diff --git a/alembic/versions/004_pipeline_events.py b/alembic/versions/004_pipeline_events.py
new file mode 100644
index 0000000..25de8bc
--- /dev/null
+++ b/alembic/versions/004_pipeline_events.py
@@ -0,0 +1,37 @@
+"""Create pipeline_events table.
+
+Revision ID: 004_pipeline_events
+Revises: 003_content_reports
+"""
+from alembic import op
+import sqlalchemy as sa
+from sqlalchemy.dialects.postgresql import UUID, JSONB
+
+revision = "004_pipeline_events"
+down_revision = "003_content_reports"
+branch_labels = None
+depends_on = None
+
+
+def upgrade() -> None:
+    op.create_table(
+        "pipeline_events",
+        sa.Column("id", UUID(as_uuid=True), primary_key=True, server_default=sa.func.gen_random_uuid()),
+        sa.Column("video_id", UUID(as_uuid=True), nullable=False, index=True),
+        sa.Column("stage", sa.String(50), nullable=False),
+        sa.Column("event_type", sa.String(30), nullable=False),
+        sa.Column("prompt_tokens", sa.Integer(), nullable=True),
+        sa.Column("completion_tokens", sa.Integer(), nullable=True),
+        sa.Column("total_tokens", sa.Integer(), nullable=True),
+        sa.Column("model", sa.String(100), nullable=True),
+        sa.Column("duration_ms", sa.Integer(), nullable=True),
+        sa.Column("payload", JSONB(), nullable=True),
+        sa.Column("created_at", sa.DateTime(), server_default=sa.func.now(), nullable=False),
+    )
+    # Composite index for event log queries (video + newest first)
+    op.create_index("ix_pipeline_events_video_created", "pipeline_events", ["video_id", "created_at"])
+
+
+def downgrade() -> None:
+    op.drop_index("ix_pipeline_events_video_created")
+    op.drop_table("pipeline_events")
diff --git a/backend/models.py b/backend/models.py
index 3935cad..714e9bd 100644
--- a/backend/models.py
+++ b/backend/models.py
@@ -142,6 +142,7 @@ class SourceVideo(Base):
         nullable=False,
     )
     transcript_path: Mapped[str | None] = mapped_column(String(1000), nullable=True)
+    content_hash: Mapped[str | None] = mapped_column(String(64), nullable=True, index=True)
     processing_status: Mapped[ProcessingStatus] = mapped_column(
         Enum(ProcessingStatus, name="processing_status", create_constraint=True),
         default=ProcessingStatus.pending,
@@ -378,3 +379,36 @@ class ContentReport(Base):
         default=_now, server_default=func.now()
     )
     resolved_at: Mapped[datetime | None] = mapped_column(nullable=True)
+
+
+# ── Pipeline Event ───────────────────────────────────────────────────────────
+
+class PipelineEvent(Base):
+    """Structured log entry for pipeline execution.
+
+    Captures per-stage start/complete/error/llm_call events with
+    token usage and optional response payloads for debugging.
+    """
+    __tablename__ = "pipeline_events"
+
+    id: Mapped[uuid.UUID] = _uuid_pk()
+    video_id: Mapped[uuid.UUID] = mapped_column(
+        UUID(as_uuid=True), nullable=False, index=True,
+    )
+    stage: Mapped[str] = mapped_column(
+        String(50), nullable=False, doc="stage2_segmentation, stage3_extraction, etc."
+    )
+    event_type: Mapped[str] = mapped_column(
+        String(30), nullable=False, doc="start, complete, error, llm_call"
+    )
+    prompt_tokens: Mapped[int | None] = mapped_column(Integer, nullable=True)
+    completion_tokens: Mapped[int | None] = mapped_column(Integer, nullable=True)
+    total_tokens: Mapped[int | None] = mapped_column(Integer, nullable=True)
+    model: Mapped[str | None] = mapped_column(String(100), nullable=True)
+    duration_ms: Mapped[int | None] = mapped_column(Integer, nullable=True)
+    payload: Mapped[dict | None] = mapped_column(
+        JSONB, nullable=True, doc="LLM response content, error details, stage metadata"
+    )
+    created_at: Mapped[datetime] = mapped_column(
+        default=_now, server_default=func.now()
+    )
diff --git a/backend/routers/pipeline.py b/backend/routers/pipeline.py
index a5b9367..52522f8 100644
--- a/backend/routers/pipeline.py
+++ b/backend/routers/pipeline.py
@@ -1,30 +1,40 @@
-"""Pipeline management endpoints for manual re-trigger and status inspection."""
+"""Pipeline management endpoints — public trigger + admin dashboard.
+
+Public:
+  POST /pipeline/trigger/{video_id}    Trigger pipeline for a video
+
+Admin:
+  GET  /admin/pipeline/videos          Video list with status + event counts
+  POST /admin/pipeline/trigger/{video_id}  Retrigger (same as public but under admin prefix)
+  POST /admin/pipeline/revoke/{video_id}   Revoke/cancel active tasks for a video
+  GET  /admin/pipeline/events/{video_id}   Event log for a video (paginated)
+  GET  /admin/pipeline/worker-status       Active/reserved tasks from Celery inspect
+"""
 
 import logging
+import uuid
+from typing import Annotated
 
-from fastapi import APIRouter, Depends, HTTPException
-from sqlalchemy import select
+from fastapi import APIRouter, Depends, HTTPException, Query
+from sqlalchemy import func, select, case
 from sqlalchemy.ext.asyncio import AsyncSession
 
 from database import get_session
-from models import SourceVideo
+from models import PipelineEvent, SourceVideo, Creator
 
 logger = logging.getLogger("chrysopedia.pipeline")
 
-router = APIRouter(prefix="/pipeline", tags=["pipeline"])
+router = APIRouter(tags=["pipeline"])
 
