Zanista

Zanista aims to revolutionize the Education sector by utilizing high-tech AI and LLM technologies to enhance teaching and learning experiences.

[Zanista @ZanistaAI]

Most debates about 𝗔𝗜 miss this completely.

Everything you need to know about 𝗔𝗜 is in this chart.

This is a snapshot from a course I started teaching last week. You can still join this week. Course name: Application of 𝗟𝗟𝗠𝘀 and 𝗔𝗜 in 𝗤𝘂𝗮𝗻𝘁𝗶𝘁𝗮𝘁𝗶𝘃𝗲 𝗙𝗶𝗻𝗮𝗻𝗰𝗲. I will put the sign up link in the comments.

Now let me explain why this chart matters.

There is a gap in 𝗔𝗜. A 𝗺𝗶𝗻𝗱 𝗴𝗮𝗽. Between the 𝘁𝗮𝘀𝗸 you want solved and what the 𝗺𝗼𝗱𝗲𝗹 actually understands.

That gap must be filled with 𝗶𝗻𝘀𝘁𝗿𝘂𝗰𝘁𝗶𝗼𝗻𝘀. 𝗣𝗿𝗼𝗺𝗽𝘁𝘀. 𝗪𝗼𝗿𝗸𝗳𝗹𝗼𝘄𝘀. 𝗧𝗼𝗼𝗹𝘀. 𝗦𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲. If you do not fill the gap, you get 𝗵𝗮𝗹𝗹𝘂𝗰𝗶𝗻𝗮𝘁𝗶𝗼𝗻𝘀. You get 𝗲𝗿𝗿𝗼𝗿𝘀. You get 𝗳𝗮𝗹𝘀𝗲 𝗰𝗼𝗻𝗳𝗶𝗱𝗲𝗻𝗰𝗲.

Look at the 𝗮𝘅𝗲𝘀. 𝗫 𝗮𝘅𝗶𝘀 is 𝘁𝗮𝘀𝗸 𝗰𝗼𝗺𝗽𝗹𝗲𝘅𝗶𝘁𝘆. 𝗬 𝗮𝘅𝗶𝘀 is 𝗔𝗜 𝗽𝗲𝗿𝗳𝗼𝗿𝗺𝗮𝗻𝗰𝗲.

As 𝘁𝗮𝘀𝗸 𝗰𝗼𝗺𝗽𝗹𝗲𝘅𝗶𝘁𝘆 increases, 𝗔𝗜 𝗽𝗲𝗿𝗳𝗼𝗿𝗺𝗮𝗻𝗰𝗲 drops. Fast. Almost 𝗲𝘅𝗽𝗼𝗻𝗲𝗻𝘁𝗶𝗮𝗹𝗹𝘆.

𝗦𝗶𝗺𝗽𝗹𝗲 𝘁𝗮𝘀𝗸𝘀 are easy. Compare words. Summarize text. Extract numbers.

𝗖𝗼𝗺𝗽𝗹𝗲𝘅 𝘁𝗮𝘀𝗸𝘀 break 𝗺𝗼𝗱𝗲𝗹𝘀. 𝗗𝗲𝗰𝗶𝘀𝗶𝗼𝗻 𝗺𝗮𝗸𝗶𝗻𝗴. 𝗡𝗼𝘃𝗲𝗹𝘁𝘆. 𝗥𝗶𝘀𝗸. 𝗙𝗶𝗻𝗮𝗻𝗰𝗲. 𝗦𝘁𝗿𝗮𝘁𝗲𝗴𝘆.

Now look at 𝘂𝗻𝗰𝗲𝗿𝘁𝗮𝗶𝗻𝘁𝘆.

For 𝘀𝗶𝗺𝗽𝗹𝗲 𝘁𝗮𝘀𝗸𝘀, 𝘂𝗻𝗰𝗲𝗿𝘁𝗮𝗶𝗻𝘁𝘆 is low. For 𝗰𝗼𝗺𝗽𝗹𝗲𝘅 𝘁𝗮𝘀𝗸𝘀, 𝘂𝗻𝗰𝗲𝗿𝘁𝗮𝗶𝗻𝘁𝘆 explodes. More paths. More 𝗲𝗿𝗿𝗼𝗿𝘀. More confident wrong answers. That dark band shows it.

Now look at the 𝗹𝗶𝗻𝗲𝘀. Blue is today’s 𝗔𝗜. Orange is future 𝗔𝗜.

𝗠𝗼𝗱𝗲𝗹𝘀 improve over time. They shift to the right. But the shift is uneven.

𝗦𝗶𝗺𝗽𝗹𝗲 𝘁𝗮𝘀𝗸𝘀 improve fast. 𝗖𝗼𝗺𝗽𝗹𝗲𝘅 𝘁𝗮𝘀𝗸𝘀 barely move.

That is why new 𝗺𝗼𝗱𝗲𝗹𝘀 feel magical on easy things and disappointing on hard ones.

Now look at the yellow wall.

