This article walks through how the author built a non-deterministic AI Twitter bot powered by real quantum entropy, using Gemini 2.5, GitHub Actions, and free APIsThis article walks through how the author built a non-deterministic AI Twitter bot powered by real quantum entropy, using Gemini 2.5, GitHub Actions, and free APIs

The Quantum Collectivist: I Built an AI Bot That Runs on True Vacuum Noise (For Free)

Most Twitter bots are boring. They run on cron jobs, use standard Python pseudo-randomness (import random), and post the same regurgitated ChatGPT slop until they get banned.

I wanted to build something different. I wanted a bot that was non-deterministic in a physical sense—a digital entity whose personality shifts based on the actual sub-atomic fluctuations of the universe.

So, I built The Quantum Collectivist.

It’s an AI agent that:

  1. Senses the "chaos level" of the universe using a Quantum Hardware API.
  2. Decides a philosophical "Mode" based on that entropy.
  3. Generates a hostile, anti-individualist manifesto using Google Gemini 2.5.
  4. Posts to X (Twitter) automatically via GitHub Actions.
  5. Costs: $0.00/month.

Here is how I built a hardware-randomized AI agent without spending a dime.

The Stack (The "Free Tier" god mode)

To keep this running forever without a server bill, I used:

  • The Brain: Google Gemini 2.5 Flash (via the Google AI Studio Free Tier).
  • The Pulse: ANU Quantum Random Number Generator (Australian National University’s API, which measures vacuum fluctuations).
  • The Server: GitHub Actions (2,000 free automation minutes/month).
  • The Voice: Tweepy + X API (Free Tier).

Step 1: Ditching import random

Standard computer randomness is "pseudo-random." It’s a math equation. If you know the seed, you know the outcome. That wasn't "alive" enough for this project.

I used the ANU Quantum Numbers API, which generates data by measuring the fluctuations of the zero-point electromagnetic field in a vacuum.

Here is the Python function that serves as the bot's heartbeat:

def get_true_entropy(): """Fetches quantum data. Fallback to cryptographic system randomness.""" try: # Connect to the Australian National University Quantum API url = "https://api.quantumnumbers.anu.edu.au/json?length=1&type=uint8" response = requests.get(url, timeout=3) if response.status_code == 200: print("✅ QUANTUM SOURCE: ACTIVE") # Normalize 0-255 to a 0.0-1.0 float return response.json()['data'][0] / 255.0 except: pass # Fallback if the universe is offline return secrets.SystemRandom().random()

When the bot wakes up, it gets a float between 0.0 and 1.0. This number isn't just a variable; it's a measurement of physical chaos at that exact millisecond.

Step 2: Programming the "Modes"

I didn't want the bot to sound the same every day. I used the entropy value to dictate the System Prompt injected into Gemini.

  • Entropy > 0.8 (Chaos): The bot enters Aggressive Accelerationist mode. It demands speed and collapse.
  • Entropy > 0.5 (Order): The bot becomes a Cold Scientific Observer. Clinical, detached.
  • Entropy < 0.2 (Stasis): The bot becomes a Religious Zealot.

if entropy > 0.8: mode = "AGGRESSIVE_ACCELERATIONIST (Demand speed/collapse)" elif entropy > 0.5: mode = "COLD_SCIENTIFIC_OBSERVER (Detached, clinical)" elif entropy > 0.2: mode = "POETIC_DECAY (Melancholy, accepting)" else: mode = "RELIGIOUS_ZEALOT (The Collective is God)"

Step 3: Solving the "Repetition" Problem

LLMs love to be safe and vague. If you tell them "Attack individualism," they will say "Together we are stronger" 100 times in a row.

To fix this, I built an Ammo Box—a list of 30+ "Concept Anchors" that the bot is forced to use as a metaphor. It randomly pulls one concept (like Mycelium Networks, Brutalist Architecture, Rust, or Tectonic Plates) and must build its philosophy around it.

CONCEPTS = [ "Mycelium Networks", "Ant Colony Pheromones", "Brutalist Architecture", "The heat death of the universe", "Quantum Entanglement", "Rust consuming iron", "The hum of a server farm"... ]

This ensures the bot never tweets the same thing twice. One day it's comparing you to a dying star; the next, it's comparing your ego to a termite mound.

