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Coinbase CEO Brian Armstrong says AI is completely rebuilding the company.
- Developers at Coinbase now ship 2ร more code than a year ago with AI.
- Best AI-enabled engineers are producing around 100 pull requests per week, compared to roughly 8 for the average developer.
- Traditional teams of 10 people are shrinking to 2-4 people, and in some cases just one human working alongside 10 AI agents.
- Coinbase estimates it already has the equivalent of 1,200 full-time AI agents collaborating with employees by writing code, creating designs, and assisting inside Slack.
- Armstrong says open-weight models are only about 3-6 months behind frontier models, yet are up to 99% cheaper to run. He predicts that within 12-18 months, around 80% of Coinbase's AI workloads will use these low-cost models, while only the most demanding 20% will rely on frontier models.
- The company is building a recursive self-improvement loop: AI collects thousands of customer requests, prioritizes them, writes the code, and humans simply review and approve the changes.
- Armstrong believes the future isn't one AI assistant, but one AI orchestrating hundreds or thousands of specialized AI agents that can buy services, complete work, and even manage money on your behalf.
- He argues this new agentic economy will require a completely new financial system where AI agents can own accounts and make tiny, frequent autonomous payments.
Future won't be powered by a handful of expensive AI models. It will be powered by millions of low-cost AI agents working together.
- Developers at Coinbase now ship 2ร more code than a year ago with AI.
- Best AI-enabled engineers are producing around 100 pull requests per week, compared to roughly 8 for the average developer.
- Traditional teams of 10 people are shrinking to 2-4 people, and in some cases just one human working alongside 10 AI agents.
- Coinbase estimates it already has the equivalent of 1,200 full-time AI agents collaborating with employees by writing code, creating designs, and assisting inside Slack.
- Armstrong says open-weight models are only about 3-6 months behind frontier models, yet are up to 99% cheaper to run. He predicts that within 12-18 months, around 80% of Coinbase's AI workloads will use these low-cost models, while only the most demanding 20% will rely on frontier models.
- The company is building a recursive self-improvement loop: AI collects thousands of customer requests, prioritizes them, writes the code, and humans simply review and approve the changes.
- Armstrong believes the future isn't one AI assistant, but one AI orchestrating hundreds or thousands of specialized AI agents that can buy services, complete work, and even manage money on your behalf.
- He argues this new agentic economy will require a completely new financial system where AI agents can own accounts and make tiny, frequent autonomous payments.
Future won't be powered by a handful of expensive AI models. It will be powered by millions of low-cost AI agents working together.
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Developers vs Testers
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Time doesnโt change people - it reveals them.
๐ฟ1
๐จ๐ญ Global One SI - Prompt
The sound ๐ถ of scamming ๐
Listen this carefully,
RUMORS created by LIARS, spread by IDIOTS and believed by FOOLS.
RUMORS created by LIARS, spread by IDIOTS and believed by FOOLS.
๐ฅ1
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Ex-Wall Street Banker:
"it's an industry that rewards psychopaths, and it's an industry that psychopaths thrive in."
Every junior analyst dreams of the lifestyle: the six-figure bonuses, the glamour, and the prestige. But behind closed doors, the reality is far more grotesque.
A former investment banker just exposed what really happens behind the scenes: from multi-million dollar insider trading rings disguised as "rumors" to absolute moral degradation, drug bings, and secret underground parties for elites.
It is the real, unglamorous version of "The Big Short" and "Wolf of Wall Street", explained by someone who spent 12 years playing for the team that didn't give a shit about anything except quarterly earnings.
"it's an industry that rewards psychopaths, and it's an industry that psychopaths thrive in."
Every junior analyst dreams of the lifestyle: the six-figure bonuses, the glamour, and the prestige. But behind closed doors, the reality is far more grotesque.
A former investment banker just exposed what really happens behind the scenes: from multi-million dollar insider trading rings disguised as "rumors" to absolute moral degradation, drug bings, and secret underground parties for elites.
It is the real, unglamorous version of "The Big Short" and "Wolf of Wall Street", explained by someone who spent 12 years playing for the team that didn't give a shit about anything except quarterly earnings.
๐1
GPT-5.6 Sol is running on Cerebras at up to 750 tokens/sec, beats Fable 5 on TerminalBench, and still comes in at roughly half the cost.
GPT-5.6 Sol is faster, cheaper, and smarter.
How can Anthropic even compete?
GPT-5.6 Sol is faster, cheaper, and smarter.
How can Anthropic even compete?
๐1
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The moment you realized you're now where you dreamed to be years ago.
