min_confidence):
-        return "active" if rec else "available"
+    if prereqs_satisfied(scores, concept, min_score):
+        return "active" if score > 0 else "available"
     return "locked"
 
-def recommend_next(state: LearnerState, pack: PackData) -> list[dict]:
-    cards = []
-    for concept in pack.concepts:
-        status = concept_status(state, concept)
-        rec = get_record(state, concept.id, concept.masteryDimension)
-        if status in {"available", "active"}:
-            cards.append({
-                "id": concept.id,
-                "title": f"Work on {concept.title}",
-                "minutes": 15 if status == "available" else 10,
-                "reason": "Prerequisites are satisfied, so this is the best next unlock." if status == "available" else "You have started this concept, but mastery is not yet secure.",
-                "why": [
-                    "Prerequisite check passed",
-                    f"Current score: {rec.score:.2f}" if rec else "No evidence recorded yet",
-                    f"Current confidence: {rec.confidence:.2f}" if rec else "Confidence starts after your first exercise",
-                ],
-                "reward": concept.exerciseReward or f"{concept.title} progress recorded",
-                "conceptId": concept.id,
-                "scoreHint": 0.82 if status == "available" else 0.76,
-                "confidenceHint": 0.72 if status == "available" else 0.55,
+def build_graph_frames(state: LearnerState, pack: PackData):
+    concepts = {c.id: c for c in pack.concepts}
+    scores = {c.id: 0.0 for c in pack.concepts}
+    frames = []
+    history = sorted(state.history, key=lambda x: x.timestamp)
+    for idx, ev in enumerate(history):
+        if ev.concept_id in scores:
+            scores[ev.concept_id] = ev.score
+        nodes = []
+        for cid, concept in concepts.items():
+            score = scores.get(cid, 0.0)
+            status = concept_status(scores, concept)
+            nodes.append({
+                "id": cid,
+                "title": concept.title,
+                "score": score,
+                "status": status,
+                "size": 20 + int(score * 30),
             })
-    return cards[:4]
+        edges = []
+        for cid, concept in concepts.items():
+            for pre in concept.prerequisites:
+                edges.append({"source": pre, "target": cid})
+        frames.append({
+            "index": idx,
+            "timestamp": ev.timestamp,
+            "event_kind": ev.kind,
+            "focus_concept_id": ev.concept_id,
+            "nodes": nodes,
+            "edges": edges,
+        })
+    if not frames:
+        nodes = [{"id": c.id, "title": c.title, "score": 0.0, "status": "available" if not c.prerequisites else "locked", "size": 20} for c in pack.concepts]
+        edges = [{"source": pre, "target": c.id} for c in pack.concepts for pre in c.prerequisites]
+        frames.append({"index": 0, "timestamp": "", "event_kind": "empty", "focus_concept_id": "", "nodes": nodes, "edges": edges})
+    return frames
diff --git a/src/didactopus/models.py b/src/didactopus/models.py
index 87b1f84..b1db4f5 100644
--- a/src/didactopus/models.py
+++ b/src/didactopus/models.py
@@ -1,9 +1,5 @@
 from __future__ import annotations
 from pydantic import BaseModel, Field
-from typing import Literal
-
-EvidenceKind = Literal["checkpoint", "project", "exercise", "review"]
-PolicyLane = Literal["personal", "community"]
 
 class TokenPair(BaseModel):
     access_token: str
@@ -12,49 +8,13 @@ class TokenPair(BaseModel):
     username: str
     role: str
 
-class ServiceToken(BaseModel):
-    access_token: str
-    token_type: str = "bearer"
-    service_account_name: str
-    scopes: list[str]
-
 class LoginRequest(BaseModel):
     username: str
     password: str
 
-class ServiceAccountLoginRequest(BaseModel):
-    name: str
-    secret: str
-
-class ServiceAccountCreateRequest(BaseModel):
-    name: str
-    description: str = ""
-    scopes: list[str] = Field(default_factory=list)
-
 class RefreshRequest(BaseModel):
     refresh_token: str
 
-class DeploymentPolicyProfile(BaseModel):
-    profile_name: str
-    default_personal_lane_enabled: bool = True
-    default_community_lane_enabled: bool = True
-    community_publish_requires_approval: bool = True
-    personal_publish_direct: bool = True
-    reviewer_assignment_required: bool = False
-    description: str = ""
-
-class AgentCapabilityManifest(BaseModel):
-    supports_pack_listing: bool = True
-    supports_pack_write_personal: bool = True
-    supports_pack_submit_community: bool = True
-    supports_recommendations: bool = True
-    supports_learner_state_read: bool = True
-    supports_learner_state_write: bool = True
-    supports_evaluator_jobs: bool = True
-    supports_governance_endpoints: bool = True
-    supports_review_queue: bool = True
-    supports_service_accounts: bool = True
-
 class PackConcept(BaseModel):
     id: str
     title: str
@@ -62,13 +22,6 @@ class PackConcept(BaseModel):
     masteryDimension: str = "mastery"
     exerciseReward: str = ""
 
