OUT
OUTFRONT Media Inc.
stock NYSE

I AM OUT HERE VIBING🫴

When Starbucks office workers take that barista job and FIND OUT! HAHAHA

# LMAOOOO THEY ARE JUST BUYING THE FUCK OUT OF MAG 7 ALL DAY LONG TO ROAST YOUR PUTS WHILE THE S&P 493 IS -2%

And what happened after?
Are we still down that much?
ZOOM OUT

Opt OUT

Lmao. I am part of a case from 20 fucking 15. They have been taking their sweet ass time. They haven't actually even verified the claims yet and only collected them. Guess what their legal bill is so far? Over 30% AND COUNTING of the funds in their posession (of which they only recovered less than 1% of the money). The dude went to jail for unrelated things (12 counts of rape) AND HE IS ALREADY OUT!! And the legal system dropped his fraud case because god knows why.

This world is absolutely fucked. End rant. You have at least 3+ years to wait and they have hundreds of thousands of claimants to sift through. Focus on your own life and count the money lost until they return anything

I’ve spent the last year building a production-grade system for crypto market regime detection. Coming from a background in mission-critical systems at NASA and AWS, my starting point wasn't "how do I find buy signals," but "how do I mathematically veto low-conviction environments?"
Most retail algos I see fail because they treat every market condition the same. I wanted to build a "protection layer" that acts as a circuit breaker for automated strategies.
**The Architecture:**
* **The Ensemble:** I'm using 8 independent models (XGBoost, LightGBM, and a few LSTMs for time-series memory).
* **The Logic:** Instead of a simple majority vote, I implemented **regime-conditional weighting**. The system classifies the market into four states (Strong Bull, Neutral, Cautious, Stay Out).
* **The "Veto" Gate:** For a high-conviction "Strong Bull" signal, I require dual-model agreement and a 4/8 ensemble consensus. If the ensemble entropy is too high, the system returns a `STAY_OUT` verdict.
**Validation & Results:**
* **Out-of-Sample:** I used walk-forward cross-validation to minimize lookahead bias.
* **The "2022 Test":** Running the ensemble against 2022 data resulted in a 0% loss (the system stayed in the `STAY_OUT` regime for 92% of the year).
* **Current Performance:** AUC is holding at 0.812 on unseen data.
**Why I’m posting here:** I’ve exposed this via a REST/WS API because I think this "Risk-as-a-Service" model is more useful for other developers than a standalone dashboard. I’d love some peer review on a few points:
1. **Ensemble Weighting:** For those of you running ensembles, do you prefer static weights based on historical Sharpe, or dynamic weights based on the current detected regime?
2. **Latency vs. Accuracy:** My inference takes about 100ms on a standard AWS Lightsail instance. In your experience, is the 100ms "brain lag" worth the extra 5% accuracy gain from a deeper ensemble, or should I trim models for speed?
3. **API Design:** I’ve built a DeFi-specific guide for lending protocols to poll this for automated LTV adjustments. Does the "Risk Score" (0.0-1.0) approach feel standard enough for institutional integration?
I've put the technical documentation and the DeFi integration logic here for anyone who wants to poke holes in the implementation: [`https://api.vigilsignals.com/docs`](https://api.vigilsignals.com/docs) and [`https://api.vigilsignals.com/guide`](https://api.vigilsignals.com/guide)
Looking forward to the feedback.

MSFT IS DRAGGING SPY OUT OF HELL HOLE

I THOT TODAY WAS DIFFERENT.
TURNS OUT, NOTHING EVER GOES RED. LMAO

CONGRATS BERS YOU WHERE RIGHT ONE DAY OUT OF THE PAST 32 DAYS OF ONE OF THE MOST HISTORIC RALLIES IN HISTORY, YOU ACCOUNT STILL WON'T RECOVER.

**IM NOT FREAKING OUT, YOURE FREAKING OUT**

ZOOM OUT

# NICE FAKE DUMP MMs CANT SHAKE ME OUT OF MY $HOOD CALLS

FREAK THE FUCK OUT
SELL SELL SELL

BOYS IN BEEN 6 FUCKING YRS. I WAS STILL IN HS WHEN I DROPPED 1K on THIS FUCKING SHIT AND CAME OUT WITH 2k BEING ECSTATIC AF. ITS OVER. PACK IT UP. go home