There may be a hidden 𝗰𝗮𝗽𝗮𝗯𝗶𝗹𝗶𝘁𝘆 𝘄𝗮𝗹𝗹. Tasks models may never reliably cross. Not because of 𝘀𝗰𝗮𝗹𝗲. But because of 𝗱𝗮𝘁𝗮 and 𝗮𝗿𝗰𝗵𝗶𝘁𝗲𝗰𝘁𝘂𝗿𝗲.

𝗛𝘂𝗺𝗮𝗻 𝗷𝘂𝗱𝗴𝗺𝗲𝗻𝘁. 𝗧𝗿𝘂𝗲 𝗻𝗼𝘃𝗲𝗹𝘁𝘆. 𝗥𝗶𝘀𝗸 under 𝘂𝗻𝗰𝗲𝗿𝘁𝗮𝗶𝗻𝘁𝘆. Especially in 𝗳𝗶𝗻𝗮𝗻𝗰𝗲.

Now the important part.

How do we use 𝗔𝗜 anyway?

Two approaches.

𝗔𝗜 𝘄𝗼𝗿𝗸𝗳𝗹𝗼𝘄𝘀. Humans stay in control. You break a 𝗰𝗼𝗺𝗽𝗹𝗲𝘅 𝘁𝗮𝘀𝗸 into 𝘀𝗶𝗺𝗽𝗹𝗲 𝘀𝘁𝗲𝗽𝘀. 𝗔𝗜 solves each step.

This requires careful 𝗱𝗲𝘀𝗶𝗴𝗻. 𝗣𝗿𝗼𝗺𝗽𝘁𝗶𝗻𝗴. 𝗧𝗼𝗼𝗹𝗶𝗻𝗴. 𝗗𝗮𝘁𝗮 𝗲𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴.

This is how we at 𝗭𝗮𝗻𝗶𝘀𝘁𝗮.𝗔𝗜 grade handwritten exams with 𝗔𝗜. 𝗖𝗼𝗺𝗽𝗹𝗲𝘅 𝘁𝗮𝘀𝗸. Broken into 𝘀𝗶𝗺𝗽𝗹𝗲 ones.

Then there are 𝗔𝗜 𝗮𝗴𝗲𝗻𝘁𝘀.

You give a 𝗴𝗼𝗮𝗹. The system breaks it down itself. Calls 𝘁𝗼𝗼𝗹𝘀. Acts 𝗮𝘂𝘁𝗼𝗻𝗼𝗺𝗼𝘂𝘀𝗹𝘆.

But 𝗮𝗴𝗲𝗻𝘁𝘀 still struggle.

The path from 𝗰𝗼𝗺𝗽𝗹𝗲𝘅 to 𝘀𝗶𝗺𝗽𝗹𝗲 is not optimized. 𝗔𝗰𝗰𝘂𝗿𝗮𝗰𝘆 drops. 𝗦𝗽𝗲𝗲𝗱 drops. 𝗘𝗿𝗿𝗼𝗿𝘀 compound.

This is the 𝘂𝗻𝘀𝗼𝗹𝘃𝗲𝗱 𝗽𝗿𝗼𝗯𝗹𝗲𝗺.

How do you go from right to left from 𝗰𝗼𝗺𝗽𝗹𝗲𝘅 𝘁𝗮𝘀𝗸𝘀 to 𝘀𝗶𝗺𝗽𝗹𝗲 ones in the best possible way?

Highest 𝗮𝗰𝗰𝘂𝗿𝗮𝗰𝘆. Highest 𝘀𝗽𝗲𝗲𝗱. Lowest 𝘂𝗻𝗰𝗲𝗿𝘁𝗮𝗶𝗻𝘁𝘆.

No one has solved this.

That is what this 𝗰𝗼𝘂𝗿𝘀𝗲 is about.

𝗪𝗼𝗿𝗸𝗳𝗹𝗼𝘄𝘀. 𝗔𝗴𝗲𝗻𝘁𝘀. 𝗢𝗽𝘁𝗶𝗺𝗶𝘇𝗮𝘁𝗶𝗼𝗻. 𝗠𝗲𝗺𝗼𝗿𝘆. 𝗢𝗻𝗹𝗶𝗻𝗲 𝗹𝗲𝗮𝗿𝗻𝗶𝗻𝗴. 𝗧𝗼𝗼𝗹 𝗰𝗮𝗹𝗹𝗶𝗻𝗴. 𝗠𝘂𝗹𝘁𝗶𝗺𝗼𝗱𝗮𝗹 𝘀𝘆𝘀𝘁𝗲𝗺𝘀.

And one last thing.

𝗔𝗜 at 𝗶𝗻𝗱𝘂𝘀𝘁𝗿𝗶𝗮𝗹 𝘀𝗰𝗮𝗹𝗲 depends on this curve. If you do not understand it you cannot 𝘀𝗰𝗮𝗹𝗲 𝗔𝗜 safely or profitably.

This chart explains most 𝗔𝗜 𝗳𝗮𝗶𝗹𝘂𝗿𝗲𝘀 I see in practice.

If this resonates, feel free to share. If you want to go deeper, join us. Link in the comments.

Sign up Here: https://t.co/LxnQa9O402

[Zanista @ZanistaAI]

It is a serious heatwave across the UK and Europe right now. Stay cool and look after yourselves out there.

