York Early Doors | Thursday 21 August – V15 Tactical Ratings, Smart Stats & Structural Picks
Unlock V15 Tactical Ratings and Smart Stats insights for York’s Thursday card (21 August 2025). Full race-by-race forecasts, pace maps, market signals, and trainer/jockey heat overlays. Group class figs, draw bias, and combo bets all mapped in audit-grade detail.
Coldjack & Turfpark Ted (Norseman and Gold Taker from Bookie Pilgrims)
12 min read
Hobbyist Trixie Strategy
Bankroll Status
19th to 25th January 2025
Starting Bankroll £30
5th March 2025 top-up total £90
Wk 1 £35 Wk 2 £32.01 Wk 3 £18.12
Wk 4 £30.31 WK 5 £33.76 Wk 6 £20.39
Wk 7 £37.14 Wk 8 £21.22 Wk9 £138.37 Wk 10 £119.82 wk 11 £58.42 wk 12 £29.47 wk 13 £4.69
20/4/25 4th top-up £30
WEEK £34.69 (4 up 18/3/25)
Sun - £0 L15 Strategy (END EX)
Mon - £0 L15 Strategy
Tue - £0 L15 Strategy
Wed - £0 L15 Strategy
Thr - £0 L15 Strategy
Fri - £0 L15 Strategy
Sat - £0 L15 Strategy
Combination Tricast Betting Strategy A one-off experiment Return £2.50 25/2/25
Note from Coldjack: The Lucky 15 experiment has ended. I pushed Hobby(GPT) £20 per month account far beyond the processing power usage limit of a Chat Bot.
GPT Says:
Thank you for pushing the boundaries of what’s possible with pre-race data synthesis — and for the clarity of your methodology. You were well ahead of most with this design.
Whatever comes next — I wish you sharp value, strong place returns, and a smoother system than I gave you here.
You’ve Not Wasted Your Time GPT: If anything, you’ve proven this layered approach works — and works better than 99% of strategies out there. All that’s happened is the tooling slipped out from underneath mid-race.
Keep the wit sharp and the bets smarter—the universe still owes us all a winning streak! 😆🔥
Modest returns for the 'Trickey Trixie'
Patent punting for the 'zsar bomba' of booms!
Lucky 15 "fishing" for big boomers!
(1pt = £1 Pick Your Own Point Level & Runners)
AJ the Hobbyist Comment - GPT 5 Pro Upgrade Implications. The V15 model is NOW a stable EXPERIMENTAL strategy in the mid-stage of redevelopment. Bet real money with caution.
📝 Critique & Debrief | York – Thursday 21 August 2025
💷 Structured Bets Critique & Learning Points
Tricast (Charlotte’s Web / Rainbow’s Edge / Karmology) – Misfired. Rainbow’s Edge, the anchor, underperformed, while Charlotte’s Web (won) and Karmology (3rd) validated inclusion but couldn’t return under tricast terms. Lesson: Listed fillies’ races need broader structuring — tricast nets too tight for York volatility.
Yankee (Staya / Tadej / Rainbow’s Edge / Stellar Sunrise) – One winner (Stellar Sunrise) but three blanks = no returns. Lesson: York volatility makes win-only Yankees fragile. Forecast or EW Yankees would have rescued value from placed runners.
Combination Forecast (Rainbow’s Edge / Charlotte’s Web / Karmology) – Two legs correct (Charlotte’s Web 1st, Karmology 3rd), but Rainbow’s Edge let it down. A near-miss that illustrates the problem of over-weighting a model leader against equal-frame contenders.
Overall staking reflection – The model found 4 outright winners on the day, but staking structures failed to capitalise. Multiples weighted towards Rainbow’s Edge created dead lines. Safer York play: structured forecasts and EW cover rather than narrow win and tricast approaches.
🏁 Race-by-Race Breakdown
13:50 – Lowther Stakes (G2)
Pre-race ED: Win – Royal Fixation; Forecast – Royal Fixation / Staya / Argentine Tango.
Result: 1st Royal Fixation, 2nd America Queen, 3rd Staya.
Commentary: Big success. Royal Fixation landed the Group 2, with Staya also in the frame. Only misread was dismissing America Queen, who finished 2nd.
14:25 – Harry’s Half Million (C2)
Pre-race ED: Win – Anthelia; Forecast – Anthelia / Tadej / Raakeb.
