iiinova — where your digital self keeps evolving

Kristopher Driver @paxdriver.bsky.social · 10/10/2026

#devlog - My dev bench hard drive once had a lot of free space for any project my heart desired but after only 3 weeks it's covered in models lol Up to 4 pairs per experiment. I've trained almost 200 ML models and simulated, compared, full gladiator treatment on each of them, I'm proud to confess.

Experiment directory plus the most naisent model in training.

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Kristopher Driver @paxdriver.bsky.social · 07/10/2026

#devlog: somehow, some way, it still had time to run net positive after the morning's disaster. FOREX trading is such a roller coaster but as I've always said, if you got house odds of 51:49, on aggregate there's an opporunity to exploit. krisdriver.com Unrealized PnL at EoD offsetting a.m. loss

krisdriver.com proprietary forex trading models on live data being put to the test. Unrealized PnL at the end of the day offsetting morning losses completely and turning positive.

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Kristopher Driver @paxdriver.bsky.social · 07/10/2026

#devlog: takes an iron stomach in this game lol Had my first anxious day but luckily i didn't watch it at all for once. Huge draw down first thing in the morning, but the system caught the trend reversal and appropriately hedged, making its way back to break even despite massive loss early on.

www.krisdriver.com demo account trading some proprietary forex trading models i developed and implemented over the weekend.

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Kristopher Driver @paxdriver.bsky.social · 05/10/2026

#devlog - I am still amazed by how well this system works on its own. It's remarkable how well orders and positions are lining up with fib retracements, elliott waves, support and resistance levels, and a greater than 1% ROI per day 6 days straight average.

Snapshot of the day's trade results on the new algorithmic trading system I developed www.krisdriver.com

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Kristopher Driver @paxdriver.bsky.social · 04/10/2026

#Tawwabin Artist: Twista - "up to speed" from album "the perfect storm" (تَوَّابِين)

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Kristopher Driver @paxdriver.bsky.social · 01/10/2026

Collie buddz - eyez youtu.be/9sW5_4-oPzE?...

https://youtu.be/9sW5_4-oPzE?si=Z-PqlMbIlNqQfqxh

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Kristopher Driver @paxdriver.bsky.social · 30/09/2026

#devlog - forex algorithmic trading platform. T'was a busy profitable night! Lets try to not get stopped out this time. Net positive $600, I still think it learned something this definitely seems better than random even if it going to need some more fine tuning, she's purring already.

Screenshot of overnight net profit, update to the screenshot taken in evening.

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Kristopher Driver @paxdriver.bsky.social · 30/09/2026

Today's earlier yen trades were both profitable for a while before being stopped out

USDJPY trades on MetaTrader5 stopped before hitting targets

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Kristopher Driver @paxdriver.bsky.social · 30/09/2026

#devlog woohoo! We got some more action, can't wait to see how these new orders pan out 😁 its been a busy 48hrs I wonder if I set the regression threshold too low out of impatience lol

Forex trading on MetaTrader5 running my new proprietary algorithms

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Kristopher Driver @paxdriver.bsky.social · 29/09/2026

#devlog algorithmic forex trader is up for 24hrs so way too early to get excited but it's already looking promising. Risk thresholds and entry points are sensible near support and resistence levels too, so definitely better than random.

Snapshot of demo forex MetaTrader5 platform running my trained models kon live market feed. First 24hrs

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Kristopher Driver @paxdriver.bsky.social · 15/09/2026

So the costs being eaten aren't in drug development, and it's not other countries not affording to do any, and it's not a socialized benefit this US r&d. You're familiar with the budget, that arbitrage pricing is legal, and that USA overpays for the same drugs, aided by global science publications.

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Kristopher Driver @paxdriver.bsky.social · 15/09/2026

Appreciation of shares is taxed at 50% once realized, they can be borrowed against or leveraged and pay dividends which are also capital gains, and they're stock options not spot price stocks. Missing the point. Marketing budget doesn't need to exist except to overcharge for products.

Eli lilly marketing budget 11.1 bln, research budget 13bln.

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Kristopher Driver @paxdriver.bsky.social · 15/09/2026

Privacy focused speech-to-text translation, for private subtitled interpersonal communication. Offline, fixed cost, not updates, or subscriptions. You own the device and it always works the same as the day you bought it. "software as a product", the way it used to be. Krisdriver.com/nactranslate

Krisdriver.com/nactranslate
Privacy focused speech-to-text translation, for private subtitled interpersonal communications.

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Kristopher Driver @paxdriver.bsky.social · 14/09/2026

Google it. Lots and lots and lots.

Shirt list of great movies originally deemed box office failures.

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Kristopher Driver @paxdriver.bsky.social · 13/09/2026

Dammit I forgot the pertinent one...

