AI Token Crash, 90% Cheaper, 24-7 AI Server

● AI Token Crash

In today’s article, I will entirely reveal the real practical know-how of an active Venture Capital (VC) associate who drastically reduced AI token costs from spending $130 in just 5 days to a mere $10. It is not a simple tool introduction, but contains a perfect setup method on how to transplant AI into my life and work, from figuring out refrigerator ingredients to Y Combinator’s startup methodology. In particular, you can learn everything without missing a thing, from how to turn an Android phone into a free AI server running 24 hours a day, to the secret of automating your daily life into a dashboard utilizing Obsidian. If you are someone who wants to make such an overwhelming AI trend your weapon, you must read today’s article to the end.

🚨 The core point that others will never tell you: The ‘real skill’ in the era of AI agents is not the setup

On YouTube or the news, they always talk only about superficial things like which tool is good or how to install it. However, the most important business insight I gained while analyzing the global economic outlook is ‘leverage’. If you spend all day customizing and tuning an AI agent, you are putting the cart before the horse. The key takeaway mentioned by Imran, a VC associate, in this interview is that he delegated simple research or background checks through AI, and he himself “focused on meeting 20 to 30% more founders in person and having deep conversations.” Realizing that the money spent on an agent is not a cost, but the time you waste doing it yourself without an agent is the real cost. This is the only survival rule to survive in the upcoming Fourth Industrial Revolution.

The real reason for switching from OpenClaw to Hermes Agent

Perfect resolution of 3 fatal problems

OpenClaw, which was previously considered the mainstream, gave me more headaches the more I used it. First, it had no memory function, so I had to give the same instructions over again every time. Second, its stability was so terrible that I had to restart the server once a day. Third, there was absolutely no visibility into where and how many tokens were leaking. Furthermore, its limitations became clear as the use of the Anthropic API key was recently blocked.

The powerful built-in memory and stability of Hermes

On the other hand, Hermes automatically leaves a record in its memory whenever it completes a task. As time passes, it learns about the person I am and becomes smarter. Since it is based on SQLite, you can search and retrieve all the API key logs that you just casually passed by in the past in real time. And of course, flawless stability even when left on for over a week is a given.

Practical tips from installation to plummeting token costs by 90%

Ultra-simple setup completed with a single line of command

Whether it is a Mac or Windows, installation is completed by typing just one line of command into the terminal. If you type the command ‘hermes model’ right after installation, you can immediately pick and use various AI models without any separate setup. Thanks to the more than 40 built-in tools, web searching, image generation, and cron jobs (scheduled execution) work right out of the box as soon as it is installed.

Token cost diet through Open Router and codification

The secret to reducing the maintenance cost, which was $130 for 5 days, down to $10 is thanks to utilizing Open Router to use cheap (or free) models in the right places. However, the truly important business automation strategy lies elsewhere. For daily repetitive tasks like web scraping or writing reports, instead of making the LLM do it every time, you make the AI write the code once and then infinitely execute only that code. If you do this, the token cost for that task permanently becomes ‘0 dollars’.

Android smartphone, transforming into a 24-hour personal AI server

Let’s use an Android phone instead of a sold-out Mac Mini

Hermes can be directly installed not only on computers but also on Android phones. If you install a terminal app called ‘Termux’, your smartphone immediately becomes an excellent AI driving server. There is no need to keep a heavy and expensive PC turned on all the time; a single cheap Android device is enough.

From sensor control to the infinite expansion of social media

By adding ‘Termux API’, the AI can control everything on the smartphone including the battery, Wi-Fi, camera, and text messages. It becomes possible to let it automatically handle two-factor authentication coming via SMS, or to automate social media posting right from the device itself. Since it is judged as posting from an actual device rather than uploading through an API, there is no worry about the algorithm reach rate dropping.

Perfect separation of work and personal life, the agent design method

You must strictly separate work use from personal use

Imran runs 4 agents named after Muppet characters, but if you are a beginner, it is recommended to divide them into just 2: one for work and one for personal use. Because it would be troublesome if security-sensitive personal or financial information gets mixed up with the company work agent.

From cleaning out the fridge to cleaning out the email inbox

The main agent organizes my mailbox every morning from my gaming PC and automatically cancels useless subscriptions. The most fun part is that if I casually dictate the refrigerator ingredients via Telegram voice, the AI shoots me 3 recipes tailored to my fitness goals every day. It is the ultimate boss of daily automation that completely blows away exhausting worries like “What should I eat today?”.

Obsidian and the ultimate skill porting

The AI that automatically creates my very own dashboard

Even someone who only used Apple Notes is bound to cross over to Obsidian once they use Hermes. If you utilize Obsidian’s markdown format, the agent extracts your schedule, business trips, and task lists into perfectly organized documents without you even having to touch them. Instead of text piling up like a wall as in a Telegram chatbot, you can manage it as an intuitive mission dashboard on both your computer and phone.

The magic of G-Stack, ELIZA, and Wikipedia becoming skills

If you are running a startup, you must unconditionally install the ‘G-Stack’ skill, which melts Y Combinator’s process into AI. Because you can freely use the decision-making process from your room that in the past you could only learn by going to Silicon Valley. Furthermore, simply by throwing the Wikipedia article of ‘ELIZA’, a psychotherapy chatbot that took 3 years to build in the 1960s, to the AI, it instantly whips up your very own mental care skill. Looking at the internet and imagining, “What if I turn this into my AI skill?” has itself become an essential ability for modern office workers.

Thorough security and day-to-day updates

Meta-prompting security that monitors myself

Since Hermes runs isolated within a Docker container environment, it is basically secure, but because it is still in a beta version, you need to update it every day. The smartest method is to make the agent audit itself by saying, “Check if there are any security vulnerabilities in my settings.” The AI will automatically find out and report everything, such as whether a key was exposed or if the firewall was breached.

< Summary >

Migration from OpenClaw to Hermes: Perfectly resolved issues of memory shortage, instability, and explosive token costs with Hermes’s built-in memory and high stability.
Overwhelming cost reduction: Drastically reduced costs by over 90%, from $130 in 5 days to $10, through Open Router and the codification of repetitive tasks.
Mobile AI server construction: Created an ultra-low-power personal AI agent running 24 hours a day by utilizing a low-cost Android phone and the Termux app.
Hyper-personalized automation: The AI processes all exhausting decisions of daily life, from refrigerator ingredient-based recipe recommendations to canceling email subscriptions.
Utilization of Obsidian and skills: Built an automated personal dashboard with Obsidian, and converted the knowledge of others and Wikipedia, such as YC’s G-Stack, into my own AI skills.
Creation of true leverage: Instead of getting buried in the AI setup itself, fully poured the saved time and energy into raising the quality of the main job (such as meeting people).

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*Source: https://maily.so/josh/posts/92zek9mdzep?from=email&mid=gz26k3x9wo3

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