-class PackCompliance(BaseModel):
-    sources: int = 0
-    attributionRequired: bool = False
-    shareAlikeRequired: bool = False
-    noncommercialOnly: bool = False
-    flags: list[str] = Field(default_factory=list)
-
 class PackData(BaseModel):
     id: str
     title: str
@@ -76,17 +29,7 @@ class PackData(BaseModel):
     level: str = "novice-friendly"
     concepts: list[PackConcept] = Field(default_factory=list)
     onboarding: dict = Field(default_factory=dict)
-    compliance: PackCompliance = Field(default_factory=PackCompliance)
-
-class CreatePackRequest(BaseModel):
-    pack: PackData
-    policy_lane: PolicyLane = "personal"
-    is_published: bool = False
-    change_summary: str = ""
-
-class ContributionSubmissionCreate(BaseModel):
-    pack: PackData
-    submission_summary: str = ""
+    compliance: dict = Field(default_factory=dict)
 
 class CreateLearnerRequest(BaseModel):
     learner_id: str
@@ -106,33 +49,10 @@ class EvidenceEvent(BaseModel):
     score: float
     confidence_hint: float = 0.5
     timestamp: str
-    kind: EvidenceKind = "exercise"
+    kind: str = "exercise"
     source_id: str = ""
 
 class LearnerState(BaseModel):
     learner_id: str
     records: list[MasteryRecord] = Field(default_factory=list)
     history: list[EvidenceEvent] = Field(default_factory=list)
-
-class EvaluatorSubmission(BaseModel):
-    pack_id: str
-    concept_id: str
-    submitted_text: str
-    kind: str = "checkpoint"
-
-class EvaluatorJobStatus(BaseModel):
-    job_id: int
-    status: str
-    result_score: float | None = None
-    result_confidence_hint: float | None = None
-    result_notes: str = ""
-
-class AgentLearnerPlanRequest(BaseModel):
-    learner_id: str
-    pack_id: str
-
-class AgentLearnerPlanResponse(BaseModel):
-    learner_id: str
-    pack_id: str
-    next_cards: list[dict] = Field(default_factory=list)
-    suggested_actions: list[str] = Field(default_factory=list)
diff --git a/src/didactopus/orm.py b/src/didactopus/orm.py
index b95271e..49c1d57 100644
--- a/src/didactopus/orm.py
+++ b/src/didactopus/orm.py
@@ -10,16 +10,6 @@ class UserORM(Base):
     role: Mapped[str] = mapped_column(String(50), default="learner")
     is_active: Mapped[bool] = mapped_column(Boolean, default=True)
 
-class ServiceAccountORM(Base):
-    __tablename__ = "service_accounts"
-    id: Mapped[int] = mapped_column(Integer, primary_key=True)
-    name: Mapped[str] = mapped_column(String(120), unique=True, index=True)
-    owner_user_id: Mapped[int | None] = mapped_column(ForeignKey("users.id"), nullable=True)
-    description: Mapped[str] = mapped_column(Text, default="")
-    scopes_json: Mapped[str] = mapped_column(Text, default="[]")
-    secret_hash: Mapped[str] = mapped_column(String(255))
-    is_active: Mapped[bool] = mapped_column(Boolean, default=True)
-
 class RefreshTokenORM(Base):
     __tablename__ = "refresh_tokens"
     id: Mapped[int] = mapped_column(Integer, primary_key=True)
@@ -36,10 +26,6 @@ class PackORM(Base):
     subtitle: Mapped[str] = mapped_column(Text, default="")
     level: Mapped[str] = mapped_column(String(100), default="novice-friendly")
     data_json: Mapped[str] = mapped_column(Text)
-    validation_json: Mapped[str] = mapped_column(Text, default="{}")
-    provenance_json: Mapped[str] = mapped_column(Text, default="{}")
-    governance_state: Mapped[str] = mapped_column(String(50), default="draft")
-    current_version: Mapped[int] = mapped_column(Integer, default=1)
     is_published: Mapped[bool] = mapped_column(Boolean, default=False)
 
