Doug

Building local AI systems & tracking macro data pipelines. Smarter tech without the cloud cost. Exploring local inference, data forensics, & system automation.

[Doug @dougtwit10]

Holographic Skies April 2019
https://t.co/klKNKTZJ2O

[Doug @dougtwit10]

@AnatoliKopadze Who can afford this? You do a couple of things with opus 5 and you burn your alloted usage.. and have to wait another 5 hours….opus gets caught up in mcp hell and you get nothing but a fat bill.

[Doug @dougtwit10]

@ConservBrief CB = Click bait😁

[Doug @dougtwit10]

This framework bridges the gap between local development and seamless execution.

Are you running your AI workflows locally or relying on cloud APIs? Drop your stack below.

[Doug @dougtwit10]

🚨 LOCAL AI STACK 2026

Running open-source LLMs used to mean sacrificing speed or melting hardware. Not anymore.

Here is the exact stack optimized for local inference without the enterprise price tag.

A step-by-step breakdown 👇

[Doug @dougtwit10]

The mistake most developers make:

Trying to push massive 70B models on basic setups, causing terrible tokens/sec.

The fix:
Stick to highly quantized 8B or 14B models. They run flawlessly and handle 90% of tasks.

[Doug @dougtwit10]

@Truthbeusnow I hope him and everyone there is Ok… I wonder what prompted it?

[Doug @dougtwit10]

@Truthbeusnow That’s crazy!

[Doug @dougtwit10]

@Truthbeusnow Can’t wait to watch this one, I need to brush up on Enki and the Sumerian saga’s!

[Doug @dougtwit10]

@Truthbeusnow WoW that was interesting!

[Doug @Truthbeusnow]

🚨🔥 𝐓𝐑𝐔𝐓𝐇 𝐁𝐎𝐌𝐁 DROPPING 🔥🚨
Former OpenAI Exec in The New Yorker drops the red pill:
“The truth is, we’re building 𝐏𝐎𝐑𝐓𝐀𝐋𝐒 from which we’re genuinely summoning 𝐀𝐋𝐈𝐄𝐍𝐒… The portals currently exist in the US and China, and Sam has added one in the Middle East… It’s the most reckless thing that has been done.”
These “portals” = Stargate’s global AI data-center grid — now live and expanding.
BPEarthWatch just released “The Ancient Intelligence Files Part 2” TODAY — connecting CERN’s LHC as a massive portal induction coil, ancient crystal semiconductors from Skinwalker Ranch, Starlink as the planetary neural net, and a major alignment/event window opening June 29, 2026.
👀 NOT asking you to believe — just WATCH and DECIDE for yourself:
🔗 https://t.co/8Ov8tRTr22
What’s REALLY being summoned through these portals? ⚡🌀👽
#Stargate #Portals #CERN #AncientIntelligence #BPEarthWatch #OpenAI #TruthBeUsNow

[Doug @Truthbeusnow]

Is it true?

[Doug @Truthbeusnow]

💳 THE CBDC DIGITAL PRISON IS BEING LOADED — APRIL 2026 While everyone fights over Bitcoin ETFs, the Fed & globalists are quietly building the programmable money system 🐋 Spend on the “wrong” things (guns, red meat, wrong opinions)? Your money gets frozen or expires. UBI only works if you obey the score. Fringe insiders say pilot programs are already live in several states. This is the endgame of the cashless society they’ve been pushing for decades.
Are you stacking real Bitcoin & hard assets… or will you be trapped in their programmable CBDC slave grid? What’s your exit strategy? 👇 #CBDC #DigitalPrison #DigitalReset #TruthBeUsNow

[Doug @Truthbeusnow]

🌐 UBI + SOCIAL CREDIT = THE FULL BEAST SYSTEM FUSION AI wipes out millions of jobs → Government offers “Universal Basic Income” 🐋 But here’s the fringe truth they’re not saying out loud: it will be tied to your digital behavior score. Post the wrong thing, miss the jab, eat the wrong food — UBI gets slashed or cut off completely. This is China’s system coming to America, wrapped in “compassion.” The data centers being built right now are the backbone.
Do you see UBI as a safety net… or the ultimate digital leash? Would you accept money that controls your life? Speak freely below 👇 #UBI #SocialCredit #BeastSystem #DigitalReset #TruthBeUsNow

[Doug @Truthbeusnow]

🏙️ 15-MINUTE CITIES ARE THE NEW DIGITAL RESERVATION ZONES They’re rolling them out under “sustainability” while building the AI surveillance grid 🐋 Leave your zone without permission? Carbon score drops. Digital ID required for everything. This is the physical version of the social credit + CBDC cage. Fringe communities have been warning about this for years — now the pilot programs are expanding fast in 2026.
Do you see 15-minute cities as convenient living… or open-air digital prisons designed to trap you? Would you live in one? Speak your truth 👇 #15MinuteCities #DigitalID #DigitalReset #TruthBeUsNow

[Doug @Truthbeusnow]

🏦 HERE’S HOW THE GREAT TAKING ACTUALLY WORKS DTCC owns almost all shares in “street name.” Brokers can rehypothecate your assets 10x over. When the music stops, the banks take first. You’re last in line. Crypto isn’t fully safe either if it’s on exchanges or tied to custodians. They’ve already tested this in small crashes.
The trap is set.
3/4 👇 #TheGreatTaking #BankingReset #TruthBeUsNow

[Doug @Truthbeusnow]

🔥 2026 TIMELINE — THEY’RE COUNTING ON THE CRASH AI bubble popping + massive sovereign debt + geopolitical war = perfect storm. When it hits, The Great Taking activates. Millions will wake up broke overnight while the elite scoop up real assets for pennies. This is the final wealth transfer they’ve been engineering.
Last one 👇 #GreatReset #2026Crash #TruthBeUsNow

[Doug @dougtwit10]

@Truthbeusnow Stack