 
-@router.post("/trigger/{video_id}")
+# ── Public trigger ───────────────────────────────────────────────────────────
+
+@router.post("/pipeline/trigger/{video_id}")
 async def trigger_pipeline(
     video_id: str,
     db: AsyncSession = Depends(get_session),
 ):
-    """Manually trigger (or re-trigger) the LLM extraction pipeline for a video.
-
-    Looks up the SourceVideo by ID, dispatches ``run_pipeline.delay()``,
-    and returns the current processing status. Returns 404 if the video
-    does not exist.
-    """
+    """Manually trigger (or re-trigger) the LLM extraction pipeline for a video."""
     stmt = select(SourceVideo).where(SourceVideo.id == video_id)
     result = await db.execute(stmt)
     video = result.scalar_one_or_none()
@@ -32,16 +42,13 @@ async def trigger_pipeline(
     if video is None:
         raise HTTPException(status_code=404, detail=f"Video not found: {video_id}")
 
-    # Import inside handler to avoid circular import at module level
     from pipeline.stages import run_pipeline
 
     try:
         run_pipeline.delay(str(video.id))
         logger.info("Pipeline manually triggered for video_id=%s", video_id)
     except Exception as exc:
-        logger.warning(
-            "Failed to dispatch pipeline for video_id=%s: %s", video_id, exc
-        )
+        logger.warning("Failed to dispatch pipeline for video_id=%s: %s", video_id, exc)
         raise HTTPException(
             status_code=503,
             detail="Pipeline dispatch failed — Celery/Redis may be unavailable",
@@ -52,3 +59,219 @@ async def trigger_pipeline(
         "video_id": str(video.id),
         "current_processing_status": video.processing_status.value,
     }
+
+
+# ── Admin: Video list ────────────────────────────────────────────────────────
+
+@router.get("/admin/pipeline/videos")
+async def list_pipeline_videos(
+    db: AsyncSession = Depends(get_session),
+):
+    """List all videos with processing status and pipeline event counts."""
+    # Subquery for event counts per video
+    event_counts = (
+        select(
+            PipelineEvent.video_id,
+            func.count().label("event_count"),
+            func.sum(case(
+                (PipelineEvent.event_type == "llm_call", PipelineEvent.total_tokens),
+                else_=0
+            )).label("total_tokens_used"),
+            func.max(PipelineEvent.created_at).label("last_event_at"),
+        )
+        .group_by(PipelineEvent.video_id)
+        .subquery()
+    )
+
+    stmt = (
+        select(
+            SourceVideo.id,
+            SourceVideo.filename,
+            SourceVideo.processing_status,
+            SourceVideo.content_hash,
+            SourceVideo.created_at,
+            SourceVideo.updated_at,
+            Creator.name.label("creator_name"),
+            event_counts.c.event_count,
+            event_counts.c.total_tokens_used,
+            event_counts.c.last_event_at,
+        )
+        .join(Creator, SourceVideo.creator_id == Creator.id)
+        .outerjoin(event_counts, SourceVideo.id == event_counts.c.video_id)
+        .order_by(SourceVideo.updated_at.desc())
+    )
+
+    result = await db.execute(stmt)
+    rows = result.all()
+
+    return {
+        "items": [
+            {
+                "id": str(r.id),
+                "filename": r.filename,
+                "processing_status": r.processing_status.value if hasattr(r.processing_status, 'value') else str(r.processing_status),
+                "content_hash": r.content_hash,
+                "creator_name": r.creator_name,
+                "created_at": r.created_at.isoformat() if r.created_at else None,
+                "updated_at": r.updated_at.isoformat() if r.updated_at else None,
+                "event_count": r.event_count or 0,
+                "total_tokens_used": r.total_tokens_used or 0,
+                "last_event_at": r.last_event_at.isoformat() if r.last_event_at else None,
+            }
+            for r in rows
+        ],
+        "total": len(rows),
+    }
+
+
+# ── Admin: Retrigger ─────────────────────────────────────────────────────────
+
+@router.post("/admin/pipeline/trigger/{video_id}")
+async def admin_trigger_pipeline(
+    video_id: str,
+    db: AsyncSession = Depends(get_session),
+):
+    """Admin retrigger — same as public trigger."""
+    return await trigger_pipeline(video_id, db)
+
+
+# ── Admin: Revoke ────────────────────────────────────────────────────────────
+
+@router.post("/admin/pipeline/revoke/{video_id}")
+async def revoke_pipeline(video_id: str):
+    """Revoke/cancel active Celery tasks for a video.
+    
+    Uses Celery's revoke with terminate=True to kill running tasks.
+    This is best-effort — the task may have already completed.
+    """
+    from worker import celery_app
+    
+    try:
+        # Get active tasks and revoke any matching this video_id
+        inspector = celery_app.control.inspect()
+        active = inspector.active() or {}
+        revoked_count = 0
+        
+        for _worker, tasks in active.items():
+            for task in tasks:
+                task_args = task.get("args", [])
+                if task_args and str(task_args[0]) == video_id:
+                    celery_app.control.revoke(task["id"], terminate=True)
+                    revoked_count += 1
+                    logger.info("Revoked task %s for video_id=%s", task["id"], video_id)
+        
+        return {
+            "status": "revoked" if revoked_count > 0 else "no_active_tasks",
+            "video_id": video_id,
+            "tasks_revoked": revoked_count,
+        }
+    except Exception as exc:
+        logger.warning("Failed to revoke tasks for video_id=%s: %s", video_id, exc)
+        raise HTTPException(
+            status_code=503,
+            detail="Failed to communicate with Celery worker",
+        ) from exc
+
+
+# ── Admin: Event log ─────────────────────────────────────────────────────────
+
+@router.get("/admin/pipeline/events/{video_id}")
+async def list_pipeline_events(
+    video_id: str,
+    offset: Annotated[int, Query(ge=0)] = 0,
+    limit: Annotated[int, Query(ge=1, le=200)] = 100,
+    stage: Annotated[str | None, Query(description="Filter by stage name")] = None,
+    event_type: Annotated[str | None, Query(description="Filter by event type")] = None,
+    db: AsyncSession = Depends(get_session),
+):
+    """Get pipeline events for a video, newest first."""
+    stmt = select(PipelineEvent).where(PipelineEvent.video_id == video_id)
+    
+    if stage:
+        stmt = stmt.where(PipelineEvent.stage == stage)
+    if event_type:
+        stmt = stmt.where(PipelineEvent.event_type == event_type)
+    
+    # Count
+    count_stmt = select(func.count()).select_from(stmt.subquery())
+    total = (await db.execute(count_stmt)).scalar() or 0
+    
+    # Fetch
+    stmt = stmt.order_by(PipelineEvent.created_at.desc())
+    stmt = stmt.offset(offset).limit(limit)
+    result = await db.execute(stmt)
+    events = result.scalars().all()
+    
+    return {
+        "items": [
+            {
+                "id": str(e.id),
+                "video_id": str(e.video_id),
+                "stage": e.stage,
+                "event_type": e.event_type,
+                "prompt_tokens": e.prompt_tokens,
+                "completion_tokens": e.completion_tokens,
+                "total_tokens": e.total_tokens,
+                "model": e.model,
+                "duration_ms": e.duration_ms,
+                "payload": e.payload,
+                "created_at": e.created_at.isoformat() if e.created_at else None,
+            }
+            for e in events
+        ],
+        "total": total,
+        "offset": offset,
+        "limit": limit,
+    }
+
+
+# ── Admin: Worker status ─────────────────────────────────────────────────────
+
+@router.get("/admin/pipeline/worker-status")
+async def worker_status():
+    """Get current Celery worker status — active, reserved, and stats."""
+    from worker import celery_app
+    
+    try:
+        inspector = celery_app.control.inspect()
+        active = inspector.active() or {}
+        reserved = inspector.reserved() or {}
+        stats = inspector.stats() or {}
+        
+        workers = []
+        for worker_name in set(list(active.keys()) + list(reserved.keys()) + list(stats.keys())):
+            worker_active = active.get(worker_name, [])
+            worker_reserved = reserved.get(worker_name, [])
+            worker_stats = stats.get(worker_name, {})
+            
+            workers.append({
+                "name": worker_name,
+                "active_tasks": [
+                    {
+                        "id": t.get("id"),
+                        "name": t.get("name"),
+                        "args": t.get("args", []),
+                        "time_start": t.get("time_start"),
+                    }
+                    for t in worker_active
+                ],
+                "reserved_tasks": len(worker_reserved),
+                "total_completed": worker_stats.get("total", {}).get("tasks.pipeline.stages.stage2_segmentation", 0)
+                    + worker_stats.get("total", {}).get("tasks.pipeline.stages.stage3_extraction", 0)
+                    + worker_stats.get("total", {}).get("tasks.pipeline.stages.stage4_classification", 0)
+                    + worker_stats.get("total", {}).get("tasks.pipeline.stages.stage5_synthesis", 0),
+                "uptime": worker_stats.get("clock", None),
+                "pool_size": worker_stats.get("pool", {}).get("max-concurrency") if isinstance(worker_stats.get("pool"), dict) else None,
+            })
+        
+        return {
+            "online": len(workers) > 0,
+            "workers": workers,
+        }
+    except Exception as exc:
+        logger.warning("Failed to inspect Celery workers: %s", exc)
+        return {
+            "online": False,
+            "workers": [],
+            "error": str(exc),
+        }
diff --git a/frontend/src/App.css b/frontend/src/App.css
index 2b64b2b..7e82800 100644
--- a/frontend/src/App.css
+++ b/frontend/src/App.css
@@ -1028,7 +1028,7 @@ body {
 /* ── Search results page ──────────────────────────────────────────────────── */
 