 class LearnerORM(Base):
@@ -70,16 +56,3 @@ class EvidenceEventORM(Base):
     timestamp: Mapped[str] = mapped_column(String(100), default="")
     kind: Mapped[str] = mapped_column(String(50), default="exercise")
     source_id: Mapped[str] = mapped_column(String(255), default="")
-
-class EvaluatorJobORM(Base):
-    __tablename__ = "evaluator_jobs"
-    id: Mapped[int] = mapped_column(Integer, primary_key=True)
-    learner_id: Mapped[str] = mapped_column(ForeignKey("learners.id"), index=True)
-    pack_id: Mapped[str] = mapped_column(ForeignKey("packs.id"), index=True)
-    concept_id: Mapped[str] = mapped_column(String(100), index=True)
-    submitted_text: Mapped[str] = mapped_column(Text, default="")
-    status: Mapped[str] = mapped_column(String(50), default="queued")
-    result_score: Mapped[float | None] = mapped_column(Float, nullable=True)
-    result_confidence_hint: Mapped[float | None] = mapped_column(Float, nullable=True)
-    result_notes: Mapped[str] = mapped_column(Text, default="")
-    trace_json: Mapped[str] = mapped_column(Text, default="{}")
diff --git a/src/didactopus/repository.py b/src/didactopus/repository.py
index 18d011c..bc8e397 100644
--- a/src/didactopus/repository.py
+++ b/src/didactopus/repository.py
@@ -1,28 +1,10 @@
 from __future__ import annotations
 import json
-from datetime import datetime, timezone
 from sqlalchemy import select
 from .db import SessionLocal
-from .orm import UserORM, ServiceAccountORM, RefreshTokenORM, PackORM, LearnerORM, MasteryRecordORM, EvidenceEventORM, EvaluatorJobORM
-from .models import PackData, LearnerState, MasteryRecord, EvidenceEvent, DeploymentPolicyProfile
-from .auth import verify_password, hash_password
-from .config import load_settings
-
-settings = load_settings()
-
-def now_iso() -> str:
-    return datetime.now(timezone.utc).isoformat()
-
-def deployment_policy_profile() -> DeploymentPolicyProfile:
-    return DeploymentPolicyProfile(
-        profile_name=settings.deployment_policy_profile,
-        default_personal_lane_enabled=True,
-        default_community_lane_enabled=True,
-        community_publish_requires_approval=True,
-        personal_publish_direct=True,
-        reviewer_assignment_required=False,
-        description="Deployment policy scaffold."
-    )
+from .orm import UserORM, RefreshTokenORM, PackORM, LearnerORM, MasteryRecordORM, EvidenceEventORM
+from .models import PackData, LearnerState, MasteryRecord, EvidenceEvent
+from .auth import verify_password
 
 def get_user_by_username(username: str):
     with SessionLocal() as db:
@@ -38,33 +20,6 @@ def authenticate_user(username: str, password: str):
         return None
     return user
 
-def create_service_account(name: str, owner_user_id: int | None, description: str, scopes: list[str], secret: str):
-    with SessionLocal() as db:
-        sa = ServiceAccountORM(
-            name=name,
-            owner_user_id=owner_user_id,
-            description=description,
-            scopes_json=json.dumps(scopes),
-            secret_hash=hash_password(secret),
-            is_active=True,
-        )
-        db.add(sa)
-        db.commit()
-        db.refresh(sa)
-        return sa
-
-def list_service_accounts():
-    with SessionLocal() as db:
-        rows = db.execute(select(ServiceAccountORM).order_by(ServiceAccountORM.id)).scalars().all()
-        return [{"id": r.id, "name": r.name, "owner_user_id": r.owner_user_id, "description": r.description, "scopes": json.loads(r.scopes_json or "[]"), "is_active": r.is_active} for r in rows]
-
-def authenticate_service_account(name: str, secret: str):
-    with SessionLocal() as db:
-        sa = db.execute(select(ServiceAccountORM).where(ServiceAccountORM.name == name)).scalar_one_or_none()
-        if sa is None or not sa.is_active or not verify_password(secret, sa.secret_hash):
-            return None
-        return sa
-
 def store_refresh_token(user_id: int, token_id: str):
     with SessionLocal() as db:
         db.add(RefreshTokenORM(user_id=user_id, token_id=token_id, is_revoked=False))
@@ -105,9 +60,7 @@ def get_pack_row(pack_id: str):
     with SessionLocal() as db:
         return db.get(PackORM, pack_id)
 