FREAK THE FK OUT AND SELL EVERYTHING…. To me

OK folks, time for a good old fashioned buy the dip sale!
PROOF - https://imgur.com/iJgnotU
Offers accepted on multiple items.
WATCH OUT FOR IMPERSONATORS. I WILL NEVER OPEN A CHAT WITH YOU. WANT IT? CHAT ME UP AFTER YOU COMMENT.
BIN it and Win it. First to BIN gets it. Otherwise I decide the order in which I respond to chats. And to be fair to others BIN means Buy It **Now**, so no dilly-dallying or or haggling.
If I make a mistake in my pricing I reserve the right to change it.
PRICES SUBJECT TO CHANGE IF MARKET MOVES HARD.
/---------------------------
**GOLD**
**1x - Niue 2023 Marvel Spiderman 1/4oz Gold in OGP with COA. Limited mintage of 500**
* ~~$1425~~ $1375
* https://imgur.com/Tgh89mh
* https://imgur.com/43Ubj8b
* https://imgur.com/xaOWDzv
**1x - Niue 2024 Marvel Iron Man 1/4oz Gold in OGP with COA. Limited mintage of 500**
* ~~$1425~~ $1375
* https://imgur.com/51VG3AR
* https://imgur.com/weCvz3f
* https://imgur.com/2iWQh26
**2x - 10g Argor Small Craft Gold Bar in Assay**
* $1650 each
* https://imgur.com/AsW3mjz
* https://imgur.com/Vb5fQeo
**1x - 2021 1/2oz Perth Lunar Series III Ox in original capsule. Extremely hard to find comps even, this one is a rarity in this size.**
* ~~$2650~~ $2500
* https://imgur.com/e8sqKMm
* https://imgur.com/Msy9x0J
**1x - 1g Jesus Gold bar in assay**
* ~~$190~~ $175
* https://imgur.com/pXjYlYb
* https://imgur.com/xTpdDVq
**1x - 2012 1/10oz Perth Lunar Series II Dragon PCGS PR69DCAM**
* ~~$650~~ $625
* https://imgur.com/Lk9Yy2t
* https://imgur.com/6FZM39F
**1x - 2015 1/4 oz Perth Lunar Series II Goat in original capsule. Very hard to find.**
* ~~$1355~~ $1325
* https://imgur.com/5E3SaOc
* https://imgur.com/fHhP6OA
**1x - PAMP Arabian Horse 5g Gold in original packaging. Comes with free ribbon and plated holder.**
* ~~$958~~ $940
* https://imgur.com/9YJB4Wt
* https://imgur.com/Je4clTv
**1x - 1/2 gram Coca Cola Bar in Assay**
* ~~$118~~ $115
* https://imgur.com/k16RduX
* https://imgur.com/4raa8b9
**1x - PAMP 2.5g Good Luck Cat in Assay with Cat Package**
* ~~$509~~ $495
* https://imgur.com/YOFGMqt
* https://imgur.com/BGklfDD
* https://imgur.com/zcKoIwe
**1x - 2014 1/10oz Perth Lunar Horse**
* ~~$540~~ $535
* https://imgur.com/WyqKGx2
* https://imgur.com/kjkkGE5
**1x - 1988 Singapore 1/4 gold Dragon, excellent condition. Very rare.**
* ~~$1388~~ $1370
* https://imgur.com/29yCEde
* https://imgur.com/BklSR1C
**1x - 1984 Singapore 1oz Gold Dragon in capsule. Excellent condition. Very Rare.**
* ~~$5188~~ $5088 (won't be beat!)
* https://imgur.com/TLPN0LV
* https://imgur.com/SG7CEC0
**1x - 2026 1/10 Perth Kangaroo w/ 40 privy in original capsule**
* ~~$525~~ $520
* https://imgur.com/IxTPeJi
* https://imgur.com/9F4cJZN
/---------------------------
**PLATINUM**
**1x - 1ox Platinum Perth Lunar Dragon in OGP with COA. Limited mintage of just 300!! Amazing coin**
* ~~$3000~~ $2925
* https://imgur.com/B3k3LWV
* https://imgur.com/P8j8CRc
* https://imgur.com/MvnZxC4
**1x - 1ox Platinum Perth Lunar Tiger in OGP with COA. Limited mintage of just 300!! Amazing coin**
* ~~$3000~~ $2925
* https://imgur.com/2g0b0ji
* https://imgur.com/gb5aekv
* https://imgur.com/nFC4pIv
**1x - 1987 Johnson Matthey 1oz Platinum Dragon. There may be a few 1988 and 1989 out there, but let me know if you can find another 1987 for sale anywhere ever. Super rare!**
* ~~$2888~~ $2795
* https://imgur.com/kx6D7yc
