Vacation Autopilot Active • Review-by-Exception
Content generation, QA critic, and scheduled releases are running autonomously on Google Cloud. Daily batches execute at 03:00 UTC with a 24h rolling safety buffer. No action needed unless you veto before broadcast.
What Was Buried Under 30 Years of Mud? Dakar Yellow 1990 BMW E30 M3 Sport Evolution Reveal
Did you guess what was hiding under that thick crust of riverbed dried clay crust and baked gravel sludge? Watch us excavate this Dakar Yell...
0 / 10 QA-Rejected Clips Harvested for AI Outtakes #4
Rejected Veo 3.1 clips (mud-spraying hoses, water-painted racing stripes, dual foam guns) are archived automatically. At 10 clips, a 45s Best-of-AI Short compiles & schedules automatically.
Release Queue & Broadcast Buffer
Automated Review-by-Exception buffer holding videos before scheduled release.
Forgotten '69 Camaro Barn Find Rescue!
Rescued this legendary '69 Camaro from decades of barn dust! Did we do this classic muscle justice? Drop your score 1-10 below! 👇🔥
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Neglected E36 M3 Barn Rescue! 🏎️✨
Rescuing this neglected 1996 E36 M3 back to factory mirror gloss! Wait for the reaction in ... 🤯 What classic legend should we restore next?...
Abandoned 1989 Porsche 911 Turbo Whale-Tail Full Restoration (Part 2) | ASMR Revival
Part 2: Saving the legendary 1989 Porsche 911 Turbo (930) whale tail! Dry steam engine bay purge, single-stage paint revival, rubber restora...
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30-Year Swamp Find 1989 Porsche 911 Turbo Full Restoration (Part 1) | The Crisis
Rescuing an abandoned 1989 Porsche 911 Turbo (930) pulled from a swamp after 30 years! Part 1: High-pressure moss peel, iconic tea-tray spoi...
30-Year Swamp Find 1989 Porsche 911 Turbo Full Restoration (Part 1) | The Crisis
Rescuing an abandoned 1989 Porsche 911 Turbo (930) pulled from a swamp after 30 years! Part 1: High-pressure moss peel, iconic tea-tray spoi...
You Picked This Barn Find Supra Rescue! 🏎️💨
You picked this legendary barn find! 🏎️ 1994 Toyota Supra Turbo resurrected from 20 years of barn dust and dried mud crust. What car should ...
30-Year Swamp Barn Find: JDM Sports Coupe Full Restoration 🧼✨
Can we save this 30-year abandoned Japanese sports coupe? Watch the complete deep foaming wash, clay bar decontamination, rotary paint corre...
Upcoming Content Pipeline (Next 10 Pieces)
10 QueuedPriority execution order of crowdsourced community requests and viral barn find revivals.
KTM 450 SX-F Motocross Bike
Motocross Bike & Rider Foam Blast
extreme track mud splatter across bike and full-gear motocross rider in high-pressure foam wash
1995 Jeep Cherokee XJ 4x4
Worst Detailer Ever: Shovel & Broom Mud Destruction
caked riverbed clay scraped with metal snow shovel, stiff push broom, and ice scraper, revealing horrifying paint scratches
Santa Cruz V10 Downhill Mountain Bike
Downhill Race Mountain Bike ASMR Clean
post-race downhill red clay, gritty drivetrain muck, and caked suspension seals
1998 Subaru Outback Wagon
Pet-Hair Family Wagon Reset
extreme pet-hair explosion, ground-in pretzel crumbs, and sticky fabric stains
2005 Subaru Impreza WRX STI
15-Minute WRX STI Speed Challenge
heavy dried clay mud crust across driver side in a 15-minute speed challenge
2016 Honda Odyssey Minivan
Minivan Cabin Disaster Reset
sun-baked gummy candy, melted crayons, and ground-in pretzel explosion
1972 Volkswagen Super Beetle
Vineyard Abandoned Bug Resurrection
abandoned vineyard red dust, bird droppings, and overgrown ivy residue
1975 Citroen H-Van Food Truck
Vintage Food-Truck Deep Degrease
commercial cooking grease mist, road grime, and baked urban soot
2022 Tesla Model 3 Performance
White Leather Coffee Extraction
catastrophic dark coffee spill and deep dark stains on white vegan leather
90-Day Pilot Charter & Economics
Real-time telemetry measured against 90-day pilot charter (€900 pilot budget / €300/mo cap, break-even economics & cross-platform monetization).