-def upsert_pack(pack: PackData, submitted_by_user_id: int, policy_lane: str = "personal", is_published: bool = False, change_summary: str = ""):
-    validation = {"ok": len(pack.concepts) > 0, "warnings": [] if len(pack.concepts) > 0 else ["Pack has no concepts."], "errors": []}
-    provenance = {"source_count": pack.compliance.sources, "restrictive_flags": list(pack.compliance.flags)}
+def upsert_pack(pack: PackData, submitted_by_user_id: int, policy_lane: str = "personal", is_published: bool = False):
     with SessionLocal() as db:
         row = db.get(PackORM, pack.id)
         payload = json.dumps(pack.model_dump())
@@ -120,10 +73,6 @@ def upsert_pack(pack: PackData, submitted_by_user_id: int, policy_lane: str = "p
                 subtitle=pack.subtitle,
                 level=pack.level,
                 data_json=payload,
-                validation_json=json.dumps(validation),
-                provenance_json=json.dumps(provenance),
-                governance_state="personal_ready" if policy_lane == "personal" else "draft",
-                current_version=1,
                 is_published=is_published if policy_lane == "personal" else False,
             )
             db.add(row)
@@ -134,9 +83,6 @@ def upsert_pack(pack: PackData, submitted_by_user_id: int, policy_lane: str = "p
             row.subtitle = pack.subtitle
             row.level = pack.level
             row.data_json = payload
-            row.validation_json = json.dumps(validation)
-            row.provenance_json = json.dumps(provenance)
-            row.current_version += 1
             if policy_lane == "personal":
                 row.is_published = is_published
         db.commit()
@@ -147,14 +93,6 @@ def create_learner(owner_user_id: int, learner_id: str, display_name: str = ""):
             db.add(LearnerORM(id=learner_id, owner_user_id=owner_user_id, display_name=display_name))
             db.commit()
 
-def list_learners_for_user(user_id: int, is_admin: bool = False):
-    with SessionLocal() as db:
-        stmt = select(LearnerORM).order_by(LearnerORM.id)
-        if not is_admin:
-            stmt = stmt.where(LearnerORM.owner_user_id == user_id)
-        rows = db.execute(stmt).scalars().all()
-        return [{"learner_id": r.id, "display_name": r.display_name, "owner_user_id": r.owner_user_id} for r in rows]
-
 def learner_owned_by_user(user_id: int, learner_id: str) -> bool:
     with SessionLocal() as db:
         learner = db.get(LearnerORM, learner_id)
@@ -180,32 +118,3 @@ def save_learner_state(state: LearnerState):
             db.add(EvidenceEventORM(learner_id=state.learner_id, concept_id=h.concept_id, dimension=h.dimension, score=h.score, confidence_hint=h.confidence_hint, timestamp=h.timestamp, kind=h.kind, source_id=h.source_id))
         db.commit()
     return state
-
-def create_evaluator_job(learner_id: str, pack_id: str, concept_id: str, submitted_text: str):
-    with SessionLocal() as db:
-        job = EvaluatorJobORM(learner_id=learner_id, pack_id=pack_id, concept_id=concept_id, submitted_text=submitted_text, status="queued", trace_json=json.dumps({"notes": ["Job queued"]}))
-        db.add(job)
-        db.commit()
-        db.refresh(job)
-        return job.id
-
-def list_evaluator_jobs_for_learner(learner_id: str):
-    with SessionLocal() as db:
-        return db.execute(select(EvaluatorJobORM).where(EvaluatorJobORM.learner_id == learner_id).order_by(EvaluatorJobORM.id.desc())).scalars().all()
-
-def get_evaluator_job(job_id: int):
-    with SessionLocal() as db:
-        return db.get(EvaluatorJobORM, job_id)
-
-def update_evaluator_job(job_id: int, status: str, score: float | None = None, confidence_hint: float | None = None, notes: str = "", trace: dict | None = None):
-    with SessionLocal() as db:
-        job = db.get(EvaluatorJobORM, job_id)
-        if job is None:
-            return
-        job.status = status
-        job.result_score = score
-        job.result_confidence_hint = confidence_hint
-        job.result_notes = notes
-        if trace is not None:
-            job.trace_json = json.dumps(trace)
-        db.commit()
diff --git a/src/didactopus/seed.py b/src/didactopus/seed.py
index 4b29cbd..a3723f5 100644
--- a/src/didactopus/seed.py
+++ b/src/didactopus/seed.py
@@ -3,8 +3,8 @@ from sqlalchemy import select
 from .db import Base, engine, SessionLocal
 from .orm import UserORM
 from .auth import hash_password
-from .repository import upsert_pack
-from .models import PackData, PackConcept, PackCompliance
+from .repository import upsert_pack, create_learner
+from .models import PackData, PackConcept
 