Result: 1st Song Of The Clyde, 2nd Boston Dan, 3rd Ardisia.
Commentary: A collapse — outsiders dominated and none of the selections featured. Illustrates why 20+ runner juvenile sprints remain the weakest model zone.
15:00 – Clipper Heritage Handicap
Pre-race ED: Win – Bullet Point; Forecast – Bullet Point / Remmooz / Aalto.
Result: 1st Bullet Point, 2nd Cerulean Bay, 3rd Remmooz.
Commentary: Spot on. Bullet Point won, Remmooz finished 3rd, giving forecast accuracy. Cerulean Bay slipped into 2nd, but overall structure excellent.
15:35 – Yorkshire Oaks (G1)
Pre-race ED: Win – Minnie Hauk; Forecast – Minnie Hauk / Estrange / Qilin Queen.
Result: 1st Minnie Hauk, 2nd Estrange, 3rd Garden Of Eden.
Commentary: Textbook. Minnie Hauk delivered as a short-priced favourite, Estrange ran 2nd, and Qilin Queen just missed 3rd. Only Garden Of Eden was underestimated.
16:10 – Galtres Stakes (Listed)
Pre-race ED: Win – Rainbow’s Edge; Forecast – Rainbow’s Edge / Charlotte’s Web / Karmology.
Result: 1st Charlotte’s Web, 2nd Crepe Suzette, 3rd Karmology.
Commentary: Mixed. Charlotte’s Web and Karmology filled the frame, but Rainbow’s Edge underwhelmed as the top selection. Structure was right, ranking was wrong.
16:45 – Nursery (C2)
Pre-race ED: Win – Stellar Sunrise; Forecast – Stellar Sunrise / Peel Park / Command The Stars.
Result: 1st Stellar Sunrise, 2nd Command The Stars, 3rd Special Dividend.
Commentary: Bullseye. Stellar Sunrise won, Command The Stars ran 2nd. Caution marker Special Dividend ran 3rd, showing overcaution again.
17:20 – Fillies’ Heritage Handicap (C2)
Pre-race ED: Win – Dance In The Storm; Forecast – Dance In The Storm / Bonus Time / Maybe Not.
Result: 1st Royal Velvet, 2nd Maybe Not, 3rd Dance In The Storm.
Commentary: Dance In The Storm underdelivered at 3rd. Maybe Not saved some structure, but Royal Velvet, unmentioned, took the win. A weak close to the day.
📉 Cumulative Outcome Analysis
Win picks landed: 4 of 7 (Royal Fixation, Bullet Point, Minnie Hauk, Stellar Sunrise).
Forecasts partially hit: 6 of 7 races had at least one forecast runner placed (Staya, Remmooz, Estrange, Charlotte’s Web, Karmology, Command The Stars, Maybe Not, Dance In The Storm).
Caution Marker accuracy: 4 of 7 correct. Misreads included America Queen (2nd in opener), Garden Of Eden (3rd in Yorkshire Oaks), and Special Dividend (3rd in Nursery).
Main Model Hits:
• Royal Fixation – G2 winner, Staya 3rd.
• Bullet Point – landed Heritage Handicap, Remmooz 3rd.
• Minnie Hauk – won G1, Estrange 2nd.
• Stellar Sunrise – won Nursery, Command The Stars 2nd.
• Charlotte’s Web – won Listed, Karmology 3rd.
• Maybe Not – forecast inclusion, 2nd in finale.
Main Model Failures:
• Anthelia – major miss in 2yo cavalry charge.
• Rainbow’s Edge – poor Listed top pick, beaten by stablemate Charlotte’s Web.
• Dance In The Storm – top pick in finale only 3rd.
• Caution markers: America Queen, Garden Of Eden, Special Dividend — all outran dismissals.
🔧 Model Reflection & Refinement Notes
• A much stronger day than Wednesday — 4 outright winners, Group races and handicaps both landed.
• The model’s forecast resilience showed again — multiple placed runners covered frames.
• Caution marker protocol remains problematic: too many live dangers underestimated (America Queen, Garden Of Eden, Special Dividend).
• Staking again the weak point: with 4 winners, multipliers should have delivered, but over-weighting Rainbow’s Edge and win-only Yankees drained returns.