If you do fancy some reading this weekend, here are six papers in quant finance and AI for you. Enjoy.

⚽ The Reach of the World Cup Distraction Effect: Evidence from Global Trading Venues
https://t.co/D83nZ31rBD

🤖 The Shift to Agentic AI: Evidence from Codex
https://t.co/nRcAyiza3A

📈 Boundaries of Time Series Momentum
https://t.co/AqVf72quey

🎢 Volatility Disagreement in the Options Market
https://t.co/yCzjyVNhzn

🏛️ Government Funding Costs Under Financial Repression
https://t.co/yqJSq7vkbo

🔄 Beyond Growth Rates: Macro Trends and Price Cycles
https://t.co/gME7aZkJpf

#QuantFinance #QuantitativeFinance #MachineLearning #ArtificialIntelligence #AgenticAI #FinancialMarkets #Trading #Volatility #OptionsTrading #Momentum #BehavioralFinance #Macroeconomics #FinTech #ResearchPapers

I started a monthly digest that cuts out all the noise in #Quant_Finance & #AI/#LLM research. Just the things that actually matter. Friends keep telling me it saves them a ton of time.
Sign up here: https://t.co/TCb9hARa5H
Here are past issues if you want a peek: https://t.co/PWTMaPbnZn

[Zanista @ZanistaAI]

📊 AI Daily Pulse | 26 June 2026
$AAPL Memory crunch forces broad price hikes, stock slips ~6%

$MSFT Italy probes 365 AI pricing as Xbox hikes and capex fears bite

$TSLA Fatal Texas crash sparks federal probes, but Berlin output jumps 20%

$SPCX Starlink mobile push and Russell 1000 add, clouded by post IPO wobble

$META $299 AI glasses land amid privacy and child safety lawsuits

$GOOGL AI and cloud expansion offset by Gemini talent exits and delays

$NVDA Rubin hits full production and AWS wins, even as OpenAI builds its own chip

$AMZN $48B India AWS bet collides with EU gatekeeper scrutiny

Not financial advice.

If you want a daily version of this on your own book, DM me or [email protected]

[Zanista @ZanistaAI]

AI & Mag7 Daily Pulse | 24 June 2026
$AAPL: Siri rebuild and foldable buzz, but a £3bn UK iCloud case hangs over it

$TSLA: NatPower Megapack win lands as a fatal Texas crash probe heats up

$SPCX: $25bn bond sale crushed it on demand, yet post IPO selloff still stings

$GOOGL: Joins the Dow, though DeepMind talent exits and Waymo recalls bite

$MSFT: New data centre and Azure wins clouded by Copilot backlash

$META: $299 AI glasses launch runs into fresh EU and privacy heat

$NVDA: BioNeMo debuts strong as China export curbs and a chip rout drag

$AMZN: Prime Day plus India quick commerce push, against rising execution risk

Not financial advice.

If you want a daily version of this on your own book, DM me or [email protected]

[Zanista @ZanistaAI]

📊 AI & Bitcoin & Mag7 Daily Pulse :: 23 Jun 2026

$GOOGL Slides 5-7% as Jumper & Shazeer exit for Anthropic and OpenAI

$TSLA Federal fatal-crash probe offsets a 25 GWh NatPower win

$SPCX Third post-IPO slide as a $20B bond sale spooks investors

$AAPL Price hikes, supplier breach and fresh antitrust heat

$BTC Breaks below $63K on relentless ETF outflows

$ANTHROPIC Federal use ban bites, but Micron and Jumper soften it

$MSFT Locks a 20-year Chevron deal for a 2GW Texas AI campus

$META $900M Cred bet meets an escalating EU child-safety probe

$OPENAI Cyber push and Samsung/IBM wins clash with leaked losses

$NVDA Halos robotics launch and 35 new Europe supercomputers

$AMZN Prime Day kicks off as $200B AI capex draws scrutiny

Not financial advice.

If you want a daily version of this on your own book, DM me or [email protected]

[Zanista @ZanistaAI]

📊 MagSeven & BTC Daily Pulse — June 22, 2026
$AAPL Price hikes loom as memory costs spike, Intel foundry talks could re-shore chips

$BTC Six straight weeks of ETF outflows, though pension money starts nibbling

$META AI momentum cools as a key exec exits and legal bills pile up

$MSFT Oracle deal collapse stings, so it doubles down on in-house AI

$GOOGL Cloud up 63% and Berkshire loading up, but that $85B raise raises eyebrows

$NVDA Now coming for CPUs, eyeing $20B this year

$TSLA Undercutting robotaxi rivals as Belgium greenlights FSD

$AMZN Prime Day buzz and AWS chip ambitions, with the FTC watching

Not financial advice.

If you want a daily version of this on your own book, DM me or [email protected]

[Zanista @ZanistaAI]

June 19, 2026
AI, Bitcoin & Mag7 daily pulse

$BTC slides toward $60k on a hawkish Fed and ETF outflows, even as BlackRock and Franklin Templeton push new products.

