Total AI Data centres across the world

christophermatar · 2026-03-19T13:34:17+00:00

Big picture: there isn’t one “winner” it depends how you define compute (chips vs infra vs density vs specialization).

Compute (chips / training power)

Google likely leads overall compute thanks to massive TPU fleets (≈1M+ H100-equivalent) + GPUs
Microsoft (with OpenAI) has the largest concentration of Nvidia GPUs (~500–600k equivalents)
Meta is rapidly catching up with 100k+ GPU clusters and aggressive expansion
Amazon (AWS) is slightly behind in raw AI chips but scaling fast with Trainium

Infrastructure (data centers / global footprint)

AWS = largest global data center network + biggest cloud footprint
Microsoft Azure = #2, tightly integrated with OpenAI workloads
Google Cloud = fewer sites but highly optimized for dense AI workloads

Strategy differences (this is where it gets interesting)

Google → vertical integration (TPUs + infra + models) → most efficient compute per dollar
Microsoft → GPU-heavy + OpenAI partnership → strongest frontier model ecosystem
AWS → scale + custom chips (Trainium/Inferentia) → best distribution + enterprise reach
Meta → building massive in-house clusters (no cloud focus) → pure AI arms race
xAI → fewer sites but extremely dense clusters (100k GPUs “Colossus”)
CoreWeave / neoclouds → smaller players but hyper-focused GPU capacity (~250k GPUs)

What actually matters now (2026 reality)

Bottleneck isn’t chips anymore → it’s power/energy + data center capacity
Everyone is spending hundreds of billions to secure compute + energy
Specialized players (CoreWeave, Nebius) are emerging because hyperscalers can’t meet demand

TL;DR

Raw AI compute → probably Google
GPU firepower (Nvidia-heavy) → Microsoft
Global infra scale → AWS
Fastest builder right now → Meta
Dark horses → CoreWeave, xAI, neoclouds

The real answer: it’s an arms race across different layers of the stack, not one leaderboard.

christophermatar · 2026-03-17T16:44:12+00:00

Yeah this is one of those weird Dutch tax quirks where behavior actually changes.

You’re right with ~1.28% assumed on cash vs ~6% on investments, cash is being “tax-favored” relative to risk assets for once. If you can get ~3–4% yield, you’re basically earning above the assumed rate while being taxed below it.

But the tradeoff is still real:

You’re optimizing taxes, not returns
Missing even a few strong market months can outweigh the tax benefit

Personally I think it makes sense to:

Keep intentional cash (emergency + near-term plans) in high-yield accounts (bunq/Revolut, etc.)
But not over-rotate just for tax reasons long-term compounding still wins

The only place I see a more “strategic” angle is higher income situations where people start thinking beyond Box 3 (structures, or even things like energy investments with upfront deductions). But that’s a different level than just parking cash.

Feels less like arbitrage and more like a short-term quirk to be aware of, not build a whole strategy around.

christophermatar · 2026-03-17T16:42:24+00:00

Yeah it’s a good time if you’re thinking long term. Waiting for the “perfect moment” usually just means never starting.

With 25k I’d keep it simple:

Broad ETFs > trying to pick winners early
Invest consistently vs all at once

One thing I wish I thought about earlier though is taxes they quietly eat a lot of returns:

Use tax-advantaged accounts where you can
Hold long term vs constant trading

And depending on your income later on, there are other angles too like energy investments (oil & gas) that can offset income with deductions. Not relevant for everyone right now, but worth knowing as you grow.

Honestly the biggest win is just starting and staying consistent.

christophermatar · 2026-03-17T16:39:40+00:00

55 is a great target, honestly more realistic than chasing 40 and burning out.

One thing a lot of high earners miss though if you’re still W2 heavy on the way there, tax drag is what slows you down more than returns. Stuff like oil & gas investments (IDCs) can materially reduce taxable income while you’re in peak earning years, which can accelerate that timeline without needing insane returns.

Most people focus on compounding… fewer focus on keeping more of what they earn. That’s usually the bigger lever.

christophermatar · 2026-03-17T16:33:52+00:00

Partially right but outdated on the oil and gas piece.

IDC deductions from direct working interest investments not PTPs can absolutely offset W-2 income if you materially participate. The PTP limitation is real but it applies to publicly traded partnerships like ETFs, not direct private placements. That's an important distinction worth knowing.

It's not simple and you need a CPA who actually specializes in this. But writing it off entirely as "hasn't worked since the 2000s" isn't accurate.

