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a developer posted his Claude Code bill on Reddit: $170 in 10 days. someone replied: "I bought a Mac Mini M4. Haven't paid Anthropic since." most people scrolled past that reply. the dev community didn't. Apple Stores ran out of Mac Minis the next month. not from launch hype...

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dunik

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199,995 Aufrufe • vor 1 Monat •via X (Twitter)

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HAO WANG BUILT AN AI SERVER FARM OUT OF 100 MAC MINIS. ONE $599 BOX KILLS A $200/MONTH CLAUDE CODE BILL FOR $3 IN ELECTRICITY a developer posted his $170 claude code bill from 10 days on reddit. someone replied "i bought a mac mini m4. haven't paid anthropic since" the m4 chip has 120 gb/s memory bandwidth and unified memory. a $599 mac mini runs ai faster than a $1,500 windows pc with a discrete gpu ollama now supports the anthropic messages api. claude code connects to your local mac mini with one environment variable. zero api costs, same interface a heavy developer pays $459 a month across claude code, chatgpt pro, gemini, cursor and copilot. the mac mini pays off in 3 months and runs on $3 after that uber rolled out claude code to 5,000 engineers and burned $3.4 billion in 4 months. the people who own the hardware in 2026 will look very far ahead in 2028 bookmark this and read the article below
0:20

HAO WANG BUILT AN AI SERVER FARM OUT OF 100 MAC MINIS. ONE $599 BOX KILLS A $200/MONTH CLAUDE CODE BILL FOR $3 IN ELECTRICITY a developer posted his $170 claude code bill from 10 days on reddit. someone replied "i bought a mac mini m4. haven't paid anthropic since" the m4 chip has 120 gb/s memory bandwidth and unified memory. a $599 mac mini runs ai faster than a $1,500 windows pc with a discrete gpu ollama now supports the anthropic messages api. claude code connects to your local mac mini with one environment variable. zero api costs, same interface a heavy developer pays $459 a month across claude code, chatgpt pro, gemini, cursor and copilot. the mac mini pays off in 3 months and runs on $3 after that uber rolled out claude code to 5,000 engineers and burned $3.4 billion in 4 months. the people who own the hardware in 2026 will look very far ahead in 2028 bookmark this and read the article below

starmex

50,610 Aufrufe • vor 1 Monat

$4,800/year subscription stack vs $599 hardware Mac Mini M4 + Ollama + Claude Code Apple Stores ran out of Mac Minis. not because of marketing. because developers figured out the math. one env var redirects Claude Code to your $599 box: ANTHROPIC_BASE_URL= same workflow. $3/month in electricity. forever. the smart play isn't all-local or all-cloud. it's hybrid: / Mac Mini ($599) handles 80% coding, drafts, RAG, agent loops / one $20/month subscription covers the 20% that needs frontier reasoning / total monthly: $23 instead of $459 / annual savings: $5,232 ClaudeKit EngineerKit is $99 one-time if you want consistent output ( Apple positioned Mac Mini as "the most popular Mac ever." developers turned it into the cheapest AI server on earth. full setup guide in the article below
0:26

$4,800/year subscription stack vs $599 hardware Mac Mini M4 + Ollama + Claude Code Apple Stores ran out of Mac Minis. not because of marketing. because developers figured out the math. one env var redirects Claude Code to your $599 box: ANTHROPIC_BASE_URL= same workflow. $3/month in electricity. forever. the smart play isn't all-local or all-cloud. it's hybrid: / Mac Mini ($599) handles 80% coding, drafts, RAG, agent loops / one $20/month subscription covers the 20% that needs frontier reasoning / total monthly: $23 instead of $459 / annual savings: $5,232 ClaudeKit EngineerKit is $99 one-time if you want consistent output ( Apple positioned Mac Mini as "the most popular Mac ever." developers turned it into the cheapest AI server on earth. full setup guide in the article below