 .search-results-page {
-  max-width: 48rem;
+  max-width: 64rem;
 }
 
 .search-fallback-banner {
@@ -1177,7 +1177,32 @@ body {
 /* ── Technique page ───────────────────────────────────────────────────────── */
 
 .technique-page {
-  max-width: 48rem;
+  max-width: 64rem;
+}
+
+.technique-columns {
+  display: grid;
+  grid-template-columns: 1fr 22rem;
+  gap: 2rem;
+  align-items: start;
+}
+
+.technique-columns__main {
+  min-width: 0; /* prevent grid blowout */
+}
+
+.technique-columns__sidebar {
+  position: sticky;
+  top: 1.5rem;
+}
+
+@media (max-width: 768px) {
+  .technique-columns {
+    grid-template-columns: 1fr;
+  }
+  .technique-columns__sidebar {
+    position: static;
+  }
 }
 
 .technique-404 {
@@ -1631,7 +1656,7 @@ body {
    ══════════════════════════════════════════════════════════════════════════════ */
 
 .creator-detail {
-  max-width: 48rem;
+  max-width: 64rem;
 }
 
 .creator-detail__header {
@@ -2390,3 +2415,375 @@ body {
   padding: 0.1rem 0.35rem;
   border-radius: 3px;
 }
+
+/* ── Pipeline Admin ─────────────────────────────────────────────────────── */
+
+.admin-pipeline {
+  max-width: 1100px;
+  margin: 0 auto;
+  padding: 2rem 1rem;
+}
+
+.admin-pipeline__header {
+  display: flex;
+  justify-content: space-between;
+  align-items: flex-start;
+  gap: 1rem;
+  margin-bottom: 1.5rem;
+  flex-wrap: wrap;
+}
+
+.admin-pipeline__header-right {
+  display: flex;
+  align-items: center;
+  gap: 1rem;
+  flex-wrap: wrap;
+}
+
+.admin-pipeline__title {
+  color: var(--color-text-primary);
+  margin: 0 0 0.25rem;
+}
+
+.admin-pipeline__subtitle {
+  color: var(--color-text-muted);
+  margin: 0;
+  font-size: 0.9rem;
+}
+
+.admin-pipeline__list {
+  display: flex;
+  flex-direction: column;
+  gap: 0.75rem;
+}
+
+/* ── Worker Status Indicator ────────────────────────────────────────────── */
+
+.worker-status {
+  display: flex;
+  align-items: center;
+  gap: 0.5rem;
+  font-size: 0.8125rem;
+  color: var(--color-text-secondary);
+  padding: 0.35rem 0.75rem;
+  background: var(--color-bg-surface);
+  border: 1px solid var(--color-border);
+  border-radius: 6px;
+  white-space: nowrap;
+}
+
+.worker-status__dot {
+  display: inline-block;
+  width: 8px;
+  height: 8px;
+  border-radius: 50%;
+  flex-shrink: 0;
+}
+
+.worker-status__dot--online {
+  background: var(--color-badge-approved-text);
+  box-shadow: 0 0 6px var(--color-badge-approved-text);
+}
+
+.worker-status__dot--offline {
+  background: var(--color-error);
+  box-shadow: 0 0 6px var(--color-error);
+}
+
+.worker-status__dot--unknown {
+  background: var(--color-text-muted);
+}
+
+.worker-status__label {
+  font-weight: 500;
+}
+
+.worker-status__detail {
+  color: var(--color-text-muted);
+  font-size: 0.75rem;
+}
+
+.worker-status--error {
+  border-color: var(--color-error-border);
+}
+
+/* ── Pipeline Video Row ─────────────────────────────────────────────────── */
+
+.pipeline-video {
+  background: var(--color-bg-surface);
+  border: 1px solid var(--color-border);
+  border-radius: 8px;
+  overflow: hidden;
+}
+
+.pipeline-video__header {
+  display: grid;
+  grid-template-columns: 1fr auto auto;
+  gap: 0.75rem;
+  align-items: center;
+  padding: 0.75rem 1rem;
+  cursor: pointer;
+}
+
+.pipeline-video__header:hover {
+  background: var(--color-bg-input);
+}
+
+.pipeline-video__info {
+  display: flex;
+  flex-direction: column;
+  gap: 0.1rem;
+  min-width: 0;
+}
+
+.pipeline-video__filename {
+  color: var(--color-text-primary);
+  font-weight: 500;
+  font-size: 0.9rem;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+}
+
+.pipeline-video__creator {
+  color: var(--color-text-muted);
+  font-size: 0.8rem;
+}
+
+.pipeline-video__meta {
+  display: flex;
+  align-items: center;
+  gap: 0.625rem;
+  flex-wrap: wrap;
+}
+
+.pipeline-video__stat {
+  color: var(--color-text-muted);
+  font-size: 0.8rem;
+  white-space: nowrap;
+}
+
+.pipeline-video__time {
+  color: var(--color-text-muted);
+  font-size: 0.75rem;
+  white-space: nowrap;
+}
+
+.pipeline-video__actions {
+  display: flex;
+  gap: 0.375rem;
+}
+
+.pipeline-video__message {
+  padding: 0.375rem 1rem;
+  font-size: 0.8rem;
+}
+
+.pipeline-video__message--ok {
+  background: var(--color-badge-approved-bg);
+  color: var(--color-badge-approved-text);
+}
+
+.pipeline-video__message--err {
+  background: var(--color-error-bg);
+  color: var(--color-error);
+}
+
+.pipeline-video__detail {
+  padding: 0.75rem 1rem 1rem;
+  border-top: 1px solid var(--color-border);
+}
+
+.pipeline-video__detail-meta {