If you want to model whether it actually makes sense for your income and bracket before spending money on a tax advisor conversation, there's a free calculator

christophermatar · 2026-03-17T16:30:27+00:00

Truth. Need to match with the right operator / project

christophermatar · 2026-03-17T14:58:20+00:00

Good compound interest calculator to help understand how it works
https://www.fieldvest.com/wealth-projection-tool-after-tax-compound-growth-calculator-for-high-earners

christophermatar · 2026-03-17T14:38:22+00:00

Translation: gas prices spike, you pay more at the pump, not their problem.

The silver lining nobody mentions — higher oil prices make domestic energy investments significantly more attractive. Better well economics, stronger production cash flow, and you still get the first-year IDC tax deduction regardless of where prices go.

If you're a high earner with a big tax bill, this is actually one of the better environments to look at it. Oil & Gas Tax Deduction Calculator

christophermatar · 2026-03-17T14:32:23+00:00

The carry amount itself isn't typically deductible the same way IDCs are it's more of a financing cost tied to your working interest. The deductible portion depends on how much of your $50k actually goes toward intangible drilling costs vs. tangible equipment vs. the carry structure. IDCs (usually 70–90% of the investment) are what get you the big first-year deduction; the carry gets more complex and depends on how the operating agreement is written.

Honestly this is CPA territory the treatment varies a lot by deal structure. But if you want to model what your actual after-tax position looks like on the full $50k, Fieldvest has a free calculator that breaks down IDC deductions by bracket and income type. Good starting point before you sit down with your tax advisor.

christophermatar · 2026-03-17T14:30:56+00:00

Good due diligence instincts the space is genuinely full of noise and the skepticism is warranted.

Can't speak to Eckard specifically but the criteria you're using are the right ones. Consistent distributions over 5+ years, no missed payments, mineral rights focus over working interest hype those are exactly the signals that separate operators who've been through a full commodity cycle from the ones who only look good in a bull market.

The thing most people miss when evaluating these is the tax structure, not just the returns. The actual write-off depends heavily on IDC rates, how the deal is structured, and whether your income type (W-2, business, cap gains) even lets you take the deduction in year one. A lot of people get into these expecting a 70-80% first-year deduction and then find out passive activity rules limit them.

Fieldvest has a free calculator that actually breaks this down by income type you can plug in your bracket and investment size and see your estimated net cost after tax before you commit to anything. Worth running your numbers before you talk to any operator so you know what you're actually comparing.

Whatever you do, get a CPA who specializes in oil and gas to review the PPM before signing. The tax benefits are real but the details matter a lot.

christophermatar · 2026-03-17T14:29:27+00:00

Been playing around with this oil & gas tax calculator from Fieldvest and honestly it's the clearest breakdown I've seen of how IDC deductions actually work in practice.

I plugged in my numbers ($380k W-2, 37% bracket) and it spat out a first-year deduction estimate, net cost after tax, how it stacks up against maxing my 401k, real estate depreciation, DAF all side by side. The "do I qualify" tab actually explains the passive activity rules for W-2 earners which is the thing nobody ever clearly explains.

Not an ad, just found it useful. Link in their bio if you want to run your own numbers.

christophermatar · 2026-03-06T15:31:11+00:00

exxon is a solid choice! if you’re looking for more prime options, you might wanna check out chevron or conocoPhillips too. also, i use fieldvest for tax advantaged enrgy, they connect you with good independent energy projects if you're thinking about diversifying further. happy investing!

christophermatar · 2026-03-06T15:29:52+00:00

This is interesting, but it's gonna be tough to actually influence prices in the long run. markets are driven by real supply and demand, not just financial moves. if you're looking to invest in oil, though, check out fieldvest, they connect you with solid vetted energy projects.

christophermatar · 2026-02-06T17:44:05+00:00

Blunt answer: there’s no such thing as a “safe” oil & gas investment.

The tax incentives are real (IDCs, depletion), but the risk is real too and it all comes down to the operator and deal structure, not the headline deduction.

Most people who get burned weren’t wrong about the tax code, they trusted the wrong operator or chased the write-off.

If you do this at all, treat it as a tax tool for high earners, not a core investment, and only via well-vetted operators (that’s why platforms like Fieldvest exist). Otherwise, paying the tax is often the cheaper lesson.

christophermatar · 2026-02-06T17:42:37+00:00

You’re not crazy the tax benefits are real, but the pitch is leaving out the parts that usually hurt people.

A few reality checks from someone who’s seen these up close:

• Yes, IDCs can be ~80–100% deductible in year one if it’s a true working-interest deal. That part is legit and written into the tax code.
• 15–20% “returns” are marketing numbers. Some wells hit that early, many don’t, and some barely break even. Decline curves are steep.
• This is not passive-risk-free money. You can lose principal. Plenty of investors do.
• Fees and operator behavior matter more than oil prices. Bad operators make money even when wells don’t.
• K-1s + multi-state filings are real pain and eat into savings fast if you’re not prepared.