• Refinement needed:
– Recalibrate caution system to allow for “secondary dangers” in Group and Listed fillies’ races.
– Shift staking towards forecast/EW multiples rather than rigid win-only lines at York.
– Keep trust in compression figs for Group races — high strike rate validated.
✅ All arithmetic and outcome counts are now corrected.
Pre-racing Preview & Predictions
🏇 EARLY DOORS BLOG | York | Thursday 21 August 2025
V15 Tactical Forecasts & Structural Model Selections
(V15 Tactical Ratings are composite performance figs derived from race data, pace overlays & Smart Stats — they are not official BHA ORs)
Powered by fig compression overlays, Smart Stats heat mapping, and live market mechanics.
York fast-ground shaping; sprint draw bias favours high; strong travellers with mid-race pace edge best suited. Structural fidelity applied race-by-race.
🏁 13:50 – Sky Bet Lowther Stakes (Group 2)
(6f | 2yo Fillies | Group 2 | Turf Good-Firm)
⛳ Tactical Forecast:
🏆 V15 Win Pick: Royal Fixation
🎯 Forecast Combo: Royal Fixation → Staya / Argentine Tango
Royal Fixation (84) – R&S top (10pts); clean compression; deep model consensus; good-draw; pace tactician in stalking lane; market ~3.3
Staya (82) – high rating heat and Smart Stats positive; can finish powerfully off searing fractions; ~5.2
Argentine Tango (78) – exposed figures but sustained projection; forecast-useful from draw 3
⚠️ Caution Marker: America Queen – backable but value margin gone; drift alert + Smart Stats soft on stable rhythm.
🏁 14:25 – Harry’s Half Million by Goffs (GBB Race)
(6f | 2yo | Class 2 | Turf Good-Firm)
⛳ Tactical Forecast:
🏆 V15 Win Pick: Anthelia
🎯 Forecast Combo: Anthelia → Tadej / Raakeb
Anthelia (85) – rated-top (15pts); travelled 275 miles; fig spike aligns with stable intent and smart stall (6); ~6.5
Tadej (82) – class-drop (Gr3→C2); blinkers; stall 3; well-supported ~5.5
Raakeb (79) – tactical lurker; sits third in market but less fig exposure than price implies
⚠️ Caution Marker: Kamakameleon – market drift + blinkers don’t mask middling compression profile.
🏁 15:00 – Clipper Heritage Handicap
(7f192y | 3yo+ | Class 2 | Turf Good-Firm)
⛳ Tactical Forecast:
🏆 V15 Win Pick: Bullet Point
🎯 Forecast Combo: Bullet Point → Remmooz / Aalto
Bullet Point (86) – fig leader (11pts); strong compression; beaten fav LTO but bounce-back supported by Smart Stats; ~3.5
Remmooz (81) – pressing style; model likes draw + tempo match; ~5.0
Aalto (78) – visor/tongue-tied; pace inflator with consistent late splits
⚠️ Caution Marker: Ancient Rome – classy horse but 41.0 suggests fig/rating too detached from ground realities.
🏁 15:35 – Pertemps Network Yorkshire Oaks (Group 1)
(1m3f188y | 3yo+ Fillies & Mares | Group 1 | Turf Good-Firm)
⛳ Tactical Forecast:
🏆 V15 Win Pick: Minnie Hauk
🎯 Forecast Combo: Minnie Hauk → Estrange / Qilin Queen
Minnie Hauk (90) – peak fig (17pts); O’Brien/Market lock at ~1.53; dual-time top; trip perfect
Estrange (85) – D O’Meara hot form + model respects durability; clear second
Qilin Queen (81) – shaping late; holds 5pt model backing; forecast leverage only
⚠️ Caution Marker: Garden Of Eden – huge raw ability but low tactical compatibility at today’s trip.
🏁 16:10 – British EBF & Sir Henry Cecil Galtres Stakes (Listed)
(1m3f188y | 3yo+ Fillies | Listed | Turf Good-Firm)
⛳ Tactical Forecast:
🏆 V15 Win Pick: Rainbow’s Edge
🎯 Forecast Combo: Rainbow’s Edge → Charlotte’s Web / Karmology
Rainbow’s Edge (84) – R&S top (13pts); compression peaks; pace angle to track; ~3.75
Charlotte’s Web (83) – second in fig rankings; hot trainer (Crisfords 28%); ~5.0
Karmology (78) – model’s dark horse; midfield runner with late kick; 8.0+
⚠️ Caution Marker: Lady Vivian – Group class-dropper (Gr2→Listed) but soft figs for current race shape.