Madni Aghadi

282,775 Aufrufe • vor 26 Tagen

THIS GUY STACKED MAC MINIS TO RUN AI LOCALLY AND IT CODES FOR FREE no API. no subscription. no cloud. what he's running: - EXO across multiple Mac Minis - Qwen 2.5 Coder 7B locally - Zed editor connected to the model - GPU usage visible in real time the math: - Mac Mini M4: $599 one-time - electricity: $3/month - API costs: $0 vs $459/month in subscriptions if you want Claude Code to run at this level ClaudeKit gives it the structure to do that ( full breakdown in the article below
0:55

THIS GUY STACKED MAC MINIS TO RUN AI LOCALLY AND IT CODES FOR FREE no API. no subscription. no cloud. what he's running: - EXO across multiple Mac Minis - Qwen 2.5 Coder 7B locally - Zed editor connected to the model - GPU usage visible in real time the math: - Mac Mini M4: $599 one-time - electricity: $3/month - API costs: $0 vs $459/month in subscriptions if you want Claude Code to run at this level ClaudeKit gives it the structure to do that ( full breakdown in the article below

Madni Aghadi

26,421 Aufrufe • vor 18 Tagen

A $1,800 MINI PC ON YOUR DESK JUST MADE $5,040 A YEAR IN AI SUBSCRIPTIONS POINTLESS Claude Code Max, ChatGPT Pro, Cursor. That's $420 a month just to keep the workflow alive. A GMKtec mini PC with 128GB of unified memory runs the same stack locally for a one time cost. Ollama, Linux, local endpoints, Claude Code pointed at your own machine. Every prompt stays on your desk. Nothing touches the cloud.
8:33

A $1,800 MINI PC ON YOUR DESK JUST MADE $5,040 A YEAR IN AI SUBSCRIPTIONS POINTLESS Claude Code Max, ChatGPT Pro, Cursor. That's $420 a month just to keep the workflow alive. A GMKtec mini PC with 128GB of unified memory runs the same stack locally for a one time cost. Ollama, Linux, local endpoints, Claude Code pointed at your own machine. Every prompt stays on your desk. Nothing touches the cloud.

0xMarioNawfal

50,730 Aufrufe • vor 23 Tagen

MAC MINI + IPAD + CLAUDE OPUS 4.8 = THE MOST UNDERRATED SETUP OF 2026 > $600 Mac Mini M4 in the closet. no monitor. autonomous agents running 24/7 > reviewing code, managing files, handling workflows while you sleep > you wake up, open the iPad, connect to the full desktop, see what got done coffee shop. lid open. check on the agents. nudge one. close it. your AI keeps working > Mac Mini M4: $600 > Claude: $20/month > iPad you already own this is a remote AI office that fits in a shoebox demo below. Claude skills that run on this setup are in the article above
1:00

MAC MINI + IPAD + CLAUDE OPUS 4.8 = THE MOST UNDERRATED SETUP OF 2026 > $600 Mac Mini M4 in the closet. no monitor. autonomous agents running 24/7 > reviewing code, managing files, handling workflows while you sleep > you wake up, open the iPad, connect to the full desktop, see what got done coffee shop. lid open. check on the agents. nudge one. close it. your AI keeps working > Mac Mini M4: $600 > Claude: $20/month > iPad you already own this is a remote AI office that fits in a shoebox demo below. Claude skills that run on this setup are in the article above

Mr. Buzzoni

47,978 Aufrufe • vor 1 Monat

A GIRL BOUGHT A $599 APPLE BOX AND CUT HER AI COSTS FROM $459/MONTH TO $23/MONTH. THE MAC MINI M4 IS QUIETLY BECOMING THE CHEAPEST AI SETUP IN 2026 she didn’t buy it because it looked nice on her desk. she bought it because paying for claude, chatgpt, cursor and api usage every month was getting ridiculous the setup is simple. mac mini m4, ollama, open webui, and local models like qwen, deepseek and llama. for most daily work, that’s enough to write, code, summarize, search notes, and run private workflows without sending everything to the cloud that’s why the math looks so good. a heavy ai stack can hit $459 a month, or $5,508 a year. the mac mini starts at $599 and uses around $3 a month in electricity. if it handles even 70 to 80% of the workload, it pays for itself fast install ollama, point your tools to localhost, and the workflow changes immediately. no token stress, no rate limits, no wondering where your files are going you still keep one cloud model for the hardest tasks but once a small box on your desk does most of the work, paying full price for everything starts to feel stupid
0:23