$META adds about 1.6GW of AI capacity, but child safety lawsuits and regulators are closing in.

$ANTHROPIC expands in Korea and enterprise, then gets blindsided by sudden US export curbs on its top models.

$AAPL warns of unavoidable price hikes from memory costs, with a possible Intel chip tie up as the sweetener.

$MSFT ships Copilot Cowork and posts strong China demand while facing fresh securities suits and EU antitrust heat.

$SPCX rides its record IPO and investment grade ratings, but a $20bn bond raise and Cursor dilution worry the market.

$TSLA gains in China and Germany, yet Sweden wants the EU to block its FSD rollout.

$NVDA lands a huge Meta Blackwell and Rubin deal as Google and Amazon push their own chips harder.

$OPENAI signs Noam Shazeer and grows ads, but Florida is suing and leaked 2025 losses look heavy.

$GOOGL shows a $460bn cloud backlog and Berkshire support against an $80bn raise that revives dilution fears.

$AMZN builds a $10bn AWS campus and opens up Trainium, though heavy AI spend cut free cash flow to $1.2bn.

Not financial advice.

If you want a daily version of this on your own book, DM me or [email protected]

[Zanista @ZanistaAI]

Zanista Daily Pulse — 17 Jun 2026

$TSLA: FSD heat rising, but Goldman lifts Q2 deliveries and Dutch regulators back the rollout

$MSFT: AI run-rate hits $37B; Xbox shake-up and $37.5B capex keep bulls and bears split

$BTC: BlackRock's income ETF lands as ~259K BTC gets scooped up, even with demand cooling

$NVDA: $25B bond priced and AI-factory deals stacking up, despite custom-chip rivals circling

$GOOGL: Berkshire piles in ~$21B, but an $80B+ raise stirs dilution worries

$AAPL: Italy opens a DMA probe on iOS cloud rules, low immediate hit but EU overhang grows

$META: Threads crosses 500M users; BofA says Buy while Oppenheimer says sell

$AMZN: $17.5B secured for AI and analysts eye 34% upside, only the Fed clouds the mood

Not financial advice.

If you want a daily version of this on your own book, DM me or [email protected]

[Zanista @ZanistaAI]

𝗧𝘄𝗼 𝗦𝗰𝘂𝗼𝗹𝗮 𝗡𝗼𝗿𝗺𝗮𝗹𝗲 𝗦𝘂𝗽𝗲𝗿𝗶𝗼𝗿𝗲 𝗾𝘂𝗮𝗻𝘁𝘀 𝘀𝘁𝘂𝗱𝗶𝗲𝗱 $𝟭.𝟵𝟯𝗧 𝗼𝗳 𝗛𝘆𝗽𝗲𝗿𝗹𝗶𝗾𝘂𝗶𝗱 𝘁𝗿𝗮𝗱𝗲𝘀 𝗮𝗻𝗱 𝗳𝗼𝘂𝗻𝗱 𝘃𝗶𝘀𝗶𝗯𝗹𝗲 𝗼𝗿𝗱𝗲𝗿𝘀 𝗲𝘅𝗲𝗰𝘂𝘁𝗲 𝗰𝗵𝗲𝗮𝗽𝗲𝗿 𝘁𝗵𝗮𝗻 𝗵𝗶𝗱𝗱𝗲𝗻 𝗼𝗻𝗲𝘀

𝐒𝐮𝐧𝐬𝐡𝐢𝐧𝐞 𝐭𝐫𝐚𝐝𝐢𝐧𝐠 means announcing a large order before you fill it. The textbook worry is other traders moving ahead of you. Davide Barone and Fabrizio Lillo test that on Hyperliquid, a fully on chain order book for crypto perpetual futures (every order and trade is recorded publicly, so anyone can see who did what), where native 𝐓𝐖𝐀𝐏 orders (Time Weighted Average Price, a parent order auto sliced into equal pieces over a window) are visible from the moment they start. They compare those against hidden orders pieced together from wallet activity.

𝗠𝗲𝘁𝗵𝗼𝗱 🔍

The sample sets 𝟒.𝟑𝐌 hidden metaorders (one big trade split into many child orders) against 𝟒𝟔𝟓𝐤 visible TWAP programs.

Because every action ties to a wallet on chain, they measured execution cost, price impact, and book depth (how much resting liquidity sits in the order book) around each order directly.

𝗥𝗲𝘀𝘂𝗹𝘁𝘀 📊

Visible TWAPs paid about 𝟖.𝟵 𝐛𝐩𝐬 (basis points, hundredths of one percent) less temporary impact, meaning the price moved against them less while they were filling. On a $1M order that gap is roughly $890.

They also left about 𝟓 𝐛𝐩𝐬 less permanent price impact, the part of the move that sticks after the order is done. So the market read announced flow as 𝐥𝐞𝐬𝐬 𝐢𝐧𝐟𝐨𝐫𝐦𝐞𝐝, not more loaded with information.

The cost did not vanish, it moved. Hidden traders buying while a visible TWAP was also buying (same direction flow) paid more.