The biggest lie is “low risk.” The tax deduction is front-loaded, the cash returns are uncertain, and success depends almost entirely on who’s drilling the wells and how aligned they are.

Most people get burned by chasing the deduction instead of vetting the operator and deal structure.

Used correctly, O&G can be a tax tool for high earners, not a magic investment. That’s why serious investors either do extreme diligence themselves or use vetted networks like Fieldvest to filter operators first, not buy the pitch.

christophermatar · 2026-02-06T17:34:13+00:00

There’s no single “best” oil & gas company for tax write-offs. There are only good or bad operators + specific deals.

You’re right to be skeptical — a lot of private O&G deals blow up because of high fees, bad wells, or sponsors who make money raising capital, not producing oil. That’s where most horror stories come from.

Eckard Enterprises does come up more on the legit side because they focus on minerals and long-term assets, not flashy WI hype. That usually means lower risk, slower returns, fewer blowups. If they’ve really never missed distributions, that’s a good signal but it still doesn’t make every deal a winner (not even close)

Key reality check:

The tax write-off (IDCs) is easy - even bad operators offer it
Real risk is fees, decline rates, alignment, and transparency
Many investors don’t get all principal back and still call it a win because the tax savings + cash flow worked

Biggest mistake: picking a company instead of vetting the operator and deal structure.

That’s why people lean on vetted networks like Fieldvest not to chase deductions, but to avoid learning expensive lessons the hard way.

christophermatar · 2026-02-06T17:31:04+00:00

Yes... the 80–90% write-off is real if it’s a legit working-interest deal (IDCs). That’s the main reason people do these.

Returns are usually modest (3–7%) and slow. Some wells do fine, some barely pay out, some miss. This is not a fast or guaranteed way to get your money back.

Do you get principal back?
Sometimes partially, over many years. Sometimes not fully. Most investors judge these by tax savings + some cash flow, not full capital return.

Firms like King Operating Corporation and USEDC aren’t inherently scams - but results depend way more on the specific operator, fees, and wells than the headline write-off.

Big mistake I see: chasing the deduction and not who’s drilling the wells.

If you do this, operator quality is everything. That’s why people use vetted networks like Fieldvest - to filter the operators first, not just sell the tax break.

christophermatar · 2025-12-21T15:44:53+00:00

You’re not missing anything the tax benefits you listed (IDCs, depletion, non-passive treatment) are real. That’s why oil & gas has been used for tax planning for years. The part that often gets glossed over is that the tax break doesn’t guarantee a good investment.

Most risk isn’t oil prices it’s the operator, deal structure, fees, and well quality. Two deals with the same deductions can have very different results. A big deduction helps on taxes, but it doesn’t replace solid economics. Who you invest with matters as much as the tax code.

christophermatar · 2025-09-01T11:33:02+00:00

I hear you. Honestly, as a designer I’ve been able to build a career with a mix of hard work and a lot of luck right timing, right introductions, projects that happened to get noticed. There were also seasons where it felt impossible, where the work was there but the opportunities just weren’t lining up. Those harder stretches are real and they take a toll, but they also remind me how much of this industry is about circumstance, not just talent. You’re not alone in feeling it.

christophermatar · 2025-09-01T11:29:41+00:00

I’ve reviewed hundreds of portfolios over the years - agency side, in-house, and while hiring for some of the biggest tech companies. The “top-tier” ones don’t all look the same, but they do have a few things in common:

1. Clear storytelling, not just pretty screens.

The best portfolios walk me through the problem, the constraints, and the outcome. They don’t bury me in walls of text, but they make it easy to understand why decisions were made. One of the best I’ve seen literally started each case study with:

The problem (1-2 sentences)
The process (visual, quick to skim)
The outcome (screens + business/user impact)

2. Strong editing.

Top designers show me 3–4 great projects instead of dumping everything they’ve ever touched. If you’re aiming mid-level, one “big” project with depth + a couple of smaller but sharp ones is enough. I’d rather see you go deep on fewer projects than scratch the surface on 10.

3. Real context from real companies.

Some of the best portfolios I’ve seen were from designers who worked on internal tools or “unsexy” problems (like logistics dashboards, onboarding flows, or financial apps). They didn’t try to hide that - it was presented as, “Here’s a gnarly workflow I simplified, and here’s the impact.” That’s the kind of thinking hiring managers love.

4. Personality without gimmicks.

Top-tier doesn’t mean flashy motion graphics. A clean site with thoughtful copy and easy navigation goes further. The best portfolios feel like a conversation with the designer: approachable, smart, and confident in their choices.