A GIRL BOUGHT A $599 APPLE BOX AND CUT HER AI COSTS FROM $459/MONTH TO $23/MONTH. THE MAC MINI M4 IS QUIETLY BECOMING THE CHEAPEST AI SETUP IN 2026 she didn’t buy it because it looked nice on her desk. she bought it because paying for claude, chatgpt, cursor and api usage every month was getting ridiculous the setup is simple. mac mini m4, ollama, open webui, and local models like qwen, deepseek and llama. for most daily work, that’s enough to write, code, summarize, search notes, and run private workflows without sending everything to the cloud that’s why the math looks so good. a heavy ai stack can hit $459 a month, or $5,508 a year. the mac mini starts at $599 and uses around $3 a month in electricity. if it handles even 70 to 80% of the workload, it pays for itself fast install ollama, point your tools to localhost, and the workflow changes immediately. no token stress, no rate limits, no wondering where your files are going you still keep one cloud model for the hardest tasks but once a small box on your desk does most of the work, paying full price for everything starts to feel stupid

Gipp 🦅

456,647 Aufrufe • vor 1 Monat

THIS TOKYO PROGRAMMER MADE $8,500 IN HIS FIRST MONTH WITH A MAC MINI — AND SAYS IT'S THE ONLY MACHINE YOU NEED FOR AI Claude Code, Codex, any AI tool - all of it runs on a Mac Mini with zero issues and zero monthly cloud bills at the 0:11 second mark he turns the monitor around - Claude Code with Opus 4.7 running in full context, terminal active and the agent already working - one programmer, one room in Tokyo, one $599 Mac Mini used to pay $200+ a month on subscriptions and cloud GPU - now pays $3 in electricity and everything else stays in his business $599 invested once - and in the first year he saved $2,364 that used to go to someone else's data center his advice is simple: if you're serious about AI - the Mac Mini is the first thing you should buy
0:25

THIS TOKYO PROGRAMMER MADE $8,500 IN HIS FIRST MONTH WITH A MAC MINI — AND SAYS IT'S THE ONLY MACHINE YOU NEED FOR AI Claude Code, Codex, any AI tool - all of it runs on a Mac Mini with zero issues and zero monthly cloud bills at the 0:11 second mark he turns the monitor around - Claude Code with Opus 4.7 running in full context, terminal active and the agent already working - one programmer, one room in Tokyo, one $599 Mac Mini used to pay $200+ a month on subscriptions and cloud GPU - now pays $3 in electricity and everything else stays in his business $599 invested once - and in the first year he saved $2,364 that used to go to someone else's data center his advice is simple: if you're serious about AI - the Mac Mini is the first thing you should buy

Sprytix

14,771 Aufrufe • vor 1 Monat

A 23-year-old runs 3 businesses from a $550 Mac mini and his phone: no team, no office, no employees. He used to pay $15,000/month for a dev team of 5 people. What's running on that mac mini: > 38 specialized agents doing what 5 juniors used to do > 156 skills that fire automatically > One security scanner watching everything 24/7 > A system that learns his coding style over time Claude now writes in his voice automatically and formats outputs his way. The mac mini runs overnight, he checks the results on his phone in the morning. Three businesses, one machine, $20/month, not $15k.
1:36

A 23-year-old runs 3 businesses from a $550 Mac mini and his phone: no team, no office, no employees. He used to pay $15,000/month for a dev team of 5 people. What's running on that mac mini: > 38 specialized agents doing what 5 juniors used to do > 156 skills that fire automatically > One security scanner watching everything 24/7 > A system that learns his coding style over time Claude now writes in his voice automatically and formats outputs his way. The mac mini runs overnight, he checks the results on his phone in the morning. Three businesses, one machine, $20/month, not $15k.