 def main():
     Base.metadata.create_all(bind=engine)
@@ -12,18 +12,22 @@ def main():
         if db.execute(select(UserORM).where(UserORM.username == "wesley")).scalar_one_or_none() is None:
             db.add(UserORM(username="wesley", password_hash=hash_password("demo-pass"), role="admin", is_active=True))
         db.commit()
+    create_learner(1, "wesley-learner", "Wesley learner")
     upsert_pack(
         PackData(
             id="wesley-private-pack",
             title="Wesley Private Pack",
             subtitle="Personal pack example.",
             level="novice-friendly",
-            concepts=[PackConcept(id="intro", title="Intro", prerequisites=[], masteryDimension="mastery", exerciseReward="Intro marker")],
-            onboarding={"headline":"Start privately","body":"Personal pack lane.","checklist":["Create pack","Use pack"]},
-            compliance=PackCompliance()
+            concepts=[
+                PackConcept(id="intro", title="Intro", prerequisites=[]),
+                PackConcept(id="second", title="Second concept", prerequisites=["intro"]),
+                PackConcept(id="third", title="Third concept", prerequisites=["second"]),
+            ],
+            onboarding={"headline":"Start privately"},
+            compliance={}
         ),
         submitted_by_user_id=1,
         policy_lane="personal",
         is_published=True,
-        change_summary="Initial personal pack"
     )
diff --git a/webui/index.html b/webui/index.html
index 1356138..0214f55 100644
--- a/webui/index.html
+++ b/webui/index.html
@@ -3,7 +3,7 @@
   <head>
     <meta charset="UTF-8" />
     <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-    <title>Didactopus Agent Service Accounts</title>
+    <title>Didactopus Animated Concept Graph</title>
     <script type="module" src="/src/main.jsx"></script>
   </head>
   <body><div id="root"></div></body>
diff --git a/webui/package.json b/webui/package.json
index 325b296..f9f85ae 100644
--- a/webui/package.json
+++ b/webui/package.json
@@ -1,5 +1,5 @@
 {
-  "name": "didactopus-agent-service-account-ui",
+  "name": "didactopus-animated-concept-graph-ui",
   "private": true,
   "version": "0.1.0",
   "type": "module",
diff --git a/webui/src/App.jsx b/webui/src/App.jsx
index 22a5e17..d16151d 100644
--- a/webui/src/App.jsx
+++ b/webui/src/App.jsx
@@ -1,5 +1,5 @@
-import React, { useEffect, useState } from "react";
-import { login, refresh, fetchDeploymentPolicy, fetchAgentCapabilities, listServiceAccounts, createServiceAccount } from "./api";
+import React, { useEffect, useMemo, useState } from "react";
+import { login, refresh, fetchPacks, fetchLearnerState, putLearnerState, fetchGraphAnimation } from "./api";
 import { loadAuth, saveAuth, clearAuth } from "./authStore";
 
 function LoginView({ onAuth }) {
@@ -26,13 +26,57 @@ function LoginView({ onAuth }) {
   );
 }
 
+function nodeColor(status) {
+  if (status === "mastered") return "#1f7a1f";
+  if (status === "active") return "#2d6cdf";
+  if (status === "available") return "#c48a00";
+  return "#9aa4b2";
+}
+
+function GraphView({ frame }) {
+  if (!frame) return null;
+  const width = 760;
+  const height = 420;
+  const positions = {};
+  frame.nodes.forEach((node, idx) => {
+    positions[node.id] = { x: 120 + idx * 220, y: 120 + (idx % 2) * 150 };
+  });
+  return (
+    <svg viewBox={`0 0 ${width} ${height}`} className="graph">
+      {frame.edges.map((edge, idx) => {
+        const s = positions[edge.source];
+        const t = positions[edge.target];
+        if (!s || !t) return null;
+        return <line key={idx} x1={s.x} y1={s.y} x2={t.x} y2={t.y} stroke="#b8c2cf" strokeWidth="3" markerEnd="url(#arrow)" />;
+      })}
+      <defs>
+        <marker id="arrow" markerWidth="10" markerHeight="10" refX="8" refY="3" orient="auto" markerUnits="strokeWidth">
+          <path d="M0,0 L0,6 L9,3 z" fill="#b8c2cf" />
+        </marker>
+      </defs>
+      {frame.nodes.map((node) => {
+        const p = positions[node.id];
+        return (
+          <g key={node.id}>
+            <circle cx={p.x} cy={p.y} r={node.size} fill={nodeColor(node.status)} opacity="0.9" />
+            <text x={p.x} y={p.y - 4} textAnchor="middle" className="svg-label">{node.title}</text>
+            <text x={p.x} y={p.y + 14} textAnchor="middle" className="svg-small">{node.score.toFixed(2)} · {node.status}</text>
+          </g>
+        );
+      })}
+    </svg>
+  );
+}
+
 export default function App() {
   const [auth, setAuth] = useState(loadAuth());
-  const [policy, setPolicy] = useState(null);
-  const [caps, setCaps] = useState(null);
-  const [serviceAccounts, setServiceAccounts] = useState([]);
-  const [created, setCreated] = useState(null);
-  const [form, setForm] = useState({ name: "agent-learner-1", description: "AI learner account", scopes: ["packs:read","learners:read","learners:write","recommendations:read","evaluators:submit","evaluators:read"] });
+  const [packs, setPacks] = useState([]);
+  const [learnerId] = useState("wesley-learner");
+  const [packId, setPackId] = useState("");
+  const [graphData, setGraphData] = useState(null);
+  const [frameIndex, setFrameIndex] = useState(0);
+  const [playing, setPlaying] = useState(false);
+  const [message, setMessage] = useState("");
 