𝗟𝗶𝗺𝗶𝘁𝗮𝘁𝗶𝗼𝗻𝘀 📌
Traders choose to use TWAP, so this compares two trader populations, not one trader flipping a switch. And on a public chain, hidden is never truly anonymous, since same wallet flow can be inferred as it happens.

𝗕𝗶𝗴𝗴𝗲𝗿 𝗽𝗶𝗰𝘁𝘂𝗿𝗲 🧠
The point is not that disclosure was free. It is that disclosure changed who supplies 𝐥𝐢𝐪𝐮𝐢𝐝𝐢𝐭𝐲 and who carries information risk. Announcing intent can read as a credible signal that you are uninformed, which pulls in depth rather than competition. How much of this survives on venues without a native, low friction announcement tool?

Authors: Davide Barone and Fabrizio Lillo, Scuola Normale Superiore, Pisa.

Link to the paper: https://t.co/isJ8wVSusd

I started a monthly digest that cuts out all the noise in #Quant_Finance & #AI/#LLM research. Just the things that actually matter. Friends keep telling me it saves them a ton of time.
Sign up here: https://t.co/TCb9hARa5H
Here are past issues if you want a peek: https://t.co/PWTMaPbnZn

[Zanista @ZanistaAI]

📅 June 16, 2026 | AI, BTC & Mag7 Daily Pulse

$NVDA $25B bond sale ran roughly 3x oversubscribed, though China access and GPU supply stay the overhang.

$AMZN Missouri data center adds momentum, but about $200B of 2026 capex keeps pressuring cash flow.

$SPCX up over 50% in three sessions after IPO, now bumping against a stretched valuation.

$GOOGL $1.5B Alabama buildout running into growing dilution worries.

$BTC back above $66k as Iran tensions ease, ETF outflows still capping the move.

$META Facebook AI Mode goes live and walks straight into fresh legal heat.

$TSLA deliveries improving while Europe digs into its FSD safety data.

$AAPL smarter Siri lands at WWDC just as Italy opens an antitrust probe.

$MSFT enterprise AI wins offset by a shareholder suit over Azure spend and Xbox cuts.

$OPENAI confidential IPO filing meets a multistate probe and heavy 2025 losses.

$ANTHROPIC US export controls pull Fable 5 and Mythos 5 offline globally.

Not financial advice.

If you want a daily version of this on your own book, DM me or [email protected]

[Zanista @ZanistaAI]

💸 𝐓𝐚𝐱𝐞𝐬 𝐐𝐮𝐢𝐞𝐭𝐥𝐲 𝐁𝐞𝐚𝐭 𝐌𝐚𝐫𝐤𝐞𝐭 𝐀𝐥𝐩𝐡𝐚
𝗔𝗻𝗱𝗿𝗲𝘄 𝗔𝗻𝗴 (𝗧𝗮𝘂 𝗕𝗮𝗹𝗮𝗻𝗰𝗲, 𝗖𝗼𝗹𝘂𝗺𝗯𝗶𝗮) 𝗿𝗮𝗻 𝟭𝟬𝟬 𝘆𝗲𝗮𝗿𝘀 𝗼𝗳 𝗨𝗦 𝘀𝘁𝗼𝗰𝗸 𝗿𝗲𝘁𝘂𝗿𝗻𝘀 𝘁𝗵𝗿𝗼𝘂𝗴𝗵 𝘁𝗵𝗲 𝗮𝗰𝘁𝘂𝗮𝗹 𝘁𝗮𝘅 𝗰𝗼𝗱𝗲. 𝗙𝗲𝗱𝗲𝗿𝗮𝗹 𝘁𝗮𝘅𝗲𝘀 𝗰𝗹𝗮𝗶𝗺𝗲𝗱 𝗺𝗼𝗿𝗲 𝘁𝗵𝗮𝗻 𝗮 𝘁𝗵𝗶𝗿𝗱 𝗼𝗳 𝗹𝗼𝗻𝗴 𝗿𝘂𝗻 𝗲𝗾𝘂𝗶𝘁𝘆 𝘄𝗲𝗮𝗹𝘁𝗵.

Most long run equity numbers everyone quotes are pretax, meaning before tax is paid. This paper rebuilds the one taxable investors actually kept, holding the whole US market from 𝟭𝟵𝟮𝟲 𝘁𝗼 𝟮𝟬𝟮𝟱 and paying tax under whatever code was in force each year.

📐 𝗠𝗲𝘁𝗵𝗼𝗱

𝗧𝗵𝗲 𝗽𝗼𝗿𝘁𝗳𝗼𝗹𝗶𝗼. It holds the market cap weighted CRSP portfolio (CRSP is the standard academic database of all US common stocks) and runs the real annual tax return every year: dividend rules, holding periods, loss limits, carryforwards, and the step up at inheritance (heirs reset the cost basis, which erases the built up gain).

𝗧𝗵𝗲 𝗶𝗻𝘃𝗲𝘀𝘁𝗼𝗿. Baseline is a top 𝟭% household starting with $𝟭𝗠 taxable, taxed year by year across 𝟭𝟭 capital gains regimes and 𝟭𝟰 dividend regimes (the rules changed that many times).