+  display: flex;
+  gap: 1.25rem;
+  font-size: 0.8rem;
+  color: var(--color-text-muted);
+  margin-bottom: 1rem;
+  flex-wrap: wrap;
+}
+
+/* ── Pipeline Badges ────────────────────────────────────────────────────── */
+
+.pipeline-badge {
+  display: inline-flex;
+  align-items: center;
+  padding: 0.15rem 0.5rem;
+  border-radius: 4px;
+  font-size: 0.75rem;
+  font-weight: 500;
+  background: var(--color-pill-bg);
+  color: var(--color-pill-text);
+  white-space: nowrap;
+}
+
+.pipeline-badge--success {
+  background: var(--color-badge-approved-bg);
+  color: var(--color-badge-approved-text);
+}
+
+.pipeline-badge--active {
+  background: var(--color-badge-edited-bg);
+  color: var(--color-badge-edited-text);
+}
+
+.pipeline-badge--error {
+  background: var(--color-badge-rejected-bg);
+  color: var(--color-badge-rejected-text);
+}
+
+.pipeline-badge--pending {
+  background: var(--color-badge-pending-bg);
+  color: var(--color-badge-pending-text);
+}
+
+.pipeline-badge--event-start {
+  background: var(--color-badge-edited-bg);
+  color: var(--color-badge-edited-text);
+}
+
+.pipeline-badge--event-complete {
+  background: var(--color-badge-approved-bg);
+  color: var(--color-badge-approved-text);
+}
+
+.pipeline-badge--event-error {
+  background: var(--color-badge-rejected-bg);
+  color: var(--color-badge-rejected-text);
+}
+
+.pipeline-badge--event-llm_call {
+  background: var(--color-pill-plugin-bg);
+  color: var(--color-pill-plugin-text);
+}
+
+/* ── Pipeline Events ────────────────────────────────────────────────────── */
+
+.pipeline-events__header {
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+  margin-bottom: 0.75rem;
+}
+
+.pipeline-events__count {
+  font-size: 0.85rem;
+  color: var(--color-text-secondary);
+  font-weight: 500;
+}
+
+.pipeline-events__empty {
+  font-size: 0.85rem;
+  color: var(--color-text-muted);
+  padding: 0.5rem 0;
+}
+
+.pipeline-events__list {
+  display: flex;
+  flex-direction: column;
+  gap: 0.25rem;
+}
+
+.pipeline-event {
+  background: var(--color-bg-page);
+  border: 1px solid var(--color-border);
+  border-radius: 6px;
+  padding: 0.5rem 0.75rem;
+}
+
+.pipeline-event--error {
+  border-left: 3px solid var(--color-error);
+}
+
+.pipeline-event__row {
+  display: flex;
+  align-items: center;
+  gap: 0.5rem;
+  flex-wrap: wrap;
+}
+
+.pipeline-event__icon {
+  font-size: 0.85rem;
+  flex-shrink: 0;
+  width: 1.25rem;
+  text-align: center;
+}
+
+.pipeline-event__stage {
+  color: var(--color-text-primary);
+  font-size: 0.8125rem;
+  font-weight: 500;
+}
+
+.pipeline-event__model {
+  color: var(--color-text-muted);
+  font-size: 0.75rem;
+  font-family: monospace;
+}
+
+.pipeline-event__tokens {
+  color: var(--color-pill-plugin-text);
+  font-size: 0.75rem;
+  font-weight: 500;
+}
+
+.pipeline-event__duration {
+  color: var(--color-text-muted);
+  font-size: 0.75rem;
+}
+
+.pipeline-event__time {
+  color: var(--color-text-muted);
+  font-size: 0.75rem;
+  margin-left: auto;
+  white-space: nowrap;
+}
+
+/* ── Pipeline Events Pager ──────────────────────────────────────────────── */
+
+.pipeline-events__pager {
+  display: flex;
+  align-items: center;
+  justify-content: center;
+  gap: 0.75rem;
+  margin-top: 0.75rem;
+}
+
+.pipeline-events__pager-info {
+  font-size: 0.8rem;
+  color: var(--color-text-muted);
+}
+
+/* ── Collapsible JSON ───────────────────────────────────────────────────── */
+
+.json-viewer {
+  margin-top: 0.375rem;
+}
+
+.json-viewer__toggle {
+  background: none;
+  border: none;
+  color: var(--color-accent);
+  font-size: 0.75rem;
+  cursor: pointer;
+  padding: 0;
+  font-family: inherit;
+}
+
+.json-viewer__toggle:hover {
+  color: var(--color-accent-hover);
+}
+
+.json-viewer__content {
+  margin: 0.375rem 0 0;
+  padding: 0.5rem 0.75rem;
+  background: var(--color-bg-transcript);
+  border: 1px solid var(--color-border);
+  border-radius: 4px;
+  color: var(--color-text-secondary);
+  font-size: 0.75rem;
+  line-height: 1.5;
+  overflow-x: auto;
+  max-height: 300px;
+  overflow-y: auto;
+}
diff --git a/frontend/src/App.tsx b/frontend/src/App.tsx
index 1dd122c..e96014c 100644
--- a/frontend/src/App.tsx
+++ b/frontend/src/App.tsx
@@ -8,6 +8,7 @@ import TopicsBrowse from "./pages/TopicsBrowse";
 import ReviewQueue from "./pages/ReviewQueue";
 import MomentDetail from "./pages/MomentDetail";
 import AdminReports from "./pages/AdminReports";
+import AdminPipeline from "./pages/AdminPipeline";
 import ModeToggle from "./components/ModeToggle";
 