* https://imgur.com/CT9aM8i
/---------------------------
**PALLADIUM**
**1x - 2024 US Palladium Eagle. In original packaging with COA. Seriously epic coin.**
* $2425 (greysheet bid)
* https://imgur.com/rGdEn7k
* https://imgur.com/tAG03Qi
* https://imgur.com/05aNDHE
**1x - 1oz Johnson Matthey Stillwater Palladium Round, Lewis & Clark. Sealed in Assay**
* ~~$1850~~ $1799 (hundreds lower than comps)
* https://imgur.com/3nTMsAe
* https://imgur.com/E7YZape
/---------------------------
**FRACTIONAL SILVER**
**BLOWOUT SALE! - 2023 Britannia 1/4oz Silver fractionals. I am a few bucks below all comps.**
* ~~15x~~ ~~14x~~ ~~13x~~ 12x - $24 each (WOW!)
* ~~3x full tubes (19 coins per tube) - $450 each~~ SOLD OUT
* https://imgur.com/cNpeCIi
* https://imgur.com/2hl9WkL
**Tubes of 50x 1/10oz Aztec Calendar Rounds**
* ~~50x~~ 24x - $11 each or $99 for 10
* ~~9x~~ 8x - $478 per tube
* https://imgur.com/4cXVXCr
* https://imgur.com/7ZtrosU
**~~10x~~ ~~9x~~ 8x - 2021 1/2oz Canadian Red Tailed Hawk. Fresh from a tube!**
* ~~$46~~ $42 each
* https://imgur.com/J1nwWPI
**~~10x~~ ~~9x~~ ~~8x~~ ~~7x~~ ~~6x~~ 5x - 2018 1/2oz Canadian Polar Bear. Fresh from a tube!**
* ~~$46~~ $42 each
* https://imgur.com/zjHVvvk
**PERTH LUNAR SERIES HALF-OUNCE SILVER**
* LUNAR SERIES III
* ~~$47~~ $44 each
* 4x - 2021 1/2oz Year of the Ox - https://imgur.com/8iXuPe6
* 1x - Tube of 20x 2022 1/2oz Year of the Tiger - ~~$915~~ $875
--
* LUNAR SERIES II
* ~~$47~~ $44 each
* 20x - 2017 1/2oz Lunar Rooster - https://imgur.com/R9Ux4F2
* 20x - 2015 1/2oz Lunar Goat - https://imgur.com/w0uAPRt
* Both sealed tubes are $875 each if still available.
/---------------------------
**PREMIUM SILVER**
**1x - 2014 10oz Perth Kookaburra in capsule. Mintage 28,547**
* ~~$899~~ $865
* https://imgur.com/I7tPkKV
* https://imgur.com/UKNCuQh
**1x - 1996 10oz Perth Kookaburra in capsule. Mintage 7,557. AMAZING GOLD TONING! Pics do not do it justice.**
* ~~$988~~ $899
* https://imgur.com/giozrFo
* https://imgur.com/SA1k0LZ
**1x - 2025 Perth 1oz Silver Wedge-Tailed Eagle MS70 PCGS Ultra**
* $111
* https://imgur.com/PvYRSHW
* https://imgur.com/zGQfrA9
**1x - 2000 Somalia 1oz Colorized Dragon NGC PF69 Deep Cameo. Super-rare. Way below comps.**
* ~~$158~~ $129
* https://imgur.com/NM4dRIa
* https://imgur.com/icVUCOg
* https://imgur.com/1jdZUH7
**1x - 1987 ASE in Original Orange Tube. Full 20oz. Great condition.**
* ~~$1995~~ $1987
* https://imgur.com/EyOtLT2
* https://imgur.com/qRqFCUy
* https://imgur.com/akoHmc4
**3x - 1oz Bunker Bullion Horse Buttons, return from cancer limited edition, comes with a signed COA**
* KITCO SPOT AT TIME OF SALE
* https://imgur.com/wPvLOCZ
* https://imgur.com/vuk0p1l
**1x - 2021 ASE in capsule, BU but capsule a bit funky**
* KITCO SPOT AT TIME OF SALE
* https://imgur.com/KN3RiXw
* https://imgur.com/IWQZkrW
**1x - 2020 5oz ATB Vermont in original mint package**
* ~~$450~~ $425
* https://imgur.com/QMBogdS
* https://imgur.com/95XExHz
**1x - 1994 Gilded Santa Fe Balloon Fest Limited Mintage Round. 2nd weirdest round ever to come through my hands. Comes in a box with a coa**
* ~~$99~~ $88
* https://imgur.com/jqIiU0i
* https://imgur.com/5HTCdkp
* https://imgur.com/PlYDl5r
/---------------------------
**LARGE SIZED PERTH LUNARS**
**~~2x~~ 1x - 2012 10oz Perth Year of the Dragon**
* ~~$944~~ $875 each
* https://imgur.com/JVrjgdz
/---------------------------