Compute: €2891.98 | Cloud Infra: €1.20. Burn rate: €99.76/day vs €10.00/day limit.
YouTube: 13 subs (YPP 13/500 & 13/1,000) | TikTok: 5 followers (5/10,000).
YouTube: 6,620 views (97.9%) | TikTok: 85 views across 15 cross-posted videos (14 unique episodes).
Honest path to €300/mo: Shorts pool alone pays ~€0.06 RPM (~5M views). Real sustainability relies on Phase 2 Long-form Shop Talk (€18 RPM → 16.5k views) + Detailing affiliate sales (~100 orders @ €3).
Multi-Channel Studio Billing & Cost Breakdown
GCP: AI Media Studio (ai-car-channel-pilot)Real-time Vertex AI ledger & Cloud Run infrastructure costs isolated per channel, video format (45s vs 16s), and model category.
| Channel | Status | Episodes | 45s Spend | 16s Spend | Compute (€) | Infra (€) | All-In (€) | Monthly Cap & Usage |
|---|---|---|---|---|---|---|---|---|
|
Channel #2 Template | AI Media Studio
@YourNewChannelHandle
id: template_channel • 29 API receipts
|
BLUEPRINT |
0
avg €0.00
|
€0.00
0 eps
|
€0.00
0 eps
|
€10.64 | €0.00 | €10.64 |
€10.64
/ €200
(5.3%)
|
|
CarWash96 | Cooked to Clean
@CarWash96
id: carwash96 • 15528 API receipts
|
ACTIVE |
29
avg €99.85
|
€100.10
26 eps
|
€6.42
3 eps
|
€2895.70 | €1.20 | €2896.90 |
€2896.90
/ €300
(100.0%)
|
|
OceanFlow96 | Waves & Breath
@OceanFlow96
id: oceanflow96 • 297 API receipts
|
ACTIVE |
8
avg €4.55
|
€0.00
0 eps
|
€0.00
0 eps
|
€36.43 | €0.00 | €36.43 |
€36.43
/ €150
(24.3%)
|
|
Shelter96 | Calm in Crisis
@TheShelter96
id: shelter96 • 131 API receipts
|
ACTIVE |
3
avg €4.89
|
€0.00
0 eps
|
€1.49
1 eps
|
€14.67 | €0.00 | €14.67 |
€14.67
/ €150
(9.8%)
|
YouTube Studio @CarWash96
Cached Manifest Fallback (Offline)TikTok Watcher @carwash96_official
TikTok WatcherCross-Platform Growth Velocity & Burn Projection
Real-time view acceleration and per-episode budget burn pacing.
views in last 60m
views in last 24h
views in last 7 days
new subscribers / day
Audience Reach by Detailing Format
Which content archetypes are driving the highest retention and view volume?
1 subscriber gained per ~228 views (18 audience / 4,105 views across YouTube & TikTok). Currently in cold-start ramp below the 0.50%–2.00% healthy industry benchmark as channel authority and algorithmic distribution scale.
Expectedly high during channel cold-start (€36.67 initial baseline). Current all-in cost: €12.13 / 1k views (€49.80 / 4,105 views). Best episode: Ep 102 (€15.75 / 1k) and dropping as views accumulate across shorts.
System Health & Production Telemetry
Concrete operational signals: daily batch history, multimodal QA retries, rolling veto buffers, and cloud infrastructure telemetry.
Production Guardrails & Operational Health
All-in VerificationCloud Run job (ai-media-studio-showrunner) triggers daily at 03:00 UTC. Zero crashes across 14 consecutive daily production cycles.
Gemini 3.8 Flash audits keyframes against subtractive cleaning physics. Ep 115 Shot 10 auto-adjusted prompt for snow foam viscosity on retry.
Every video uploads as private/scheduled. Markus has 24h rolling buffer to inspect or veto from mobile before public broadcast.
Cloud Run, Cloud Build & Artifact Registry costs amortized over 14 production days. Total pilot run-rate comfortably within €300/mo cap.
Automated declaration (containsSyntheticMedia=true on YouTube, is_aigc=true on TikTok) applied programmatically across all 14 unique episodes.
Automated error monitor probes Vertex AI quotas, YouTube Data API limits, and webhook delivery. Zero rate-limit exceptions logged.