   async function refreshAuthToken() {
     if (!auth?.refresh_token) return null;
@@ -57,22 +101,64 @@ export default function App() {
     }
   }
 
+  async function reload(pid) {
+    const data = await guarded((token) => fetchGraphAnimation(token, learnerId, pid));
+    setGraphData(data);
+    setFrameIndex(0);
+  }
+
   useEffect(() => {
     if (!auth) return;
     async function load() {
-      setPolicy(await guarded((token) => fetchDeploymentPolicy(token)));
-      setCaps(await guarded((token) => fetchAgentCapabilities(token)));
-      if (auth.role === "admin") {
-        setServiceAccounts(await guarded((token) => listServiceAccounts(token)));
-      }
+      const p = await guarded((token) => fetchPacks(token));
+      setPacks(p);
+      const pid = p[0]?.id || "";
+      setPackId(pid);
+      if (pid) await reload(pid);
     }
     load();
   }, [auth]);
 
-  async function createNow() {
-    const result = await guarded((token) => createServiceAccount(token, form));
-    setCreated(result);
-    setServiceAccounts(await guarded((token) => listServiceAccounts(token)));
+  useEffect(() => {
+    if (!playing || !graphData?.frames?.length) return;
+    const t = setInterval(() => {
+      setFrameIndex((idx) => idx >= graphData.frames.length - 1 ? 0 : idx + 1);
+    }, 900);
+    return () => clearInterval(t);
+  }, [playing, graphData]);
+
+  const frame = graphData?.frames?.[frameIndex];
+
+  async function generateDemo() {
+    let state = await guarded((token) => fetchLearnerState(token, learnerId));
+    const now1 = new Date().toISOString();
+    state.history.push({ concept_id: "intro", dimension: "mastery", score: 0.30, confidence_hint: 0.5, timestamp: now1, kind: "exercise", source_id: "demo-1" });
+    state.records = [{ concept_id: "intro", dimension: "mastery", score: 0.30, confidence: 0.30, evidence_count: 1, last_updated: now1 }];
+    await guarded((token) => putLearnerState(token, learnerId, state));
+
+    const now2 = new Date(Date.now() + 1000).toISOString();
+    state.history.push({ concept_id: "intro", dimension: "mastery", score: 0.78, confidence_hint: 0.7, timestamp: now2, kind: "review", source_id: "demo-2" });
+    state.records = [{ concept_id: "intro", dimension: "mastery", score: 0.78, confidence: 0.70, evidence_count: 2, last_updated: now2 }];
+    await guarded((token) => putLearnerState(token, learnerId, state));
+
+    const now3 = new Date(Date.now() + 2000).toISOString();
+    state.history.push({ concept_id: "second", dimension: "mastery", score: 0.42, confidence_hint: 0.5, timestamp: now3, kind: "exercise", source_id: "demo-3" });
+    state.records = [
+      { concept_id: "intro", dimension: "mastery", score: 0.78, confidence: 0.70, evidence_count: 2, last_updated: now2 },
+      { concept_id: "second", dimension: "mastery", score: 0.42, confidence: 0.40, evidence_count: 1, last_updated: now3 }
+    ];
+    await guarded((token) => putLearnerState(token, learnerId, state));
+
+    const now4 = new Date(Date.now() + 3000).toISOString();
+    state.history.push({ concept_id: "second", dimension: "mastery", score: 0.72, confidence_hint: 0.7, timestamp: now4, kind: "review", source_id: "demo-4" });
+    state.records = [
+      { concept_id: "intro", dimension: "mastery", score: 0.78, confidence: 0.70, evidence_count: 2, last_updated: now2 },
+      { concept_id: "second", dimension: "mastery", score: 0.72, confidence: 0.65, evidence_count: 2, last_updated: now4 }
+    ];
+    await guarded((token) => putLearnerState(token, learnerId, state));
+
+    await reload(packId);
+    setMessage("Demo graph animation frames generated.");
   }
 