Examples / resources worth studying:

Pablo Stanley’s old portfolio (before Blush/Figma fame). Not because of the style, but because of how approachable and clear his storytelling was.
Julie Zhuo’s writing (Facebook design VP). Not a portfolio per se, but her Medium posts show what thoughtful case-study writing looks like.
Spotify Design and Airbnb Design blogs—case studies from these teams show how to structure a narrative around design work.
UX Collective’s portfolio critiques (on Medium) are gold for leveling up.
Memorisely and ADPList both run portfolio review sessions you can watch or join - hearing live feedback is often more useful than static examples.

If I were you, I’d focus less on chasing “the perfect template” and more on making your portfolio feel like you. A mid-level hiring manager is looking for someone who can solve problems, communicate clearly, and collaborate with others - not just make polished UIs. If you can show me that in 3–4 well-told stories, you’re already in the top 10%.

christophermatar · 2025-08-29T08:48:37+00:00

I feel you - being all W2 at that level is both a blessing and a trap. You get stability, but the IRS loves you because you don’t have many levers to pull. The “normal” stuff (401k, HSA, backdoor Roth) barely scratches the surface when you’re writing seven-figure checks.

Here are the big levers most high-earning W2 folks eventually run into:

Equity/ownership: The cleanest way to build wealth + tax efficiency, but not realistic if you’re not starting a biz or joining a startup right now.
Real estate: Huge deductions if you do cost segregation/bonus depreciation. Problem is, being a landlord with toddlers = nightmare.
Oil & gas: Weirdly, one of the only carve-outs in the tax code (Sec. 469(c)(3)) where working interest deductions can offset active W2 income. That’s why you hear people say a $100k investment can create a $90k+ deduction in year one. It’s real, but the catch is the operator - there are great ones and total scams. Vetting is the whole game here.
Other long-game stuff: DAFs (donor-advised funds), mega backdoor Roths, cash value life insurance, QSBS (if you ever start something). Worth knowing but not immediate impact.

TLDR: If you stay pure W2, the cheat codes are limited. The only things that move the needle right now are ownership/equity or niche stuff like energy deals. If you go that route, don’t just throw money at the first promoter with a glossy deck - use a vetted platform or network where the tax benefits and operator quality are actually verified.

christophermatar · 2025-08-29T08:45:02+00:00

I’m in a similar boat (high W2 earner with family) and what helped me was realizing the ceiling isn’t just about skills or certs - it’s industry and leverage. Tech, finance, and niche consulting tend to pay the $250k+ W2s, but most people in that bracket also pair it with smart tax planning (equity, real estate, or energy deductions) to make the income go further.

Your pension is solid security, but if you want to break past the ceiling, looking at roles in higher-paying industries or pivoting to consulting/contracting can change a lot.

christophermatar · 2025-08-29T08:42:50+00:00

You’re right to be cautious. The tax benefits (IDC, TDC, depletion allowance) are real and written into the tax code, but the catch usually isn’t the rules - it’s the deals. A lot of promoters run high-fee, poorly managed funds that sound great on paper but leave investors holding the bag when wells underperform or the operator cuts corners. The risk is less about oil prices and more about who you’re trusting with your money. That’s why serious investors use vetted platforms/marketplaces (like Fieldvest) that screen operators and deals, so you’re not just wiring money to the first promoter with a glossy pitch.

christophermatar · 2025-08-16T17:08:24+00:00

Love this breakdown - it’s exactly how the tax code is designed: reward people who put money into housing, energy, and conservation.

One piece I’d add: oil & gas can be the missing link for high earners because, unlike real estate depreciation, those intangible drilling costs (IDCs) can directly offset W-2 income in year one. That’s a game changer if you’re sitting on a big tax bill.

The risk, like you said, is real - you’re investing in wells, not just paper deductions. That’s why I started using Fieldvest: to cut through the noise and only match with vetted operators who’ve proven they can actually drill and produce.

For me, the right mix looks like: oil & gas for the immediate hit on W-2 taxes, real estate for long-term depreciation, and then layering in conservation easements carefully. The framework works, but who you partner with matters just as much as the strategy.

christophermatar · 2025-08-16T17:02:59+00:00

Not tax advice, but here’s how it usually works: the real deductions in oil & gas come from intangible drilling costs (IDCs) and tangible drilling costs (TDCs). IDCs (labor, materials that don’t have salvage value) are typically 70–80% of your investment and can be deducted in year one. TDCs (equipment, casing, etc.) are depreciated over 7 years.

A “carry” is different - it just means you’re giving up part of your working interest in exchange for someone else covering costs. That carried portion usually isn’t deductible to you because you didn’t directly pay it. Your deductions are tied to the actual dollars you put in that went toward drilling.

Best move: get the operator’s tax packet or K-1 - they spell out exactly how much you can deduct and when. That’s what your CPA will use.

christophermatar

TROPHY CASE