**ONE OUNCE LUNAR SILVER**
**6x - 2012 Red Lunar Dragon Colorized Proof in OGP with COA**
* ~~$149~~ $139 each
* https://imgur.com/j1sRIGU
* https://imgur.com/NxuyNcw
**1x - 2012 Black Lunar Dragon Colorized in OGP with COA**
* ~~$149~~ $139 each
* https://imgur.com/uxR6kZ0
* https://imgur.com/GGZ5ca5
**1x - 2012 Purple Lunar Dragon Colorized in OGP with COA**
* ~~$149~~ $139 each
* https://imgur.com/soLqX5M
* https://imgur.com/NttHytR
**1x - 2012 Blue Lunar Dragon Colorized in OGP with COA**
* ~~$149~~ $139 each
* https://imgur.com/QNKdW8g
* https://imgur.com/qenhoZN
**1x - 2012 1oz Perth High Relief Lunar Dragon PR69DCAM**
* ~~$149~~ $139 each
* https://imgur.com/7dIA64I
* https://imgur.com/FMqIwGD
**~~20x~~ ~~19x~~ ~~18x~~ ~~16x~~ 14x - Fresh Roll of 2026 1oz Lunar Horse with Dragon Privy.**
* ~~$90~~ $85 each
* https://imgur.com/QkK1NW8
**1x - British Royal Mint 2014 Year of the Horse**
* ~~$88~~ $85
* https://imgur.com/w33ZLkb
* https://imgur.com/miW0JJ3
**~~2x~~ 1x - British Royal Mint 2020 Year of the Rat.**
* ~~$88~~ $85
* https://imgur.com/NSVHFLh
* https://imgur.com/lkZyBs8
**1x - 2018 1oz Niue Year of the Dog**
* ~~$88~~ $85
* https://imgur.com/HXq5HEq
* https://imgur.com/mUFLWK9
* ~~$29~~ $25
* https://imgur.com/5xGPr0h
* https://imgur.com/Lu8bt9x
**1x - 2g Gilded Silver Chinese Year of the Ox Round in OGP. Much larger diameter than you would expect.**
* ~~$29~~ $25
* https://imgur.com/cVaewnK
* https://imgur.com/6AAroCT
**1x - 2g Gilded Silver Chinese Year of the Rat Fan Shape in OGP. Much larger diameter than you would expect.**
* ~~$29~~ $25
* https://imgur.com/R3tYRTj
* https://imgur.com/RsmYbWy
**1x - 2g Gilded Silver Chinese Year of the Ox Fan Shape in OGP. Much larger diameter than you would expect.**
* ~~$29~~ $25
* https://imgur.com/9NWRcjZ
* https://imgur.com/KzTvkEk
**1x - 2017 Canada Year of Rooster Proof in OGP with COA**
* ~~$115~~ $110
* https://imgur.com/6KvSvfr
* https://imgur.com/QbOhysE
* https://imgur.com/0az5b4P
**2x - 2024 Canada Year of Dragon Proof in OGP with COA**
* ~~$128~~ $119 each
* https://imgur.com/k87pW7T
* https://imgur.com/s2IMHM2
* https://imgur.com/jb34mRh
* https://imgur.com/IH4UNRk
* https://imgur.com/iQdtkVL
* https://imgur.com/LP527Z4
**1x - 2023 Canada Year of Rabbit Proof in OGP with COA**
* ~~$115~~ $110
* https://imgur.com/oDEwKIg
* https://imgur.com/WsF2t4a
* https://imgur.com/uzX38Hs
/---------------------------
**ENGELHARD**
**1x - 10oz Engelhard C Series Pressed Bar sealed in OGP. Logo repeater with pebbles on back.**
* ~~$925~~ $890
* https://imgur.com/Dy4gvP1
* https://imgur.com/O3B0Bqr
**DENTAL SILVER ALL ON SALE**
**2x - 5oz Box of Aristaloy Silver Dental Pellets in black box. Contains 5x 1oz Silver boxes of Pellets in 1/2oz Tubes. All in great condition**
* 1x - ~~$340~~ $320 full box
* ~~5x~~ 4x - ~~$69~~ $65 for a single ounce box from inside
* https://imgur.com/TxUpKIi
* https://imgur.com/6kV0bMZ
**1x - 5oz box of Aristaloy Silver Dental pellets. White box with a totally insane Aristaloy logo. Sadly this box has come apart on one side. It just had the 1/2oz tubes inside. Only 9 of the 10 tubes is present and one tube is missing a few pellets. But I have never seen this packaging before. Soooo cool. Ultimately you get about 4.35ozt of 70% purity dental silver.**
* ~~$309~~ $299
* https://imgur.com/Cm1SYU3
* https://imgur.com/JOr1a3z
* https://imgur.com/n236jI7