   if (!auth) return <LoginView onAuth={setAuth} />;
@@ -81,37 +167,36 @@ export default function App() {
     <div className="page">
       <header className="hero">
         <div>
-          <h1>Didactopus agent service-account layer</h1>
-          <p>First-class machine identities with scoped API access for AI learners.</p>
-          <div className="muted">Signed in as {auth.username} ({auth.role})</div>
+          <h1>Didactopus animated concept graph</h1>
+          <p>Replay node-level mastery, unlocks, and prerequisite structure over time.</p>
+          <div className="muted">{message}</div>
+        </div>
+        <div className="controls">
+          <label>Pack
+            <select value={packId} onChange={async (e) => { setPackId(e.target.value); await reload(e.target.value); }}>
+              {packs.map((p) => <option key={p.id} value={p.id}>{p.title}</option>)}
+            </select>
+          </label>
+          <button onClick={() => setPlaying((x) => !x)}>{playing ? "Pause" : "Play"}</button>
+          <button onClick={generateDemo}>Generate demo</button>
+          <button onClick={() => { clearAuth(); setAuth(null); }}>Logout</button>
         </div>
-        <button onClick={() => { clearAuth(); setAuth(null); }}>Logout</button>
       </header>
 
       <main className="layout twocol">
         <section className="card">
-          <h2>Deployment policy</h2>
-          <pre className="prebox">{JSON.stringify(policy, null, 2)}</pre>
-          <h2>Agent capabilities</h2>
-          <pre className="prebox">{JSON.stringify(caps, null, 2)}</pre>
+          <h2>Graph animation</h2>
+          <div className="frame-meta">
+            <div><strong>Frame:</strong> {frameIndex + 1} / {graphData?.frames?.length || 0}</div>
+            <div><strong>Event:</strong> {frame?.event_kind || "-"}</div>
+            <div><strong>Focus:</strong> {frame?.focus_concept_id || "-"}</div>
+            <div><strong>Timestamp:</strong> {frame?.timestamp || "-"}</div>
+          </div>
+          <GraphView frame={frame} />
         </section>
-
         <section className="card">
-          <h2>Service accounts</h2>
-          {auth.role === "admin" ? (
-            <>
-              <label>Name<input value={form.name} onChange={(e) => setForm({ ...form, name: e.target.value })} /></label>
-              <label>Description<input value={form.description} onChange={(e) => setForm({ ...form, description: e.target.value })} /></label>
-              <label>Scopes (comma-separated)<input value={form.scopes.join(", ")} onChange={(e) => setForm({ ...form, scopes: e.target.value.split(",").map(s => s.trim()).filter(Boolean) })} /></label>
-              <button className="primary" onClick={createNow}>Create service account</button>
-              <h3>Created credential</h3>
-              <pre className="prebox">{JSON.stringify(created, null, 2)}</pre>
-              <h3>Existing accounts</h3>
-              <pre className="prebox">{JSON.stringify(serviceAccounts, null, 2)}</pre>
-            </>
-          ) : (
-            <div className="muted">Admin required.</div>
-          )}
+          <h2>Graph payload</h2>
+          <pre className="prebox">{JSON.stringify(graphData, null, 2)}</pre>
         </section>
       </main>
     </div>
diff --git a/webui/src/api.js b/webui/src/api.js
index bef781c..975a975 100644
--- a/webui/src/api.js
+++ b/webui/src/api.js
@@ -16,7 +16,7 @@ export async function refresh(refreshToken) {
   if (!res.ok) throw new Error("refresh failed");
   return await res.json();
 }
-export async function fetchDeploymentPolicy(token) { const res = await fetch(`${API}/deployment-policy`, { headers: authHeaders(token, false) }); if (!res.ok) throw new Error("fetchDeploymentPolicy failed"); return await res.json(); }
-export async function fetchAgentCapabilities(token) { const res = await fetch(`${API}/agent/capabilities`, { headers: authHeaders(token, false) }); if (!res.ok) throw new Error("fetchAgentCapabilities failed"); return await res.json(); }