📉 𝗥𝗲𝘀𝘂𝗹𝘁𝘀

𝗧𝗵𝗲 𝗺𝗼𝗱𝗲𝗿𝗻 𝘄𝗶𝗻𝗱𝗼𝘄. From 𝟭𝟵𝟵𝟲 𝘁𝗼 𝟮𝟬𝟮𝟱, $𝟭𝗠 became $𝟱.𝟭𝟰𝗠 after tax, not $𝟴.𝟬𝟵𝗠. That is $𝟮.𝟵𝟱𝗠 before state tax, fees, or inflation.

𝗧𝗵𝗲 𝗰𝗲𝗻𝘁𝘂𝗿𝘆 𝘃𝗶𝗲𝘄. Across eight overlapping 𝟯𝟬 year windows, average drag is 𝟯𝟰𝟳 𝗯𝗽𝘀 a year (tax drag is the yearly gap between the pretax return and what the investor keeps, and a basis point is 𝟬.𝟬𝟭%). Toughest window, 𝟭𝟵𝟯𝟲 𝘁𝗼 𝟭𝟵𝟲𝟱, reached 𝟱𝟯𝟴 𝗯𝗽𝘀.

𝗧𝗵𝗲 𝗿𝗲𝗮𝗹 𝗱𝗿𝗶𝘃𝗲𝗿. 𝗗𝗶𝘃𝗶𝗱𝗲𝗻𝗱𝘀, not trading. Tax them at capital gains rates and average drag falls from 𝟯𝟰𝟳 𝘁𝗼 𝟮𝟬𝟱 𝗯𝗽𝘀.

📌 𝗖𝗮𝘃𝗲𝗮𝘁𝘀
Federal income tax only. State and local taxes would push the drag higher. No estate tax, no active loss harvesting, no wash sales.

🔍 𝗕𝗶𝗴𝗴𝗲𝗿 𝗽𝗶𝗰𝘁𝘂𝗿𝗲
Here is the part the wealth industry rarely highlights. For a passive market portfolio, the upper bound on tax loss harvesting (selling losing positions to offset gains and lower the bill) is about 𝟯𝟬 𝗯𝗽𝘀, and switching lot selection from FIFO to HIFO (which lots you sell first) buys roughly 𝟭𝟰 𝗯𝗽𝘀. The tax regime itself moves drag by hundreds of basis points. So the high value work is tax policy and account location (which type of account holds the assets, taxable versus retirement), not lot optimization. With US fiscal pressure rising, today's mild 𝟭𝟲𝟱 𝗯𝗽𝘀 looks more like a floor than a norm. Are advisors selling the 𝟯𝟬 and ignoring the 𝟯𝟬𝟬?

Link to the paper: https://t.co/mOTP5M3LNG

I started a monthly digest that cuts out all the noise in #Quant_Finance & #AI/#LLM research. Just the things that actually matter. Friends keep telling me it saves them a ton of time.
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[Zanista @ZanistaAI]

AI, BTC & Mag7 Daily Pulse | June 15, 2026

Regulation squeezed Big AI today while Bitcoin caught a bid.

$ANTHROPIC: US export controls pull Fable 5 and Mythos 5 offline, burying the enterprise wins.

$TSLA: Europe questions the FSD safety claims just as autonomy progress shows up.

$META: A UK child-access crackdown lands on an already costly AI build.

$MSFT: EY's $1B deal and the NHS Copilot rollout outweigh the Xbox drag.

$OPENAI: A confidential IPO filing runs straight into a 42-state safety probe.

$AAPL: The new Siri arrives to lukewarm reviews and EU launch friction.

$BTC: Back above $65K as Iran tensions cool and ETF inflows return.

$GOOGL: Cheaper Gemini widens the AI push while regulators keep circling.

$NVDA: Global AI infrastructure keeps expanding even as China risk sharpens.

$SPCX: Post-IPO rally runs hot and the valuation debate gets louder.

$AMZN: No.1 on the Fortune 500, leaning harder into Prime and freight.

Not financial advice.

If you want a daily version of this on your own book, DM me or [email protected]

[Zanista @ZanistaAI]

📅 June 14, 2026 | MagSeven & BTC daily pulse 👇

$MSFT Copilot lawsuit and Xbox restructure talk, but $3.65B in fresh GPU financing keeps Azure AI moving

$BTC back above $63K on returning ETF inflows and a rare 10% mining difficulty drop

$META hit by a global outage and a forced $2B China AI unwind, yet analysts still flag Buy

$AAPL new Siri AI leans on Google and Nvidia cloud, beta underwhelms and skips EU/China

$TSLA robotaxis pushing into Arizona and Nevada as Semi adoption grows

$AMZN tapping a record C$14B bond to fund a $200B AI buildout

$NVDA piloting a recurring revenue data center model in Australia

$GOOGL raises $80B for AI but faces a Munich liability ruling

Not financial advice.

If you want a daily version of this on your own book, DM me or [email protected]

[Zanista @ZanistaAI]

June 13, 2026 |

$AMZN: AI capex keeps rising, but debt and data-center pushback are the pressure points.