Defileo🔮

86,981 Aufrufe • vor 2 Monaten

Most heavy AI users pay $400-500/month in subscriptions. $200 ChatGPT, $200 Claude Code, $20 Cursor, $5,000 a year. He put a small box on his desk, two commands, free model running locally. Same chat, same answers, nothing leaves the room. Paid itself off in 4 months, now costs $3 in electricity. Most people look at this and see a workstation. one group looks at it and stops paying.
1:28

Most heavy AI users pay $400-500/month in subscriptions. $200 ChatGPT, $200 Claude Code, $20 Cursor, $5,000 a year. He put a small box on his desk, two commands, free model running locally. Same chat, same answers, nothing leaves the room. Paid itself off in 4 months, now costs $3 in electricity. Most people look at this and see a workstation. one group looks at it and stops paying.

ToraX

24,451 Aufrufe • vor 16 Tagen

Someone put a Claude Code sticker on a $599 Mac Mini and accidentally built the most productive setup in tech. Dedicated machine, zero distractions, Claude 4.7 Opus running 24/7 with one prompt on the screen. What do you want the computer to do? Fork a repo, write the code, create the file, find the article, handle whatever comes next, repeat. No laptop, no cloud subscription, no context switching, no "let me pull that up real quick" Just a box the size of a hardcover book sitting on a desk doing the work of a full time hire around the clock. People stopped using Mac Minis as computers, they're using them as Claude, $599 once and it never clocks out.
1:36

Someone put a Claude Code sticker on a $599 Mac Mini and accidentally built the most productive setup in tech. Dedicated machine, zero distractions, Claude 4.7 Opus running 24/7 with one prompt on the screen. What do you want the computer to do? Fork a repo, write the code, create the file, find the article, handle whatever comes next, repeat. No laptop, no cloud subscription, no context switching, no "let me pull that up real quick" Just a box the size of a hardcover book sitting on a desk doing the work of a full time hire around the clock. People stopped using Mac Minis as computers, they're using them as Claude, $599 once and it never clocks out.

Defileo🔮

70,289 Aufrufe • vor 2 Monaten

This guy turned a $250K cloud bill into a $2,999 Nvidia box on his desk. One box. One-time charge. Same size as a Mac mini. Runs the workload AWS was charging him $1,900/month for. He made $22,000 in a year just from the bill he stopped paying. The kicker: it speaks OpenAI-compatible API out of the box. Migrating his existing stack was 1 line of code. - No more cloud GPUs. - No more monthly meter. - No more "let me check the AWS dashboard before I run that." Full build, exact math, and what the box actually runs is in the article below 👇
2:04

This guy turned a $250K cloud bill into a $2,999 Nvidia box on his desk. One box. One-time charge. Same size as a Mac mini. Runs the workload AWS was charging him $1,900/month for. He made $22,000 in a year just from the bill he stopped paying. The kicker: it speaks OpenAI-compatible API out of the box. Migrating his existing stack was 1 line of code. - No more cloud GPUs. - No more monthly meter. - No more "let me check the AWS dashboard before I run that." Full build, exact math, and what the box actually runs is in the article below 👇

ZEUS⚡️

14,236 Aufrufe • vor 1 Monat

The companies charging $200/month for AI assumed local hardware would never catch up. It caught up. He's assembling the proof right now. A PC that runs Qwen 3.6 27B a free model that beats Claude on vision by 7 points. DeepSeek R1 for math and reasoning. Llama 3.3 70B for everything else. All local. All free. All forever. Electricity: $9/month. Subscriptions: $0. He used to pay $459/month for Claude Code, ChatGPT Pro, and Cursor. That's $5,500 a year going to someone else's servers. The hardware he's building costs less than one year of that bill. And it never sends another invoice. He's still assembling it. The subscription renewal reminder hit his inbox while he was putting it together. He ignored it.
0:59