 export default function App() {
@@ -24,6 +25,7 @@ export default function App() {
             <Link to="/creators">Creators</Link>
             <Link to="/admin/review">Review</Link>
             <Link to="/admin/reports">Reports</Link>
+            <Link to="/admin/pipeline">Pipeline</Link>
           </nav>
           <ModeToggle />
         </div>
@@ -45,6 +47,7 @@ export default function App() {
           <Route path="/admin/review" element={<ReviewQueue />} />
           <Route path="/admin/review/:momentId" element={<MomentDetail />} />
           <Route path="/admin/reports" element={<AdminReports />} />
+          <Route path="/admin/pipeline" element={<AdminPipeline />} />
 
           {/* Fallback */}
           <Route path="*" element={<Navigate to="/" replace />} />
diff --git a/frontend/src/api/public-client.ts b/frontend/src/api/public-client.ts
index 7683819..efce818 100644
--- a/frontend/src/api/public-client.ts
+++ b/frontend/src/api/public-client.ts
@@ -357,3 +357,114 @@ export async function updateReport(
     body: JSON.stringify(body),
   });
 }
+
+
+// ── Pipeline Admin ──────────────────────────────────────────────────────────
+
+export interface PipelineVideoItem {
+  id: string;
+  filename: string;
+  processing_status: string;
+  content_hash: string | null;
+  creator_name: string;
+  created_at: string | null;
+  updated_at: string | null;
+  event_count: number;
+  total_tokens_used: number;
+  last_event_at: string | null;
+}
+
+export interface PipelineVideoListResponse {
+  items: PipelineVideoItem[];
+  total: number;
+}
+
+export interface PipelineEvent {
+  id: string;
+  video_id: string;
+  stage: string;
+  event_type: string;
+  prompt_tokens: number | null;
+  completion_tokens: number | null;
+  total_tokens: number | null;
+  model: string | null;
+  duration_ms: number | null;
+  payload: Record<string, unknown> | null;
+  created_at: string | null;
+}
+
+export interface PipelineEventListResponse {
+  items: PipelineEvent[];
+  total: number;
+  offset: number;
+  limit: number;
+}
+
+export interface WorkerTask {
+  id: string;
+  name: string;
+  args: unknown[];
+  time_start: number | null;
+}
+
+export interface WorkerInfo {
+  name: string;
+  active_tasks: WorkerTask[];
+  reserved_tasks: number;
+  total_completed: number;
+  uptime: string | null;
+  pool_size: number | null;
+}
+
+export interface WorkerStatusResponse {
+  online: boolean;
+  workers: WorkerInfo[];
+  error?: string;
+}
+
+export interface TriggerResponse {
+  status: string;
+  video_id: string;
+  current_processing_status?: string;
+}
+
+export interface RevokeResponse {
+  status: string;
+  video_id: string;
+  tasks_revoked: number;
+}
+
+export async function fetchPipelineVideos(): Promise<PipelineVideoListResponse> {
+  return request<PipelineVideoListResponse>(`${BASE}/admin/pipeline/videos`);
+}
+
+export async function fetchPipelineEvents(
+  videoId: string,
+  params: { offset?: number; limit?: number; stage?: string; event_type?: string } = {},
+): Promise<PipelineEventListResponse> {
+  const qs = new URLSearchParams();
+  if (params.offset !== undefined) qs.set("offset", String(params.offset));
+  if (params.limit !== undefined) qs.set("limit", String(params.limit));
+  if (params.stage) qs.set("stage", params.stage);
+  if (params.event_type) qs.set("event_type", params.event_type);
+  const query = qs.toString();
+  return request<PipelineEventListResponse>(
+    `${BASE}/admin/pipeline/events/${videoId}${query ? `?${query}` : ""}`,
+  );
+}
+
+export async function fetchWorkerStatus(): Promise<WorkerStatusResponse> {
+  return request<WorkerStatusResponse>(`${BASE}/admin/pipeline/worker-status`);
+}
+
+export async function triggerPipeline(videoId: string): Promise<TriggerResponse> {
+  return request<TriggerResponse>(`${BASE}/admin/pipeline/trigger/${videoId}`, {
+    method: "POST",
+  });
+}
+
+export async function revokePipeline(videoId: string): Promise<RevokeResponse> {
+  return request<RevokeResponse>(`${BASE}/admin/pipeline/revoke/${videoId}`, {
+    method: "POST",
+  });
+}
diff --git a/frontend/src/pages/AdminPipeline.tsx b/frontend/src/pages/AdminPipeline.tsx
new file mode 100644
index 0000000..b4dc718
--- /dev/null
+++ b/frontend/src/pages/AdminPipeline.tsx
@@ -0,0 +1,422 @@
+/**
+ * Pipeline admin dashboard — video list with status, retrigger/revoke,
+ * expandable event log with token usage and collapsible JSON viewer.
+ */
+
+import { useCallback, useEffect, useState } from "react";
+import {
+  fetchPipelineVideos,
+  fetchPipelineEvents,
+  fetchWorkerStatus,
+  triggerPipeline,
+  revokePipeline,
+  type PipelineVideoItem,
+  type PipelineEvent,
+  type WorkerStatusResponse,
+} from "../api/public-client";
+
+// ── Helpers ──────────────────────────────────────────────────────────────────
+
+function formatDate(iso: string | null): string {
+  if (!iso) return "—";
+  return new Date(iso).toLocaleString(undefined, {
+    month: "short",
+    day: "numeric",
+    hour: "2-digit",
+    minute: "2-digit",
+    second: "2-digit",
+  });
+}
+
+function formatTokens(n: number): string {
+  if (n === 0) return "0";
+  if (n >= 1_000_000) return `${(n / 1_000_000).toFixed(1)}M`;
+  if (n >= 1_000) return `${(n / 1_000).toFixed(1)}k`;
+  return String(n);
+}
+
+function statusBadgeClass(status: string): string {
+  switch (status) {
+    case "completed":
+    case "indexed":
+      return "pipeline-badge--success";
+    case "processing":
+    case "extracted":
+    case "classified":
+    case "synthesized":
+      return "pipeline-badge--active";
+    case "failed":
+    case "error":
+      return "pipeline-badge--error";
+    case "pending":
+    case "queued":
+      return "pipeline-badge--pending";
+    default:
+      return "";
+  }
+}
+
+function eventTypeIcon(eventType: string): string {
+  switch (eventType) {
+    case "start":
+      return "▶";
+    case "complete":
+      return "✓";
+    case "error":
+      return "✗";
+    case "llm_call":
+      return "🤖";
+    default:
+      return "·";
+  }
+}
+
+// ── Collapsible JSON ─────────────────────────────────────────────────────────
+
+function JsonViewer({ data }: { data: Record<string, unknown> | null }) {
+  const [open, setOpen] = useState(false);
+  if (!data || Object.keys(data).length === 0) return null;