Autonomous AI Agents Team (6 Agents)
Master Orchestrator & State Machine
Ideation & Dual-Cadence Storyboarding (45s & 16s Sprint)
Multimodal QA (Shorts & 9-Min Shop Talk Storyline)
Comment Replies, Pinning & Audience Feedback
Autonomous Stalled Video Optimizer (<150 views after 4h)
Multimodal Reward Model & Closed-Loop Policy Adaptation
RLMF Multimodal Telemetry & Empirical Policy Adaptation
Closed-LoopEmpirical policy optimizer aligning video generation prompts with YouTube watch-time, stayed-rate, and market rewards.
19 episodes paired
3s Stayed Rate Correlation
Retention Market Alignment
Zero Inverted Causality
| Episode | Vehicle | Grade | Reward | Hook | Realism | Physics | Stayed % | Retention % | Views |
|---|---|---|---|---|---|---|---|---|---|
| EP 101 | 1969 Camaro (Sapphire) | F | 32.4 | 5.5 | 4.0 | 6.2 | 48% | 50% | 0 |
| EP 102 | Overland Mud 4x4 | F | 52.6 | 5.2 | 4.6 | 5.8 | 51% | 55% | 388 |
| EP 104 | 1969 Chevelle SS | F | 30.9 | 5.2 | 4.0 | 6.0 | 67% | 54% | 1345 |
| EP 109 | 1998 Toyota Supra | C | 64.7 | 6.4 | 6.1 | 6.8 | 62% | 32% | 1159 |
| EP 110 | Impossible Clean Drift | C | 67.2 | 6.8 | 6.6 | 6.7 | 70% | 48% | 1224 |
| EP 111 | 1988 BMW E30 Touring | B | 69.9 | 6.8 | 7.1 | 7.0 | 56% | 44% | 1362 |
| EP 112 | Audi R8 ABT XGT | C | 57.8 | 9.3 | 4.0 | 9.4 | 72% | 40% | 1334 |
| EP 115 | 1987 Ferrari F40 (Pt 2) | B | 69.8 | 6.8 | 7.2 | 7.0 | — | — | 1539 |
| EP 116 | 116 Bmw E46 M3 (Titanium Silver) | C | 66.6 | 6.8 | 6.5 | 6.7 | — | — | — |
| EP 116 | 116 Porsche 911 Turbo | B | 69.8 | 6.8 | 7.2 | 6.9 | — | — | — |
| EP 117 | 117 Porsche 911 Turbo Part2 | C | 63.6 | 6.8 | 5.4 | 6.7 | — | — | — |
| EP 118 | 118 1996 Bmw E36 M3 (Arctic Silver) | B | 68.2 | 6.8 | 6.7 | 7.0 | — | — | — |
| EP 119 | 119 1969 Chevrolet Camaro | B | 69.9 | 6.8 | 7.1 | 7.0 | — | — | — |
| EP 123 | 123 1990 Mazda Mx 5 Miata Na (Clas | C | 66.2 | 6.8 | 6.2 | 6.7 | — | — | — |
| EP 125 | 125 1968 Ford Mustang Fastback | B | 70.3 | 7.2 | 6.8 | 7.1 | — | — | — |
| EP 126 | 126 1999 Mercedes Benz S Class | C | 60.6 | 6.2 | 5.8 | 6.0 | — | — | — |
| EP 127 | 127 Bmw M3 Competition Isle Of Man | C | 67.2 | 6.8 | 6.9 | 6.7 | — | — | — |
| EP 128 | 128 1978 Toyota Land Cruiser Fj40 | B | 68.2 | 6.8 | 6.7 | 6.9 | — | — | — |
| EP 129 | 129 1990 Bmw E30 M3 Sport Evolutio | C | 65.6 | 6.8 | 6.7 | 6.5 | — | — | — |
1969 Camaro (Sapphire)
Overland Mud 4x4
1969 Chevelle SS
1998 Toyota Supra
Impossible Clean Drift
1988 BMW E30 Touring
Audi R8 ABT XGT
1987 Ferrari F40 (Pt 2)
116 Bmw E46 M3 (Titanium Silver)
116 Porsche 911 Turbo
117 Porsche 911 Turbo Part2
118 1996 Bmw E36 M3 (Arctic Silver)
119 1969 Chevrolet Camaro
123 1990 Mazda Mx 5 Miata Na (Clas
125 1968 Ford Mustang Fastback
126 1999 Mercedes Benz S Class
127 Bmw M3 Competition Isle Of Man
128 1978 Toyota Land Cruiser Fj40
129 1990 Bmw E30 M3 Sport Evolutio
Launch an on-demand video generation batch job on Cloud Run.