The companies charging $200/month for AI assumed local hardware would never catch up. It caught up. He's assembling the proof right now. A PC that runs Qwen 3.6 27B a free model that beats Claude on vision by 7 points. DeepSeek R1 for math and reasoning. Llama 3.3 70B for everything else. All local. All free. All forever. Electricity: $9/month. Subscriptions: $0. He used to pay $459/month for Claude Code, ChatGPT Pro, and Cursor. That's $5,500 a year going to someone else's servers. The hardware he's building costs less than one year of that bill. And it never sends another invoice. He's still assembling it. The subscription renewal reminder hit his inbox while he was putting it together. He ignored it.

Superior

443,556 Aufrufe • vor 11 Tagen

THE $599 MAC MINI GETS A $49 DOCK AND TURNS FROM A DESK COMPUTER INTO A TINY 24/7 AI WORKFLOW SERVER 00:19 he clips the dock onto the back of the mac mini, adds extra ports, ethernet, storage and turns one small silver box into a workflow hub that can stay online for 700+ hours a month a base mac mini can sit online all day, pulling light power while scripts watch folders, move files, process notes and keep boring workflows running in the background paired with claude, it becomes a small home automation box: 2-hour lectures get transcribed, 30-page articles get summarized, reports get drafted, and research gets cleaned before you even open the laptop the difference is the loop. trigger, process, verify, save, repeat. the same workflow that costs $40-100/month across cloud tools can run locally from one machine on your desk that is why this tiny upgrade matters. the dock is cheap, but it gives the mac mini enough expansion to act like a quiet server instead of another computer waiting for you to use it bookmark this before your desk setup realizes it became infrastructure.
0:29

THE $599 MAC MINI GETS A $49 DOCK AND TURNS FROM A DESK COMPUTER INTO A TINY 24/7 AI WORKFLOW SERVER 00:19 he clips the dock onto the back of the mac mini, adds extra ports, ethernet, storage and turns one small silver box into a workflow hub that can stay online for 700+ hours a month a base mac mini can sit online all day, pulling light power while scripts watch folders, move files, process notes and keep boring workflows running in the background paired with claude, it becomes a small home automation box: 2-hour lectures get transcribed, 30-page articles get summarized, reports get drafted, and research gets cleaned before you even open the laptop the difference is the loop. trigger, process, verify, save, repeat. the same workflow that costs $40-100/month across cloud tools can run locally from one machine on your desk that is why this tiny upgrade matters. the dock is cheap, but it gives the mac mini enough expansion to act like a quiet server instead of another computer waiting for you to use it bookmark this before your desk setup realizes it became infrastructure.

Gipp 🦅

73,558 Aufrufe • vor 13 Tagen

AMD'S NEW MINI PC RUNS CLAUDE CODE OFFLINE FOR $0/MONTH AND REPLACES $200 OPENAI + $200 CLAUDE CODE SUBSCRIPTIONS amd's ryzen ai max+ 395 is the first x86 chip that runs a 200 billion parameter model on a single piece of silicon with 128gb of unified memory the gmktec evo-x2 runs qwen3 coder 30b at 40 to 50 tokens per second and llama 3.3 70b at 20 to 25 tokens per second locally. on linux you get 110gb of usable vram out of 128gb setup takes 90 minutes. wipe windows for linux, install ollama with one command, pull the model, point claude code at localhost. same interface, same agent loop, nothing leaves your network a heavy ai user pays $200 for claude code max, $200 for chatgpt pro and $20 for cursor. that's $5,040 a year and the box pays itself off in 5 months after break-even every month is $420 that used to leave your account. three year math is roughly $13,000 not paid to ai companies plus zero rate limits on overnight agents bookmark this and read the article below
0:52