**Gold Label Engelhard Aristaloy Dental Silver. Boxes contain 5x 1oz jars of dental silver which is 70% purity. This is the last of them.**
* 2x - Box of 5 Jars (5 troy oz) - ~~$340~~ $320 each
* 5x - Single Jars (1 troy oz) - ~~$69~~ $65 each
* https://imgur.com/ppTJRo5
/---------------------------
**VINTAGE SILVER**
**10x - A-Mark Liberty ROunds. BU**
* KITCO SPOT AT TIME OF SALE
* https://imgur.com/tL1wvTf
**1x - 1oz Hoffman & Hoffman High Relief Trade Unit with Eagle Obverse. Scratch above eagle and a bit milky**
* ~~$98~~ $95
* https://imgur.com/krNEmYX
* https://imgur.com/Z2CGats
**1x - 1981 5oz US Assay Office Bar in pouch. Looks like it has been there since minted. Great condition. Starting to tone.**
* ~~$499~~ $475
* https://imgur.com/Oa1eeGD
* https://imgur.com/9Q67jpR
**1x - 1982 Johnson Matthey MTB 10oz Liberty Bar in OGP. Package is not sealed, but bar is in great condition and starting to tone a nice purple.**
* ~~$988~~ $975
* https://imgur.com/vYcKBwq
* https://imgur.com/IgLdlkB
* https://imgur.com/jaHST4F
**1x - EPIC TONER USVI 1oz Roman Head in original packaging. Such an amazing piece. Not often found with original package.**
* ~~$619~~ ~~$599~~ $575
* https://imgur.com/oSpyuCA
* https://imgur.com/hNfFZIL
* https://imgur.com/3V3eNQP
* https://imgur.com/JpkLMCG
* https://imgur.com/97VZF7P
* https://imgur.com/yuIka1B
**1x - 25.03oz Star Metals Chonker with nice toning and character. Quite a solid pour if you like the fatties**
* ~~$2250~~ $2200
* https://imgur.com/AKIq6UG
* https://imgur.com/lKBC5Uq
* https://imgur.com/lVoyVk6
* https://imgur.com/lSrehbn
**1x - 9.84oz Ugly Unknown Bar. So ugly, it's cool. It's old, but I have no idea what the F this thing is. So we keep it cheap :P**
* ~~$860~~ $825
* https://imgur.com/UYZPvpg
* https://imgur.com/jaO0wqN
**1x - Johnson Matthey Alaska Round, sealed in OGP**
* ~~$95~~ $90
* https://imgur.com/EjTRa87
* https://imgur.com/dKQKmgD
/---------------------------
**FOREIGN COINAGE**
**1x - 1978 Hercules 50 franc**
* ~~$75~~ MELT AT TIME OF SALE
* https://imgur.com/HogtILX
* https://imgur.com/Jhv6pNh
**1x - Thaler Restrike**
* ~~$57~~ MELT AT TIME OF SALE
* https://imgur.com/HPJUY8r
* https://imgur.com/cE8Ri3w
/---------------------------
ALL ITEMS SIGMA VERIFIED
USA PAYMENT - Zelle, Venmo (NO NOTES), Paypal F&F, fiat cash, checks, money orders. Checks and Money orders need to fully clear first before I ship anything.
USA SHIPPING - $6-19. I pack and ship like I like to receive it. Nicely secured, padded, and no jingling. I hand deliver to post office for scanning and will provide tracking. On higher dollar sales I may require registered mail charged at cost.
RESPONSIBILITY - It ends when the package shows delivered in tracking. If you have a problem with porch pirates I recommend signature confirmation, which I can provide at cost. All items verified. I stand behind what I sell 100%.
SECURITY - All my proof pictures will contain my ZENPATHFINDER silver round name badge that u/UnresolvedEgo made. I love it. You should consider a name badge of your own if you sell. I am no dummy and any "mod" that says I am banned and they need my password to see my chats gets a nice teabagging pic and is reported. I will always use my custom name tag to provide proof via chat, just ask. I have 2FA on my account. LETS KEEP THIS SUB SAFE!

I DEMAND TO BE CALLED EL JEFE FROM HERE ON OUT

FREAK THE F\*CK OUT & PANIC SELL EVERYTHING!!

Yikes, ok maybe not.. FREAK THE FUCK OUT