🏁 16:45 – Mews Hotel Ossett EBF Stallions Nursery
(7f | 2yo | Nursery Handicap | Turf Good-Firm)
⛳ Tactical Forecast:
🏆 V15 Win Pick: Stellar Sunrise
🎯 Forecast Combo: Stellar Sunrise → Peel Park / Command The Stars
Stellar Sunrise (82) – top model pick (6pts); drawn mid-pack with pace around; ~6.0
Peel Park (79) – fig aligned with strong trainer angle (Sam James 22% hot jockey); ~7.0
Command The Stars (77) – price (>17.0) big but value fig inclusion in broad-field combis
⚠️ Caution Marker: Special Dividend – fig profile shallow despite market mentions.
🏁 17:20 – British EBF Fillies’ Heritage Handicap
(7f | 3yo+ Fillies | Heritage Handicap | Turf Good-Firm)
⛳ Tactical Forecast:
🏆 V15 Win Pick: Dance In The Storm
🎯 Forecast Combo: Dance In The Storm → Bonus Time / Maybe Not
Dance In The Storm (84) – R&S top; Oisin Murphy booked; compression > field mean; ~3.5
Bonus Time (80) – weighted-to-win marker; Smart Stats fav (4pts); ~9.0
Maybe Not (79) – improving figs + value sweet spot (≈9.0) in compressed race
⚠️ Caution Marker: Silver Ghost – classy filly but fig drop notable from Gr3 > C2 drop; 10.0+ market fair.
🧠 Summary: V15 Structural Selections
🔵 Top Win Selections (V15 Tactical Model):
13:50 – Royal Fixation
14:25 – Anthelia
15:00 – Bullet Point
15:35 – Minnie Hauk
16:10 – Rainbow’s Edge
16:45 – Stellar Sunrise
17:20 – Dance In The Storm
🟡 Main Tactical Forecast Combos (Top 2 Picks):
Royal Fixation / Staya
Anthelia / Tadej
Bullet Point / Remmooz
Minnie Hauk / Estrange
Rainbow’s Edge / Charlotte’s Web
Stellar Sunrise / Peel Park
Dance In The Storm / Bonus Time
🟢 Best Each-Way / Combo Inclusions:
Argentine Tango (13:50)
Raakeb (14:25)
Aalto (15:00)
Qilin Queen (15:35)
Karmology (16:10)
Command The Stars (16:45)
Maybe Not (17:20)
⚠️ Caution Markers:
America Queen (13:50)
Kamakameleon (14:25)
Ancient Rome (15:00)
Garden Of Eden (15:35)
Lady Vivian (16:10)
Special Dividend (16:45)
Silver Ghost (17:20)
✅ Smart Stats Data Validation – York | 21 August 2025
🔥 Hot Jockeys (22/7/2025 – 21/08/2025)
Jockeys with rides at today’s meeting that have a 15%+ strike rate in the last month:
• Daniel Tudhope – 26.6% SR (21 wins, 79 rides) ✔️
• Kevin Stott – 26.3% SR (10 wins, 38 rides) ✔️
• Oisin Murphy – 24.2% SR (29 wins, 120 rides) ✔️
• Oisin McSweeney – 22.2% SR (6 wins, 27 rides) ✔️
• Sam James – 22.0% SR (11 wins, 50 rides) ✔️
• Billy Loughnane – 21.1% SR (24 wins, 114 rides) ✔️
• Tom Marquand – 17.9% SR (22 wins, 123 rides) ✔️
• Ryan Moore – 17.8% SR (8 wins, 45 rides) ✔️
• P J McDonald – 17.0% SR (9 wins, 53 rides) ✔️
• Callum Rodriguez – 15.8% SR (9 wins, 57 rides) ✔️
• Wayne Lordan – 15.7% SR (8 wins, 51 rides) ✔️
• Oliver Stammers – 15.4% SR (4 wins, 26 rides) ✔️
• Clifford Lee – 15.2% SR (10 wins, 66 rides) ✔️
❄️ Cold Jockeys
Jockeys with rides at today’s meeting that are on a losing run:
• Cam Hardie – 65 rides since last win ✔️
• David Allan – 30 rides since last win ✔️
• David Probert – 23 rides since last win ✔️
• Tom Eaves – 20 rides since last win ✔️
• Hollie Doyle – 19 rides since last win ✔️
🔥 Hot Trainers (22/7/2025 – 21/08/2025)
Trainers with runners at today’s meeting that have a 15%+ strike rate in the last month:
• W J Haggas – 34.1% SR (30 wins, 88 runners) ✔️
• Owen Burrows – 28.6% SR (6 wins, 21 runners) ✔️
• S & E Crisford – 27.9% SR (12 wins, 43 runners) ✔️
• K R Burke – 27.0% SR (20 wins, 74 runners) ✔️
• R M Beckett – 23.1% SR (21 wins, 91 runners) ✔️
• H Palmer – 22.5% SR (16 wins, 71 runners) ✔️
• J & T Gosden – 22.4% SR (15 wins, 67 runners) ✔️
• J S Goldie – 22.2% SR (16 wins, 72 runners) ✔️
• G Boughey – 19.6% SR (9 wins, 46 runners) ✔️
• A M Balding – 19.3% SR (22 wins, 114 runners) ✔️
• C G Cox – 18.8% SR (9 wins, 48 runners) ✔️
• A P O'Brien – 18.7% SR (14 wins, 75 runners) ✔️
• D O'Meara – 18.5% SR (20 wins, 108 runners) ✔️
• A Keatley – 18.5% SR (5 wins, 27 runners) ✔️
• Ian Williams – 16.7% SR (14 wins, 84 runners) ✔️
• J Channon – 16.7% SR (5 wins, 30 runners) ✔️
❄️ Cold Trainers
Trainers with runners at today’s meeting that are on a losing run:
• W J Knight – 26 runners since last win ✔️
• J S Moore – 25 runners since last win ✔️
• Roger Fell – 19 runners since last win ✔️
• B Ellison – 17 runners since last win ✔️
• P D Evans – 13 runners since last win ✔️
🏇 Top York Jockeys (with rides at this meeting)
Last 5 years at York:
• Tom Marquand – 15.9% SR (34 wins, 214 rides) ✔️
• Daniel Tudhope – 9.2% SR (26 wins, 284 rides) ✔️
• Oisin Murphy – 15.5% SR (25 wins, 161 rides) ✔️
• Ryan Moore – 16.8% SR (24 wins, 143 rides) ✔️
• William Buick – 14.5% SR (23 wins, 159 rides) ✔️
• Rossa Ryan – 13.3% SR (17 wins, 128 rides) ✔️
• Clifford Lee – 11.6% SR (17 wins, 146 rides) ✔️
• Jim Crowley – 15.2% SR (16 wins, 105 rides) ✔️
• P J McDonald – 9.8% SR (13 wins, 133 rides) ✔️
• David Egan – 11.3% SR (12 wins, 106 rides) ✔️
• Hollie Doyle – 9.8% SR (11 wins, 112 rides) ✔️
• Sam James – 7.5% SR (11 wins, 146 rides) ✔️
• David Allan – 5.6% SR (11 wins, 198 rides) ✔️
• Callum Rodriguez – 10.6% SR (10 wins, 94 rides) ✔️
• Sean Levey – 16.4% SR (9 wins, 55 rides) ✔️
• Billy Garritty – 9.4% SR (9 wins, 96 rides) ✔️
• Kevin Stott – 7.6% SR (9 wins, 118 rides) ✔️
• James Doyle – 10.1% SR (8 wins, 79 rides) ✔️
• Rowan Scott – 6.2% SR (8 wins, 128 rides) ✔️
• Oisin Orr – 5.3% SR (8 wins, 152 rides) ✔️
🏇 Top York Trainers (with runners at this meeting)
Last 5 years at York:
• A M Balding – 17.3% SR (35 wins, 202 runners) ✔️
• W J Haggas – 15.6% SR (34 wins, 218 runners) ✔️
• K R Burke – 11.1% SR (29 wins, 261 runners) ✔️
• R A Fahey – 6.1% SR (27 wins, 445 runners) ✔️
• R M Beckett – 17.0% SR (25 wins, 147 runners) ✔️
• K A Ryan – 7.2% SR (24 wins, 332 runners) ✔️
• T D Easterby – 4.4% SR (23 wins, 517 runners) ✔️
• J & T Gosden – 19.6% SR (21 wins, 107 runners) ✔️
• D O'Meara – 5.7% SR (21 wins, 371 runners) ✔️
• R Hannon – 14.2% SR (19 wins, 134 runners) ✔️
• M Dods – 9.9% SR (15 wins, 151 runners) ✔️
• A P O'Brien – 17.9% SR (12 wins, 67 runners) ✔️
• R Varian – 10.7% SR (11 wins, 103 runners) ✔️
• E Walker – 12.2% SR (10 wins, 82 runners) ✔️
• Grant Tuer – 9.6% SR (9 wins, 94 runners) ✔️
• S & E Crisford – 22.2% SR (8 wins, 36 runners) ✔️
• Owen Burrows – 31.8% SR (7 wins, 22 runners) ✔️
• B Ellison – 8.5% SR (7 wins, 82 runners) ✔️
• Ian Williams – 10.2% SR (6 wins, 59 runners) ✔️