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Kristopher Driver @paxdriver.bsky.social · 13/09/2026

Thanks to the farmer's market I have way too much of every vegetable, so I'm on a roasting bender and I gotta say, I have no idea why I fried veg so much more often than roasting them in the first place. It's goes in the oven I already have running for meat, why do I fry them?! #TheMeltingPot

Cook book without recipes for chronic illness called "the melting pot" authored and designed by Kristopher Driver

Krisdriver.com

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Kristopher Driver @paxdriver.bsky.social · 11/09/2026

#devlog - Regression threshold discovery pipeline stage newly added and working. All that's left to do is wire it into my trading platform message protocol, exposure gating, apply regression_threshold overrides, and see if money actually can grow on trees 🤘

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Kristopher Driver @paxdriver.bsky.social · 04/09/2026

Still a 10% retracement earlier this week. None of this company's valuation makes sense to me. It's just so weird there are buyers everywhere.

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Kristopher Driver @paxdriver.bsky.social · 04/09/2026

As wrong as one can get lol ... but to be fair, they annoinced splashing a ton of cash intervening the dip, soooo it's maybe a lower case L if I was being charitable to myself?

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Kristopher Driver @paxdriver.bsky.social · 01/09/2026

Kabaka pyramid immaculate outta road flash back! Kabaka pyramid - "stand firm ft pressure busspipe, Peter Tosh" Rebel Music the lyrics tape 2026 youtube.com/playlist?lis... Get it at bandcamp.com kabakapyramid.bandcamp.com/album/rebel-...

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Kristopher Driver @paxdriver.bsky.social · 29/08/2026

My book advertises it's feature length album in every chapter heading, but to be fair it's a feature length album released with the novel from the voice of the protagonist 😜 (the picture is satire, don't buy the book because of this post, it's meant to be a joke)

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Kristopher Driver @paxdriver.bsky.social · 28/08/2026

#devlog - following the success of my new orchestration script to handle training my models through all stages and report generation for multiple instruments, yesterday I set up a conductor to call the orchestrator to run many variations by a single script call. Approaching 17hrs and going strong 😎

Snapshot of btop during a long run of machine learning experiments.

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Kristopher Driver @paxdriver.bsky.social · 27/08/2026

Nailed the first half of it. Within 48 hours we'll see if I was also right about the aftermath on share values. I'm guessing by the end of the week, but I won't claim a loss until next week after stranded capital (actively managed funds) have time to knee-jerk a response. So follow up required.

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Kristopher Driver @paxdriver.bsky.social · 24/08/2026

It was already against the law to do business in America anyway... @bloomberglaw.com should do a segment on this.

2 pieces of legislation in Canada making business with USA arguably illegal under the Trump administration.

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Kristopher Driver @paxdriver.bsky.social · 20/08/2026

I don't think people are eating enough soup. Let this be a reminder that condensed soup is amazingly healthy, cheap, quick, and easy if you just chop some vegetables in it while it's heating up instead of making KD or ordering takeout 4 times a week. Get some bread or crackers. Make soup weekly.

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Kristopher Driver @paxdriver.bsky.social · 14/08/2026

Count Binface - 26.9% Nigel Farage - 63.3% One of these two people did amazingly well, the other proved more electable than a competitive garbage can. What a phenomenal election lol and a repeat coming in a couple months for no reason. WTG Clacton... Wtfg. www.bbc.com/news/article...

Count Binface - 26.9%
Nigel Farage - 63.3%

https://www.bbc.com/news/articles/ce97mm3vvemo

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Kristopher Driver @paxdriver.bsky.social · 09/08/2026

"When I understand my enemy well enough to defeat him, then in that moment, I also love him." ~ Andrew "Ender" Thomas Wiggin(a fictional character from Orson Scott Card's 1985 science fiction novel Ender's Game)

Andrew "Ender" Thomas Wiggin is a fictional character from Orson Scott Card's 1985 science fiction novel Ender's Game

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Kristopher Driver @paxdriver.bsky.social · 08/08/2026

Glad you asked! Notice a pattern in the revisions on this chart? Revisions used to be slight adjustments to reported numbers, so they used to be useful but now aren't (and haven't been for many months). Notice which month revisions started getting extreme, too.

Chart by "eurodollar university" (not a university, just data are data, please fact check)

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Kristopher Driver @paxdriver.bsky.social · 04/08/2026

Probably the dumbest looking chart of the year lol If you think you're a value investor holding MicroSlop, then it's statistically more likely that you've got a serious gambling addiction lol

Microsoft YTD stock chart after earnings reports yesterday.