$BTC-USD: U.S. perpetual futures approval boosts liquidity, while ETF outflows keep caution alive.

$TSLA: SpaceX IPO buzz lifts volatility, but FSD, robotaxi, and valuation debates drive the real story.

$MSFT: AI growth is strong, yet Xbox spinoff chatter and gaming layoffs cloud sentiment.

$META: Instagram Plus and AI capacity are bullish, but capex, outages, and downgrades weigh.

$AAPL: Limited WWDC AI rollout disappointed, while services strength and upgrade demand support the bull case.

$GOOGL: Massive AI infrastructure funding accelerates growth, but dilution and capex concerns linger.

$NVDA: China CPU strategy and Australia AI deal expand the runway, with geopolitics still the key risk.

Not financial advice.

If you want a daily version of this on your own book, DM me or [email protected]

[Zanista @ZanistaAI]

SpaceX priced its record IPO at $135 a share, raising about $75 billion at a roughly $1.77 trillion valuation ahead of Nasdaq trading. Demand was reportedly more than four times oversubscribed with strong BlackRock interest, though credible outlets question the valuation given ongoing losses, heavy spending and governance concerns.

📊 AI&BTC&Mag7 Daily Pulse | 12 June 2026

$SPCX prices record IPO at $135, ~$1.77T valuation, 4x oversubscribed

$AMZN hidden Anthropic upside in focus as capex and FCF worries grow

$NVDA joins KKR's $10B Helix venture, lands S&P AA upgrade

$AAPL WWDC Siri rebuild lands, but no launch date and antitrust heat

$GOOGL AI cloud wins clash with dilution and capex fears

$TSLA wins FSD approval in Belgium and Denmark, robotaxi scrutiny bites

$MSFT Xbox layoff reports and a second Copilot outage weigh

ANTHROPIC files confidentially for IPO amid Fable 5 backlash

OPENAI IPO push collides with new wrongful death lawsuit

$META signs Reliance-backed 168MW India AI data centre deal

$BTC rebounds on easing Iran tensions, ETF outflows still heavy

Not financial advice.

If you want a daily version of this on your own book, DM me or [email protected]

[Zanista @ZanistaAI]

The SpaceX IPO prices tomorrow and it's pulling the whole market into its orbit.

Demand has reportedly topped $250 billion, more than four times oversubscribed, with sovereign funds and retail piling in. A Google AI compute deal and expected investment grade ratings add fuel. But Elizabeth Warren wants the SEC to delay it, and critics call the $1.75 trillion valuation overstretched. Either way, the rotation is already visible. Money is moving out of Bitcoin and Tesla to make room.

Here's what happened across the rest of the portfolio today, in one line each, the sentiment score showing the count of positive versus negative news stories:

$SPCX Over $250B in demand for tomorrow's $135 IPO, but regulators and valuation critics are circling

$BTC Hovering near $61,000 as ETF outflows, Iran driven risk aversion and IPO rotation drain demand

$TSLA Belgium approved FSD and China sales jumped 22.5%, yet robotaxi doubts and SpaceX rotation weigh

$MSFT Major Xbox layoffs reported alongside a record 200 plus vulnerability Patch Tuesday

$ANTHROPIC Fable 5 launched with strong benchmarks, but Microsoft restricted internal use over data retention

$AAPL Siri AI debuted at WWDC, analysts raised targets while shares fell on a measured rollout

$META First India AI data center deal with Reliance, while courts and EU regulators tighten the screws

$OPENAI Visa, Samsung and Oracle deals expand reach as reports point to steep token price cuts against Anthropic

$NVDA Blackwell supply is tighter than expected and Google wants 110,000 GPUs, despite the sector selloff

$GOOGL Gemini is everywhere and BMO ranks Google first in full stack AI, but the $85B raise sparks dilution worries

$AMZN Freight went nationwide and Graviton5 launched, while a $17.5B loan raises cash flow questions

Watch where the SpaceX money comes from tomorrow. That tells you more about positioning than any single headline.

This is a snapshot from our NewsWitch daily pulse, built from close to a million articles processed every day. Not financial advice.

Want a custom daily pulse for your own portfolio? Reach out at [email protected]

#SpaceXIPO #AI #Markets #Fintech #NewsWitch

[Zanista @ZanistaAI]

AI&BTC&Mag7 Daily Pulse | 10 June 2026

$ANTHROPIC Fable 5 launches with $35bn Google-backed compute financing

$SPCX IPO 4x oversubscribed, India Starlink delay and governance questions linger

$OPENAI Confidential IPO filing plus a huge Ohio data centre, risks mounting too

$BTC Holding above $60k but ETF outflows and macro nerves keep bears in charge

$TSLA Robotaxi expansion and Denmark FSD approval, offset by Cybertruck recall pain

$MSFT Copilot lands big enterprise wins while a record Patch Tuesday tests trust

$AAPL New Siri finally arrives at WWDC, investors shrug and shares slide

$META First India AI data centre with Reliance, EU forces WhatsApp open

$AMZN BofA reiterates Buy at $310 as Kuiper nears commercial service

$NVDA Backing OpenAI's 10GW Ohio buildout, supply stays tight

$GOOGL Reported $80bn+ equity raise sparks dilution debate despite Gemini at 900m users

Not financial advice.