-export async function listServiceAccounts(token) { const res = await fetch(`${API}/admin/service-accounts`, { headers: authHeaders(token, false) }); if (!res.ok) throw new Error("listServiceAccounts failed"); return await res.json(); }
-export async function createServiceAccount(token, payload) { const res = await fetch(`${API}/admin/service-accounts`, { method: "POST", headers: authHeaders(token), body: JSON.stringify(payload) }); if (!res.ok) throw new Error("createServiceAccount failed"); return await res.json(); }
+export async function fetchPacks(token) { const res = await fetch(`${API}/packs`, { headers: authHeaders(token, false) }); if (!res.ok) throw new Error("fetchPacks failed"); return await res.json(); }
+export async function fetchLearnerState(token, learnerId) { const res = await fetch(`${API}/learners/${learnerId}/state`, { headers: authHeaders(token, false) }); if (!res.ok) throw new Error("fetchLearnerState failed"); return await res.json(); }
+export async function putLearnerState(token, learnerId, state) { const res = await fetch(`${API}/learners/${learnerId}/state`, { method: "PUT", headers: authHeaders(token), body: JSON.stringify(state) }); if (!res.ok) throw new Error("putLearnerState failed"); return await res.json(); }
+export async function fetchGraphAnimation(token, learnerId, packId) { const res = await fetch(`${API}/learners/${learnerId}/graph-animation/${packId}`, { headers: authHeaders(token, false) }); if (!res.ok) throw new Error("fetchGraphAnimation failed"); return await res.json(); }
diff --git a/webui/src/styles.css b/webui/src/styles.css
index db154e4..516cd27 100644
--- a/webui/src/styles.css
+++ b/webui/src/styles.css
@@ -3,18 +3,27 @@
 }
 * { box-sizing:border-box; }
 body { margin:0; font-family:Arial, Helvetica, sans-serif; background:var(--bg); color:var(--text); }
-.page { max-width:1400px; margin:0 auto; padding:24px; }
+.page { max-width:1500px; margin:0 auto; padding:24px; }
 .narrow-page { max-width:520px; }
-.hero { background:var(--card); border:1px solid var(--border); border-radius:22px; padding:24px; display:flex; justify-content:space-between; gap:16px; }
-label { display:block; font-weight:600; margin-bottom:10px; }
-input { width:100%; margin-top:6px; border:1px solid var(--border); border-radius:10px; padding:10px; font:inherit; background:white; }
+.hero { background:var(--card); border:1px solid var(--border); border-radius:22px; padding:24px; display:flex; justify-content:space-between; gap:16px; align-items:flex-start; }
+.controls { display:flex; gap:10px; align-items:flex-end; flex-wrap:wrap; }
+label { display:block; font-weight:600; }
+input, select { width:100%; margin-top:6px; border:1px solid var(--border); border-radius:10px; padding:10px; font:inherit; background:white; }
 button { border:1px solid var(--border); background:white; border-radius:12px; padding:10px 14px; cursor:pointer; }
 .primary { background:var(--accent); color:white; border-color:var(--accent); }
 .card { background:var(--card); border:1px solid var(--border); border-radius:18px; padding:18px; }
 .narrow { margin-top:60px; }
 .layout { display:grid; gap:16px; }
 .twocol { grid-template-columns:1fr 1fr; }
-.prebox { background:#f7f8fa; border:1px solid var(--border); border-radius:12px; padding:12px; overflow:auto; max-height:340px; }
+.prebox { background:#f7f8fa; border:1px solid var(--border); border-radius:12px; padding:12px; overflow:auto; max-height:460px; }
 .muted { color:var(--muted); }
 .error { color:#b42318; margin-top:10px; }
-@media (max-width:1100px) { .twocol { grid-template-columns:1fr; } .hero { flex-direction:column; } }
+.frame-meta { display:grid; grid-template-columns:1fr 1fr; gap:10px; margin-bottom:16px; }
+.graph { width:100%; height:auto; border:1px solid var(--border); border-radius:16px; background:#fbfcfe; }
+.svg-label { font-size:12px; fill:#fff; font-weight:bold; }
+.svg-small { font-size:10px; fill:#fff; }
+@media (max-width:1100px) {
+  .hero { flex-direction:column; }
+  .twocol { grid-template-columns:1fr; }
+  .frame-meta { grid-template-columns:1fr; }
+}