+
+  return (
+    <div className="json-viewer">
+      <button
+        className="json-viewer__toggle"
+        onClick={() => setOpen((v) => !v)}
+        aria-expanded={open}
+      >
+        {open ? "▾ Hide payload" : "▸ Show payload"}
+      </button>
+      {open && (
+        <pre className="json-viewer__content">
+          {JSON.stringify(data, null, 2)}
+        </pre>
+      )}
+    </div>
+  );
+}
+
+// ── Event Log ────────────────────────────────────────────────────────────────
+
+function EventLog({ videoId }: { videoId: string }) {
+  const [events, setEvents] = useState<PipelineEvent[]>([]);
+  const [total, setTotal] = useState(0);
+  const [loading, setLoading] = useState(true);
+  const [error, setError] = useState<string | null>(null);
+  const [offset, setOffset] = useState(0);
+  const limit = 50;
+
+  const load = useCallback(async () => {
+    setLoading(true);
+    setError(null);
+    try {
+      const res = await fetchPipelineEvents(videoId, { offset, limit });
+      setEvents(res.items);
+      setTotal(res.total);
+    } catch (err) {
+      setError(err instanceof Error ? err.message : "Failed to load events");
+    } finally {
+      setLoading(false);
+    }
+  }, [videoId, offset]);
+
+  useEffect(() => {
+    void load();
+  }, [load]);
+
+  if (loading) return <div className="loading">Loading events…</div>;
+  if (error) return <div className="loading error-text">Error: {error}</div>;
+  if (events.length === 0) return <div className="pipeline-events__empty">No events recorded.</div>;
+
+  const hasNext = offset + limit < total;
+  const hasPrev = offset > 0;
+
+  return (
+    <div className="pipeline-events">
+      <div className="pipeline-events__header">
+        <span className="pipeline-events__count">{total} event{total !== 1 ? "s" : ""}</span>
+        <button className="btn btn--small btn--secondary" onClick={() => void load()}>↻ Refresh</button>
+      </div>
+
+      <div className="pipeline-events__list">
+        {events.map((evt) => (
+          <div key={evt.id} className={`pipeline-event pipeline-event--${evt.event_type}`}>
+            <div className="pipeline-event__row">
+              <span className="pipeline-event__icon">{eventTypeIcon(evt.event_type)}</span>
+              <span className="pipeline-event__stage">{evt.stage}</span>
+              <span className={`pipeline-badge pipeline-badge--event-${evt.event_type}`}>
+                {evt.event_type}
+              </span>
+              {evt.model && <span className="pipeline-event__model">{evt.model}</span>}
+              {evt.total_tokens != null && evt.total_tokens > 0 && (
+                <span className="pipeline-event__tokens" title={`prompt: ${evt.prompt_tokens ?? 0} / completion: ${evt.completion_tokens ?? 0}`}>
+                  {formatTokens(evt.total_tokens)} tok
+                </span>
+              )}
+              {evt.duration_ms != null && (
+                <span className="pipeline-event__duration">{evt.duration_ms}ms</span>
+              )}
+              <span className="pipeline-event__time">{formatDate(evt.created_at)}</span>
+            </div>
+            <JsonViewer data={evt.payload} />
+          </div>
+        ))}
+      </div>
+
+      {(hasPrev || hasNext) && (
+        <div className="pipeline-events__pager">
+          <button
+            className="btn btn--small btn--secondary"
+            disabled={!hasPrev}
+            onClick={() => setOffset((o) => Math.max(0, o - limit))}
+          >
+            ← Prev
+          </button>
+          <span className="pipeline-events__pager-info">
+            {offset + 1}–{Math.min(offset + limit, total)} of {total}
+          </span>
+          <button
+            className="btn btn--small btn--secondary"
+            disabled={!hasNext}
+            onClick={() => setOffset((o) => o + limit)}
+          >
+            Next →
+          </button>
+        </div>
+      )}
+    </div>
+  );
+}
+
+// ── Worker Status ────────────────────────────────────────────────────────────
+
+function WorkerStatus() {
+  const [status, setStatus] = useState<WorkerStatusResponse | null>(null);
+  const [error, setError] = useState<string | null>(null);
+
+  const load = useCallback(async () => {
+    try {
+      setError(null);
+      const res = await fetchWorkerStatus();
+      setStatus(res);
+    } catch (err) {
+      setError(err instanceof Error ? err.message : "Failed");
+    }
+  }, []);
+
+  useEffect(() => {
+    void load();
+    const id = setInterval(() => void load(), 15_000);
+    return () => clearInterval(id);
+  }, [load]);
+
+  if (error) {
+    return (
+      <div className="worker-status worker-status--error">
+        <span className="worker-status__dot worker-status__dot--offline" />
+        Worker: error ({error})
+      </div>
+    );
+  }
+
+  if (!status) {
+    return (
+      <div className="worker-status">
+        <span className="worker-status__dot worker-status__dot--unknown" />
+        Worker: checking…
+      </div>
+    );
+  }
+
+  return (
+    <div className={`worker-status ${status.online ? "worker-status--online" : "worker-status--offline"}`}>
+      <span className={`worker-status__dot ${status.online ? "worker-status__dot--online" : "worker-status__dot--offline"}`} />
+      <span className="worker-status__label">
+        {status.online ? `${status.workers.length} worker${status.workers.length !== 1 ? "s" : ""} online` : "Workers offline"}
+      </span>
+      {status.workers.map((w) => (
+        <span key={w.name} className="worker-status__detail" title={w.name}>
+          {w.active_tasks.length > 0
+            ? `${w.active_tasks.length} active`
+            : "idle"}
+          {w.pool_size != null && ` · pool ${w.pool_size}`}
+        </span>
+      ))}
+    </div>
+  );
+}
+
+// ── Main Page ────────────────────────────────────────────────────────────────
+
+export default function AdminPipeline() {
+  const [videos, setVideos] = useState<PipelineVideoItem[]>([]);
+  const [loading, setLoading] = useState(true);
+  const [error, setError] = useState<string | null>(null);
+  const [expandedId, setExpandedId] = useState<string | null>(null);
+  const [actionLoading, setActionLoading] = useState<string | null>(null);
+  const [actionMessage, setActionMessage] = useState<{ id: string; text: string; ok: boolean } | null>(null);