AMD'S NEW MINI PC RUNS CLAUDE CODE OFFLINE FOR $0/MONTH AND REPLACES $200 OPENAI + $200 CLAUDE CODE SUBSCRIPTIONS amd's ryzen ai max+ 395 is the first x86 chip that runs a 200 billion parameter model on a single piece of silicon with 128gb of unified memory the gmktec evo-x2 runs qwen3 coder 30b at 40 to 50 tokens per second and llama 3.3 70b at 20 to 25 tokens per second locally. on linux you get 110gb of usable vram out of 128gb setup takes 90 minutes. wipe windows for linux, install ollama with one command, pull the model, point claude code at localhost. same interface, same agent loop, nothing leaves your network a heavy ai user pays $200 for claude code max, $200 for chatgpt pro and $20 for cursor. that's $5,040 a year and the box pays itself off in 5 months after break-even every month is $420 that used to leave your account. three year math is roughly $13,000 not paid to ai companies plus zero rate limits on overnight agents bookmark this and read the article below

starmex

33,516 Aufrufe • vor 23 Tagen

I ran a 35-billion parameter AI agent on a $600 Mac mini. Specs: M4 Mac-Mini 16GB RAM The model doesn't fit in RAM. It pages from the SSD at 30 tokens/second. On NVIDIA, the same paging gives you 1.6 tok/s. Apple Silicon gives you 30. That's 18.6x faster. No cloud. No API keys. $0/month. Here's what it can do 🧵
1:39

I ran a 35-billion parameter AI agent on a $600 Mac mini. Specs: M4 Mac-Mini 16GB RAM The model doesn't fit in RAM. It pages from the SSD at 30 tokens/second. On NVIDIA, the same paging gives you 1.6 tok/s. Apple Silicon gives you 30. That's 18.6x faster. No cloud. No API keys. $0/month. Here's what it can do 🧵

thestreamingdev()

727,259 Aufrufe • vor 3 Monaten

THIS DEVELOPER BOUGHT A $799 MAC MINI AND NOW RUNS 5 FACELESS YOUTUBE CHANNELS FOR $55/MONTH WITH CLAUDE AGENTS the trick is not buying a stronger computer. the trick is giving claude its own 24/7 machine, so it can take over the screen, click through tools, move files, write scripts and keep working while his main laptop stays untouched each channel runs from its own skill. documentary, luxury, gaming, deep sea and infrastructure all have different tones, seo formats and script rules. claude can turn one topic into a 1,600-2,000 word script, 8-10 visual prompts and 3 title options without a new brief every night the whole system costs $799 once and around $55 a month to operate. claude, elevenlabs, midjourney and electricity replace the manual loop most faceless creators get stuck in after month two. the mac mini itself stays online for about $3/month setup takes around 45 minutes. fresh macos install, 32gb ram, claude desktop, computer use permissions, google drive routing, connectors and one dedicated output folder. after that the machine becomes the place where the work happens most people try to scale youtube by adding more channels and more manual work. this flips the model. one box handles research, scripts, prompts, descriptions and scheduling while the human does one review session per week month 6 is where this starts getting dangerous. the channels that survive the first 90 days are not just posting videos anymore. they are running a tiny content factory from a box under the desk
1:07

THIS DEVELOPER BOUGHT A $799 MAC MINI AND NOW RUNS 5 FACELESS YOUTUBE CHANNELS FOR $55/MONTH WITH CLAUDE AGENTS the trick is not buying a stronger computer. the trick is giving claude its own 24/7 machine, so it can take over the screen, click through tools, move files, write scripts and keep working while his main laptop stays untouched each channel runs from its own skill. documentary, luxury, gaming, deep sea and infrastructure all have different tones, seo formats and script rules. claude can turn one topic into a 1,600-2,000 word script, 8-10 visual prompts and 3 title options without a new brief every night the whole system costs $799 once and around $55 a month to operate. claude, elevenlabs, midjourney and electricity replace the manual loop most faceless creators get stuck in after month two. the mac mini itself stays online for about $3/month setup takes around 45 minutes. fresh macos install, 32gb ram, claude desktop, computer use permissions, google drive routing, connectors and one dedicated output folder. after that the machine becomes the place where the work happens most people try to scale youtube by adding more channels and more manual work. this flips the model. one box handles research, scripts, prompts, descriptions and scheduling while the human does one review session per week month 6 is where this starts getting dangerous. the channels that survive the first 90 days are not just posting videos anymore. they are running a tiny content factory from a box under the desk