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Kristopher Driver @paxdriver.bsky.social · 25/07/2026

Perfect example of the swarm flow after getting everything organized and modular and all of the prompts neatly packaged out. you can have the section of code generated with the test at the same time. Never in my life have I written so much tests never mind code all in one day while reviewing it too.

snapshot of tests written in a day with gpt

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Kristopher Driver @paxdriver.bsky.social · 19/07/2026

This new project turned out surprisingly well! (... after all the math errors and bug got fixed lol) github.com/paxdriver/Op...

screenshots of a manufacturing scheduler I built for web browsers https://github.com/paxdriver/OpCost

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Kristopher Driver @paxdriver.bsky.social · 21/06/2026

I agree, that's why I was conflicted saying I like him but had more faith in Carney (wrongfully in this case) I expected my banking buddy Mark to be keen to shit like this, but evidently not. I'm grateful for Wab and being called out. Shell companies absorb liability. It's so shady it hurts.

Pyrophyte acquisition corp caymen shell company

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Kristopher Driver @paxdriver.bsky.social · 20/06/2026

I hope my new lunch buddy doesn't make it necessary to put my name on my lunches. Do deer eat lettuce and tomatoes, or am I safe from getting thiefed?

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Kristopher Driver @paxdriver.bsky.social · 15/06/2026

This album deserved a Grammy more than any of Marley's kids, speaking as a fan of Damien, kymani and Ziggy (in that order). Konshens is just that good. Konshens, album "mental maintenance", song title "leave your side"

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Kristopher Driver @paxdriver.bsky.social · 12/06/2026

I've got a real life stalker, but I think she's more into my dog than me and I'm a wee bit jealous 😂

Doe tailing my terrier on our lunchbreak walk.

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Kristopher Driver @paxdriver.bsky.social · 11/06/2026

youtube.com/post/Ugkx0pL... This is not new. A public high school educated Canadian indie rapper described this in detail on the record 20 years ago. I'm not an especially gifted nerd, I'm just a sensitive person who abhors violence. This is the oppression that inspired Oct 7, Netanyahu admits it!

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Kristopher Driver @paxdriver.bsky.social · 10/06/2026

Prairies storms rule. Funnel cloud with not quite enough wind shear to touchdown.

Funnel cloud with not enough wind shear to touchdown.

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Kristopher Driver @paxdriver.bsky.social · 09/06/2026

It is so hilarious that Microsoft makes another failed monopoly move trying to hijack gpt and brand it as Bing AND co-pilot, while also stiffing bug-bounty hunters and not patching vulnerabilities, claiming OpenAI's competition is insecure 🤣 Like, how much more of a teapot could MicroSlop be?!?

Headline from cybernews reads: "anthropic ai coding agent assistant could be tricked into revealing secrets, mircrosoft wants"

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Kristopher Driver @paxdriver.bsky.social · 04/06/2026

Can you tell weather reporting and data are disintegrating lately? 😂 Check out this useful alert lol "Shelter from flying debris if inside, and if you're outside then find some shelter..." "Just don't let the flying stuff hit ya, that's all." Thanks sensei, got it. 👌

Genius advice. Thank you environment Canada for your diligent service announcements. 👏 Bravo, now I know what to do before being hit by flying debris: "take cover before being hit"

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Kristopher Driver @paxdriver.bsky.social · 30/05/2026

After a week of >30°C, I think I'm going to spend the day splooting over a air duct. I can't imagine anything I'd rather do today that sploot on the kitchen floor. Join me, internet for a glorious day of stoop splooting with our pets! We need an international holiday for this.

My dog splooting to cool off on a door stoop

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Kristopher Driver @paxdriver.bsky.social · 28/05/2026

Who needs Mexico when you got Winnipeg? Okay well maybe culture, food, music, history, etc... But kept some little bits of all of that plus some of the weather some of the year! Come on, it's worth subsistence bannock, hominy and pemmican during the deadly winters right?

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Kristopher Driver @paxdriver.bsky.social · 26/05/2026

I got something that only comes in 4-pat... She counts, right?

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Kristopher Driver @paxdriver.bsky.social · 26/05/2026

#foodies rejoice! The most homemade burger I've ever made: Chili grown from the garden, simmered for hours; full garlic onion mash potatoes, butcher chuck and deli bread. Not confident ill ever have the patience to make my own buns or churn my own cheese for burgers so this may be apex from me lol

Mash potato fat boy homegrown #TheMeltingPot krisdriver.com

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Kristopher Driver @paxdriver.bsky.social · 21/05/2026

Fuck you bureaucracy I know you well, that's how I know how much filing this exhibit divider hurt you and your precious "system"...

A porto file torn up and stitched together eith scotch tape to satisfy court filing requirements for "tabs" on exhibits...

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Kristopher Driver @paxdriver.bsky.social · 20/05/2026

Some political activists talk shit on social media, others live the struggle and file their own motions to defend the rights of all oppressed people. Who's side are you on? Manitoba Court of appeal motion defending applicants for social assistance for persons with "severe and prolonged disability"

Manitoba Court of appeal record defending rights of unduly denied applicants for social assistance for persons with "severe and prolonged disabilities"...

MSPD had been denying Manitoba d for years under the presumption that vulnerable persons can't defend themselves. Instead of being vulnerable I choose to die fighting despite my vulnerability because I am able and most others are not.

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