+
+  const load = useCallback(async () => {
+    setLoading(true);
+    setError(null);
+    try {
+      const res = await fetchPipelineVideos();
+      setVideos(res.items);
+    } catch (err) {
+      setError(err instanceof Error ? err.message : "Failed to load videos");
+    } finally {
+      setLoading(false);
+    }
+  }, []);
+
+  useEffect(() => {
+    void load();
+  }, [load]);
+
+  const handleTrigger = async (videoId: string) => {
+    setActionLoading(videoId);
+    setActionMessage(null);
+    try {
+      const res = await triggerPipeline(videoId);
+      setActionMessage({ id: videoId, text: `Triggered (${res.status})`, ok: true });
+      // Refresh after short delay to let status update
+      setTimeout(() => void load(), 2000);
+    } catch (err) {
+      setActionMessage({
+        id: videoId,
+        text: err instanceof Error ? err.message : "Trigger failed",
+        ok: false,
+      });
+    } finally {
+      setActionLoading(null);
+    }
+  };
+
+  const handleRevoke = async (videoId: string) => {
+    setActionLoading(videoId);
+    setActionMessage(null);
+    try {
+      const res = await revokePipeline(videoId);
+      setActionMessage({
+        id: videoId,
+        text: res.tasks_revoked > 0
+          ? `Revoked ${res.tasks_revoked} task${res.tasks_revoked !== 1 ? "s" : ""}`
+          : "No active tasks",
+        ok: true,
+      });
+      setTimeout(() => void load(), 2000);
+    } catch (err) {
+      setActionMessage({
+        id: videoId,
+        text: err instanceof Error ? err.message : "Revoke failed",
+        ok: false,
+      });
+    } finally {
+      setActionLoading(null);
+    }
+  };
+
+  const toggleExpand = (id: string) => {
+    setExpandedId((prev) => (prev === id ? null : id));
+  };
+
+  return (
+    <div className="admin-pipeline">
+      <div className="admin-pipeline__header">
+        <div>
+          <h2 className="admin-pipeline__title">Pipeline Management</h2>
+          <p className="admin-pipeline__subtitle">
+            {videos.length} video{videos.length !== 1 ? "s" : ""}
+          </p>
+        </div>
+        <div className="admin-pipeline__header-right">
+          <WorkerStatus />
+          <button className="btn btn--secondary" onClick={() => void load()} disabled={loading}>
+            ↻ Refresh
+          </button>
+        </div>
+      </div>
+
+      {loading ? (
+        <div className="loading">Loading videos…</div>
+      ) : error ? (
+        <div className="loading error-text">Error: {error}</div>
+      ) : videos.length === 0 ? (
+        <div className="empty-state">No videos in pipeline.</div>
+      ) : (
+        <div className="admin-pipeline__list">
+          {videos.map((video) => (
+            <div key={video.id} className="pipeline-video">
+              <div
+                className="pipeline-video__header"
+                onClick={() => toggleExpand(video.id)}
+              >
+                <div className="pipeline-video__info">
+                  <span className="pipeline-video__filename" title={video.filename}>
+                    {video.filename}
+                  </span>
+                  <span className="pipeline-video__creator">{video.creator_name}</span>
+                </div>
+
+                <div className="pipeline-video__meta">
+                  <span className={`pipeline-badge ${statusBadgeClass(video.processing_status)}`}>
+                    {video.processing_status}
+                  </span>
+                  <span className="pipeline-video__stat" title="Events">
+                    {video.event_count} events
+                  </span>
+                  <span className="pipeline-video__stat" title="Total tokens used">
+                    {formatTokens(video.total_tokens_used)} tokens
+                  </span>
+                  <span className="pipeline-video__time">
+                    {formatDate(video.last_event_at)}
+                  </span>
+                </div>
+
+                <div className="pipeline-video__actions" onClick={(e) => e.stopPropagation()}>
+                  <button
+                    className="btn btn--small btn--primary"
+                    onClick={() => void handleTrigger(video.id)}
+                    disabled={actionLoading === video.id}
+                    title="Retrigger pipeline"
+                  >
+                    {actionLoading === video.id ? "…" : "▶ Trigger"}
+                  </button>
+                  <button
+                    className="btn btn--small btn--danger"
+                    onClick={() => void handleRevoke(video.id)}
+                    disabled={actionLoading === video.id}
+                    title="Revoke active tasks"
+                  >
+                    {actionLoading === video.id ? "…" : "■ Revoke"}
+                  </button>
+                </div>
+              </div>
+
+              {actionMessage?.id === video.id && (
+                <div className={`pipeline-video__message ${actionMessage.ok ? "pipeline-video__message--ok" : "pipeline-video__message--err"}`}>
+                  {actionMessage.text}
+                </div>
+              )}
+
+              {expandedId === video.id && (
+                <div className="pipeline-video__detail">
+                  <div className="pipeline-video__detail-meta">
+                    <span>ID: {video.id.slice(0, 8)}…</span>
+                    {video.content_hash && (
+                      <span title={video.content_hash}>
+                        Hash: <code>{video.content_hash.slice(0, 12)}…</code>
+                      </span>
+                    )}
+                    <span>Created: {formatDate(video.created_at)}</span>
+                    <span>Updated: {formatDate(video.updated_at)}</span>
+                  </div>
+                  <EventLog videoId={video.id} />
+                </div>
+              )}
+            </div>
+          ))}
+        </div>
+      )}
+    </div>
+  );
+}
diff --git a/frontend/src/pages/TechniquePage.tsx b/frontend/src/pages/TechniquePage.tsx
index 43bfe45..e892913 100644
--- a/frontend/src/pages/TechniquePage.tsx
+++ b/frontend/src/pages/TechniquePage.tsx
@@ -371,7 +371,9 @@ export default function TechniquePage() {
         />
       )}
 