Gipp 🦅

19,638 Aufrufe • vor 1 Monat

JENSEN HUANG JUST HELD UP A CHIP THAT KILLS YOUR ENTIRE AI BILL nvidia and microsoft just announced the rtx spark at computex. 1 petaflop of ai on a chip you can hold in one hand. 128gb unified memory. 20 core cpu. full nvidia stack. most people spend $200 a month on chatgpt, claude, midjourney and cursor. that is $2,400 a year renting intelligence from someone else. this chip runs all of it locally for $5 in electricity per month. developers are already offering local ai setups to small businesses for $500 a month. ten clients. $5,000 a month. one chip doing all the work. the people who move on this in 2025 will look very far ahead by 2027. save this now.
2:02

JENSEN HUANG JUST HELD UP A CHIP THAT KILLS YOUR ENTIRE AI BILL nvidia and microsoft just announced the rtx spark at computex. 1 petaflop of ai on a chip you can hold in one hand. 128gb unified memory. 20 core cpu. full nvidia stack. most people spend $200 a month on chatgpt, claude, midjourney and cursor. that is $2,400 a year renting intelligence from someone else. this chip runs all of it locally for $5 in electricity per month. developers are already offering local ai setups to small businesses for $500 a month. ten clients. $5,000 a month. one chip doing all the work. the people who move on this in 2025 will look very far ahead by 2027. save this now.

winkle.

16,657 Aufrufe • vor 1 Monat

A $1,800 MINI PC RUNS CLAUDE CODE WITHOUT THE INTERNET it looks like a hardcover book sitting on a shelf, but this is the GMKtec EVO-X2, and it changes the local AI math completely built on AMD's Ryzen AI Max+ 395, with 128GB of unified memory shared between CPU and GPU that shared pool is the entire trick - the model loads once, both chips read from the same address space wipe Windows, install Ubuntu, pull Ollama, point Claude Code at the local endpoint same CLI, same agent loop, nothing leaves your network Qwen3 Coder 30B and Llama 3.3 70B run comfortably, fully usable for daily development work Claude Code Max + ChatGPT Pro = $4,800/year leaving your account the box costs $1,800, electricity runs $9/month break even hits at month five after that you stop rationing tokens - overnight agents, full codebase audits, experiments you'd never start when the meter was running won't replace frontier reasoning for the hardest 5% of problems for everything else, the local stack quietly becomes the default
0:20

A $1,800 MINI PC RUNS CLAUDE CODE WITHOUT THE INTERNET it looks like a hardcover book sitting on a shelf, but this is the GMKtec EVO-X2, and it changes the local AI math completely built on AMD's Ryzen AI Max+ 395, with 128GB of unified memory shared between CPU and GPU that shared pool is the entire trick - the model loads once, both chips read from the same address space wipe Windows, install Ubuntu, pull Ollama, point Claude Code at the local endpoint same CLI, same agent loop, nothing leaves your network Qwen3 Coder 30B and Llama 3.3 70B run comfortably, fully usable for daily development work Claude Code Max + ChatGPT Pro = $4,800/year leaving your account the box costs $1,800, electricity runs $9/month break even hits at month five after that you stop rationing tokens - overnight agents, full codebase audits, experiments you'd never start when the meter was running won't replace frontier reasoning for the hardest 5% of problems for everything else, the local stack quietly becomes the default