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Suspicious amount of money
Underground connections
Mysterious identities
Multiple passports
All black suits
Small circle
Private life
Underground connections
Mysterious identities
Multiple passports
All black suits
Small circle
Private life
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Everyone: "Study AI & ML, it pays so well"
Me after trying to understand the math behind it
Me after trying to understand the math behind it
๐จ๐ญ Global One SI - Prompt
Photo
I think China winning the AI race is way more plausible than people want to admit.
They have talent, scale, urgency, and far fewer regulations.
What odds would you give China right now?
They have talent, scale, urgency, and far fewer regulations.
What odds would you give China right now?
๐จ๐ญ Global One SI - Prompt
$WULF/USD H2 #Indicator #Signal #Trading #GlobalOneAI
TeraWulf $WULF signs a landmark 20 year AI infrastructure lease with Anthropic at the Justified Data campus in Kentucky.
The mega deal secures roughly $19B in contracted revenue to power a 401 MW critical IT load.
The mega deal secures roughly $19B in contracted revenue to power a 401 MW critical IT load.
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People: "he's successful because he's luckyโ
The luck:
The luck:
๐จ๐ญ Global One SI - Prompt
My favorite is still this little guy: 2x RTX 5090 with 64 GB of VRAM. Just the perfect Personal AI Computer ๐ธ๐งต github.com/autonomous-ai/autonomous-computer
EVO-X3 is officially live.
A compact local AI workstation powered by AMD Ryzenโข AI Max+ 395, with GMKtec Claw, Qwen3 235B local support, and OCuLink eGPU expansion.
128GB + 2TB๏ผ$3,600
128GB + 4TB๏ผ$3,849
Launch Bonus: free 3-month Z.AI membership for orders placed July 6โ15.
Shop: gmktec.com/products/gmktec-evo-x3-ai-mini-pc-amd-ryzen-ai-max-395
#GMKtecEVOX3 #LocalAI #MiniPCGaming #GMKClaw
A compact local AI workstation powered by AMD Ryzenโข AI Max+ 395, with GMKtec Claw, Qwen3 235B local support, and OCuLink eGPU expansion.
128GB + 2TB๏ผ$3,600
128GB + 4TB๏ผ$3,849
Launch Bonus: free 3-month Z.AI membership for orders placed July 6โ15.
Shop: gmktec.com/products/gmktec-evo-x3-ai-mini-pc-amd-ryzen-ai-max-395
#GMKtecEVOX3 #LocalAI #MiniPCGaming #GMKClaw
๐จ๐ญ Global One SI - Prompt
Me and bros crafting up the perfect strategy to beat the market and escape the matrix
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Shepherd is a runtime substrate for agent work that needs inspection, reversibility, and supervision. It records agent runs as durable, inspectable execution traces, with retained workspace outputs that can be reviewed before they are selected, released, or discarded.
github.com/shepherd-agents/shepherd
github.com/shepherd-agents/shepherd
โ1
๐จ๐ญ Global One SI - Prompt
$IREN/USD H2 #Indicator #Signal #Trading #GlobalOneAI Globalone.ch #Prompt #AI
$IREN AI Data Center Powerhouse Breaks Out on Massive Momentum
IREN Ltd is surging as the market rewards its aggressive pivot to next-generation AI cloud infrastructure, backed by landmark contracts and renewable-powered expansion.
The Pure Technicals:
โ Strong breakout above key resistance with conviction volume on the daily
โ Clean bounce off the lower Fonsie Channel boundary after a healthy retrace
โ Price reclaiming the 200-day MA with expanding green structure
โ Bullish candle closing near highs, signaling continuation potential
Price Levels:
Target 1: $52โ$55 (next Fonsie Channel resistance)
Target 2: $65โ$70 (prior highs + extension)
Support: $40 (key), $37.50 (major)
Quick DD:
โข Multi-billion AI Cloud contracts with Microsoft ($9.7B), NVIDIA, and Dell โ ~84% of 2026 ARR target already secured.
โข 5 GW secured power pipeline and strategic European expansion via Ingenostrum acquisition for scalable GPU infrastructure.
โข 100% renewable energy model provides a competitive edge in the sustainability-driven AI data center boom.
โข Strong balance sheet and financing secured to fuel aggressive build-out in high-demand compute capacity.
This is institutional-grade rotation into proven AI infrastructure plays with real contracted revenue visibility. The chart is confirming what the fundamentals have been building.
Culture is Capital. The U-turn is complete.
IREN Ltd is surging as the market rewards its aggressive pivot to next-generation AI cloud infrastructure, backed by landmark contracts and renewable-powered expansion.