-      {/* Summary */}
+      <div className="technique-columns">
+        <div className="technique-columns__main">
+          {/* Summary */}
       {displaySummary && (
         <section className="technique-summary">
           <p>{displaySummary}</p>
@@ -401,7 +403,9 @@ export default function TechniquePage() {
           </section>
         )}
 
-      {/* Key moments (always from live data — not versioned) */}
+        </div>
+        <div className="technique-columns__sidebar">
+          {/* Key moments (always from live data — not versioned) */}
       {technique.key_moments.length > 0 && (
         <section className="technique-moments">
           <h2>Key Moments</h2>
@@ -500,6 +504,8 @@ export default function TechniquePage() {
           </ul>
         </section>
       )}
+        </div>
+      </div>
     </article>
   );
 }
diff --git a/frontend/tsconfig.app.tsbuildinfo b/frontend/tsconfig.app.tsbuildinfo
index 38e7477..997c8ec 100644
--- a/frontend/tsconfig.app.tsbuildinfo
+++ b/frontend/tsconfig.app.tsbuildinfo
@@ -1 +1 @@
-{"root":["./src/App.tsx","./src/main.tsx","./src/vite-env.d.ts","./src/api/client.ts","./src/api/public-client.ts","./src/components/ModeToggle.tsx","./src/components/StatusBadge.tsx","./src/pages/CreatorDetail.tsx","./src/pages/CreatorsBrowse.tsx","./src/pages/Home.tsx","./src/pages/MomentDetail.tsx","./src/pages/ReviewQueue.tsx","./src/pages/SearchResults.tsx","./src/pages/TechniquePage.tsx","./src/pages/TopicsBrowse.tsx"],"version":"5.6.3"}
\ No newline at end of file
+{"root":["./src/App.tsx","./src/main.tsx","./src/vite-env.d.ts","./src/api/client.ts","./src/api/public-client.ts","./src/components/ModeToggle.tsx","./src/components/ReportIssueModal.tsx","./src/components/StatusBadge.tsx","./src/pages/AdminPipeline.tsx","./src/pages/AdminReports.tsx","./src/pages/CreatorDetail.tsx","./src/pages/CreatorsBrowse.tsx","./src/pages/Home.tsx","./src/pages/MomentDetail.tsx","./src/pages/ReviewQueue.tsx","./src/pages/SearchResults.tsx","./src/pages/TechniquePage.tsx","./src/pages/TopicsBrowse.tsx"],"version":"5.6.3"}
\ No newline at end of file