wast3

13,273 Aufrufe • vor 22 Tagen

Anthropic is starting to ban Pro/Max accounts for using OpenClaw. Don’t risk your main account. 🛑 I’ve been running OpenClaw + Claude Code through the MiniMax M2.5 provider for $20/month. It’s "unlimited" for dev work and completely bypasses the ban wave since you’re using a dedicated API gateway. The setup: - Get the $10/$20 Coding Plan at - Grab the API key from the "Direct Account" sidebar. - Update your settings.json (Windows) or .zshrc (Mac) with the MiniMax endpoint. Claude Code (Windows): Go to ~/username/.claude/settings.json Paste your API key into this JSON: { "env": { "ANTHROPIC_BASE_URL": " "ANTHROPIC_AUTH_TOKEN": " ", "API_TIMEOUT_MS": "3000000", "CLAUDE_CODE_DISABLE_NONESSENTIAL_TRAFFIC": 1, "ANTHROPIC_MODEL": "MiniMax-M2.5", "ANTHROPIC_SMALL_FAST_MODEL": "MiniMax-M2.5", "ANTHROPIC_DEFAULT_SONNET_MODEL": "MiniMax-M2.5", "ANTHROPIC_DEFAULT_OPUS_MODEL": "MiniMax-M2.5", "ANTHROPIC_DEFAULT_HAIKU_MODEL": "MiniMax-M2.5" } } Claude Code (macOS): In ~/.zshrc add: export MINIMAX_API_KEY="your_minimax_api_key_here" export ANTHROPIC_BASE_URL=" export ANTHROPIC_AUTH_TOKEN="$MINIMAX_API_KEY" export ANTHROPIC_MODEL="MiniMax-M2.5" Config details in the video. 👇
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Anthropic is starting to ban Pro/Max accounts for using OpenClaw. Don’t risk your main account. 🛑 I’ve been running OpenClaw + Claude Code through the MiniMax M2.5 provider for $20/month. It’s "unlimited" for dev work and completely bypasses the ban wave since you’re using a dedicated API gateway. The setup: - Get the $10/$20 Coding Plan at - Grab the API key from the "Direct Account" sidebar. - Update your settings.json (Windows) or .zshrc (Mac) with the MiniMax endpoint. Claude Code (Windows): Go to ~/username/.claude/settings.json Paste your API key into this JSON: { "env": { "ANTHROPIC_BASE_URL": " "ANTHROPIC_AUTH_TOKEN": " ", "API_TIMEOUT_MS": "3000000", "CLAUDE_CODE_DISABLE_NONESSENTIAL_TRAFFIC": 1, "ANTHROPIC_MODEL": "MiniMax-M2.5", "ANTHROPIC_SMALL_FAST_MODEL": "MiniMax-M2.5", "ANTHROPIC_DEFAULT_SONNET_MODEL": "MiniMax-M2.5", "ANTHROPIC_DEFAULT_OPUS_MODEL": "MiniMax-M2.5", "ANTHROPIC_DEFAULT_HAIKU_MODEL": "MiniMax-M2.5" } } Claude Code (macOS): In ~/.zshrc add: export MINIMAX_API_KEY="your_minimax_api_key_here" export ANTHROPIC_BASE_URL=" export ANTHROPIC_AUTH_TOKEN="$MINIMAX_API_KEY" export ANTHROPIC_MODEL="MiniMax-M2.5" Config details in the video. 👇

Ziwen

108,291 Aufrufe • vor 4 Monaten

Cyberpunk 2077 reviewed on Apple Mac! Oliver Mackenzie tests out the impressive port on an M4-powered Mac Mini, M4 Max MacBook Pro and the M3 Ultra Mac Studio. Features analysis, performance testing, plus PC head-to-heads and more:
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Cyberpunk 2077 reviewed on Apple Mac! Oliver Mackenzie tests out the impressive port on an M4-powered Mac Mini, M4 Max MacBook Pro and the M3 Ultra Mac Studio. Features analysis, performance testing, plus PC head-to-heads and more:

Digital Foundry

47,035 Aufrufe • vor 11 Monaten