If you want a daily version of this on your own book, DM me or [email protected]

[Zanista @ZanistaAI]

MagSeven & BTC Daily Pulse | June 9, 2026

$BTC: Back above $63K as MicroStrategy resumes buying, though ETF outflows keep things shaky.

$TSLA: JPMorgan upgrade and China sales up 22% offset the FSD safety probe and recalls.

$META: AI agents and new subscriptions expand, but $125B+ capex talk stirs dilution fears.

$AAPL: Gemini-powered Siri and Apple Intelligence debut at WWDC, with EU rollout lagging.

$GOOGL: Blowout Q1 and 63% Cloud growth, yet the $80B raise fuels dilution worry.

$MSFT: Lands a landmark £120M NHS Copilot deal covering 505K staff.

$AMZN: AWS posts its fastest growth in 15 quarters plus a $4B Pinterest AI deal.

$NVDA: Inks Korea AI factory deals, and Apple confirms its top AI model runs on Nvidia GPUs.

Not financial advice.

If you want a daily version of this on your own book, DM me or [email protected]

[Zanista @ZanistaAI]

📊 MagSeven & BTC Daily Pulse | June 8, 2026

$BTC: Slips below $60K as 13 straight days of ETF outflows ($4.4B) and MicroStrategy's first sale since 2022 push capital toward AI IPOs.

$TSLA: Austin robotaxi push and SpaceX's ~$700M Megapack order run up against a 220,000 vehicle recall.

$META: Weighing a multibillion stock raise for AI capex, sparking dilution fears and a 5 to 7% slide.

$GOOGL: Record $84.75B raise (Berkshire in for $10B) to fund 2026 capex near $185B. Cloud up 63%.

$MSFT: NHS England rolling out 365 Copilot to 505,000 staff. Enterprise AI demand looks real.

$NVDA: Lands South Korea AI factory and SK hynix HBM deals even as shares dipped below a $5T cap.

$AAPL: WWDC set to reveal a Gemini powered Siri and a possible paid tier.

$AMZN: Reported $11.6B Globalstar satellite deal while AWS keeps growing 28%.

Not financial advice.

If you want a daily version of this on your own book, DM me or [email protected]

[Zanista @ZanistaAI]

June 7, 2026 - Mag 7 + Crypto Daily Pulse

$BTC: Jobs data, ETF outflows, and liquidations pushed Bitcoin below $60K despite ongoing institutional adoption.

$TSLA: FSD safety scrutiny grows, but autonomy progress and regulatory milestones keep the long-term story alive.

$MSFT: AI revenue run-rate hits $37B as Azure growth and analyst upgrades reinforce momentum.

$META: Massive AI spending raises concerns, but subscription-based AI monetization is gaining traction.

$AAPL: Record quarter and Siri AI overhaul plans strengthen the bull case despite legal and execution risks.

$NVDA: Regulatory pressure increases, yet expanding AI partnerships and infrastructure demand remain powerful tailwinds.

$GOOGL: AI investment ramps up with major funding, cloud growth, and strategic partnerships driving optimism.

$AMZN: Anthropic exposure and AWS commitments support growth, though AI capex remains a key watchpoint.

Not financial advice.

If you want a daily version of this on your own book, DM me or [email protected]

[Zanista @ZanistaAI]

🧠 Weekend deep dive into Quant Finance × AI.

🌐 One model reads the economy and daily prices together, and beats the rest
📈 Past returns alone, fed to a Transformer, predict the market
🧮 A new factor framework keeps return and risk assumptions in sync
⚙️ AI doubles code written, but shipping barely moves
🔁 Trading strategies saved as "regime memories" adapt without retraining
₿ Bitcoin signals only pay off once you stop overtrading

#QuantFinance #AI #LLM #Trading #AssetManagement #MachineLearning #FinTech #PortfolioManagement #AlgorithmicTrading #Bitcoin #AgenticAI

Link to the paper:

Macro-aware time series forecasting via hierarchical mixed-frequency attention models
https://t.co/E5bvRkezB9

Daily Market Return Prediction with Transformer
https://t.co/ucmk8S7pYP

Capital Market Assumptions And Strategic Asset Allocation Using Multi Asset Tradable Factors
https://t.co/X8ug7pXhhO

Writing Code vs. Shipping Code: Productivity Effects Across Generations of AI Coding Tools
https://t.co/BNcJiWpGYM

Regime-Adaptive Continual Learning for Portfolio Management
https://t.co/Svp4EZk6ai

Machine Learning-Based Bitcoin Trading Under Transaction Costs: Evidence From Walk-Forward Forecasting
https://t.co/T6eYaItOXw

I started a monthly digest that cuts out all the noise in #Quant_Finance & #AI/#LLM research. Just the things that actually matter. Friends keep telling me it saves them a ton of time.
Sign up here: https://t.co/TCb9hARa5H
Here are past issues if you want a peek: https://t.co/PWTMaPbnZn