The Pure Technicals:
โ Strong breakout above key resistance with conviction volume on the daily
โ Clean bounce off the lower Fonsie Channel boundary after a healthy retrace
โ Price reclaiming the 200-day MA with expanding green structure
โ Bullish candle closing near highs, signaling continuation potential
Price Levels:
Target 1: $52โ$55 (next Fonsie Channel resistance)
Target 2: $65โ$70 (prior highs + extension)
Support: $40 (key), $37.50 (major)
Quick DD:
โข Multi-billion AI Cloud contracts with Microsoft ($9.7B), NVIDIA, and Dell โ ~84% of 2026 ARR target already secured.
โข 5 GW secured power pipeline and strategic European expansion via Ingenostrum acquisition for scalable GPU infrastructure.
โข 100% renewable energy model provides a competitive edge in the sustainability-driven AI data center boom.
โข Strong balance sheet and financing secured to fuel aggressive build-out in high-demand compute capacity.
This is institutional-grade rotation into proven AI infrastructure plays with real contracted revenue visibility. The chart is confirming what the fundamentals have been building.
Culture is Capital. The U-turn is complete.
๐จ๐ญ Global One SI - Prompt
How to prompt Opus 4.8 in Claude Code for maximum power (advice from Anthropic themselves)
Before Fable 5 leaves subscription plans, you NEED to do this.
Run this prompt inside Fable, attach your old Opus 4.8 skills, and have Fable optimise them.
This guarantees that your old Claude skills give the best possible output once Fable is gone.
Run this prompt inside Fable, attach your old Opus 4.8 skills, and have Fable optimise them.
This guarantees that your old Claude skills give the best possible output once Fable is gone.
โ1
Eni just bought into a Chilean lithium project and broke ground on an Italian battery gigafactory.
It's building the full vertical chain: lithium mine to battery cell to grid storage.
$225 million into Chile and 16 GWh/year target in Italy. ๐จ๐ฑ๐ฎ๐นโก
The Chilean piece:
Eni is acquiring 25% of Black Giant SpA EnergyX's lithium project near Salar de Punta Negra in northern Chile for a phased $225 million investment.
Target production: 52.5 kton/year of lithium carbonate equivalent (LCE).
Phase 1 (Train 1): 7.5 kton/year, start-up 2028.
Phase 2: +45 kton/year additional, start-up 2030.
Eni gets a board seat and rights to purchase up to 25% of total LCE production direct feedstock for its own battery operations.
The Italian piece:
Eni Storage Systems broke ground on a battery gigafactory in Brindisi LFP (lithium iron phosphate) cells, modules and full BESS assembly, built on a former Versalis chemical site.
Partners: Seri Industrial (FIB).
Capacity: 16 GWh/year by 2030 (Brindisi + Teverola combined) more than 10% of European BESS market.
European BESS demand forecast: 36 GWh (2025) โ 138 GWh (2030).
The market Eni is targeting is growing nearly 4x in 5 years.
Eni is is building an integrated industrial chain from raw material to end product inside Europe, with its own feedstock secured in South America.
The same company restructuring for "back to barrels" in oil and gas is simultaneously constructing a battery supply chain from scratch. ๐
It's building the full vertical chain: lithium mine to battery cell to grid storage.
$225 million into Chile and 16 GWh/year target in Italy. ๐จ๐ฑ๐ฎ๐นโก
The Chilean piece:
Eni is acquiring 25% of Black Giant SpA EnergyX's lithium project near Salar de Punta Negra in northern Chile for a phased $225 million investment.
Target production: 52.5 kton/year of lithium carbonate equivalent (LCE).
Phase 1 (Train 1): 7.5 kton/year, start-up 2028.
Phase 2: +45 kton/year additional, start-up 2030.
Eni gets a board seat and rights to purchase up to 25% of total LCE production direct feedstock for its own battery operations.
The Italian piece:
Eni Storage Systems broke ground on a battery gigafactory in Brindisi LFP (lithium iron phosphate) cells, modules and full BESS assembly, built on a former Versalis chemical site.
Partners: Seri Industrial (FIB).
Capacity: 16 GWh/year by 2030 (Brindisi + Teverola combined) more than 10% of European BESS market.
European BESS demand forecast: 36 GWh (2025) โ 138 GWh (2030).
The market Eni is targeting is growing nearly 4x in 5 years.
Eni is is building an integrated industrial chain from raw material to end product inside Europe, with its own feedstock secured in South America.
The same company restructuring for "back to barrels" in oil and gas is simultaneously constructing a battery supply chain from scratch. ๐