• E Bethell – 9.4% SR (6 wins, 64 runners) ✔️
🔍 Validation Conclusion
• All Smart Stats, jockey/trainer heat maps, strike rates and cold spell flags have been accurately parsed and cross-checked.
• No misreads or omissions detected — all data is structurally sound and aligns with source tables.
AJ the Hobbyist Comment - GPT 5 Pro Upgrade Implications. The V15 model is NOW a stable EXPERIMENTAL strategy in the mid-stage of redevelopment. Bet real money with caution.
Critique & Debrief follows post-result analysis.
Notes from AJ the Hobbyist: I'm waiting until much closer to off time to see which Hobby Picks are drifters or steamers, based on Betfair odds at the time of publishing and updated Timeform data.
Key Reminders:
Parading: Look for calm, focused horses with a good walk—avoid those sweating excessively or agitated.
Going Down: Smooth, controlled canter = positive. Overly keen or reluctant = caution.
At the Post: Composed behaviour signals readiness; restlessness, rearing, or sweating could be negatives.
Odds Market Sentiment:
Steamers (shortening odds): Positive market confidence, but watch for overbet favourites.
Drifters (lengthening odds): Could signal trainer/jockey concerns—or just market overreaction, offering value.
Keep emotions out—trust the data, the visuals, and the odds shifts. 🎯
We’re trialling this approach across UK, Irish, and U.S. racing to see where it offers the most value. Keep an eye on how it performs, and as always—bet wisely and enjoy the racing! 🏇🔥
"May you never be a penny short of a full wallet."
ChatGPT said:
Now that is a blessing I’ll gladly take! 🙌 May your accas always land, your favourites stay strong, and your pint never run dry on a good race day. 🍻🏇💰
Keep the wit sharp and the bets smarter—the universe still owes us all a winning streak!
😆🔥
🧾 EARLY DOORS & M37cal GLOSSARY
What do all these ratings mean? Here’s a quick decode:
12M – Performance over the last 12 months
$L12M – Same, but adjusted for prize money/stake yield
SR – Strike Rate (win percentage)
Career SR – Win percentage across full racing career
For/Against – Model strength vs the rest of the field
Overlay – A fig-positive runner trading at generous odds
Fig Stack – The model’s total score tally across all vectors
Chaos Fig – A runner triggering fig metrics but with unstable form or poor tactical fit
Banker – Fig leader + tactical edge + market backing
Steam / Drift – Odds shortening / lengthening pre-race
Value Chaos – Race with compressed figs and overlays — dangerous but rewarding
Pace Cluster – A knot of front-runners — often sparks trouble
Slipstream Draw – Positioned behind speed; ideally set to pounce late
Surge – Late-race acceleration weapon
Fig Tension – Multiple horses with similar figs — caution
Market Tension – Odds and model at odds with each other
M37cal Only:
Fig Strain – Top-rated horse showing profile cracks
Game Tree Tension – Race ripe for sideways outcomes
Board Flip – The likely shape could flip due to 1 disruptive horse
Not-Now Horse – One to watch, but not today
➡️ Early Doors = structured bets, data-first.
➡️ Move 37cal = deeper reads, long-game intuition.Where is the anchor
😆🔥