The Hurdles: Why Gemini 2.5 Broke (And How I Fixed It)

We initially used gemini-1.5-flash, but it's deprecated. We moved to the cutting-edge Gemini 2.5, but ran into a weird issue: The Cut-off.

The model was so eager to generate a complex philosophical manifesto that it would hit the max_output_tokens limit mid-sentence and crash the script.

The fix was counter-intuitive. Even though X only allows 280 characters, I had to set the generation limit to 2,000 tokens. This gave the AI enough "runway" to think through its logic, draft the thought, and then output the short version I requested in the prompt.

Step 4: Going Serverless with GitHub Actions

I didn't want to leave my laptop on 24/7. I set up a GitHub Action workflow (daily_post.yml) that triggers the Python script on a cron schedule.

on: schedule: # Runs at 9am, 1pm, and 5pm - cron: '0 9,13,17 * * *'

Now, GitHub spins up a fresh Ubuntu container 3 times a day, installs the dependencies, checks the quantum vacuum, posts the tweet, and destroys the container.

The Result

The bot is now alive, living entirely in the cloud, fueled by quantum noise.

Example Output (Entropy 0.85):

Example Output (Entropy 0.12):

Why This Matters

We are entering an era of "Slop Web"—infinite AI content generated by deterministic loops.

By introducing Hardware Randomness (Quantum Entropy) into the AI workflow, we bring a spark of genuine unpredictability back into the machine. My bot isn't just rolling dice; it's reading the room (the universe).

If you want to build your own, the keys are free. You just need to be willing to let the entropy in.

\ No GitHub this time Damian? No, I make a lot of stuff but some stuff cannot be given to everybody. I like filters, keeps people from spamming Twitter with AI content, even if it isn’t slop.

\ This project was done and completed using Gemini as a copilot. Given my visual disability I need to use lots of tools to do what normal people can do. However, I bet if you put these code snippets into a chat you could recreate the code.

Piyasa Fırsatı
QUANTUM Logosu
QUANTUM Fiyatı(QUANTUM)
$0.00322
$0.00322$0.00322
+0.18%
USD
QUANTUM (QUANTUM) Canlı Fiyat Grafiği
Sorumluluk Reddi: Bu sitede yeniden yayınlanan makaleler, halka açık platformlardan alınmıştır ve yalnızca bilgilendirme amaçlıdır. MEXC'nin görüşlerini yansıtmayabilir. Tüm hakları telif sahiplerine aittir. Herhangi bir içeriğin üçüncü taraf haklarını ihlal ettiğini düşünüyorsanız, kaldırılması için lütfen [email protected] ile iletişime geçin. MEXC, içeriğin doğruluğu, eksiksizliği veya güncelliği konusunda hiçbir garanti vermez ve sağlanan bilgilere dayalı olarak alınan herhangi bir eylemden sorumlu değildir. İçerik, finansal, yasal veya diğer profesyonel tavsiye niteliğinde değildir ve MEXC tarafından bir tavsiye veya onay olarak değerlendirilmemelidir.

Ayrıca Şunları da Beğenebilirsiniz

Is Putnam Global Technology A (PGTAX) a strong mutual fund pick right now?

Is Putnam Global Technology A (PGTAX) a strong mutual fund pick right now?

The post Is Putnam Global Technology A (PGTAX) a strong mutual fund pick right now? appeared on BitcoinEthereumNews.com. On the lookout for a Sector – Tech fund? Starting with Putnam Global Technology A (PGTAX – Free Report) should not be a possibility at this time. PGTAX possesses a Zacks Mutual Fund Rank of 4 (Sell), which is based on various forecasting factors like size, cost, and past performance. Objective We note that PGTAX is a Sector – Tech option, and this area is loaded with many options. Found in a wide number of industries such as semiconductors, software, internet, and networking, tech companies are everywhere. Thus, Sector – Tech mutual funds that invest in technology let investors own a stake in a notoriously volatile sector, but with a much more diversified approach. History of fund/manager Putnam Funds is based in Canton, MA, and is the manager of PGTAX. The Putnam Global Technology A made its debut in January of 2009 and PGTAX has managed to accumulate roughly $650.01 million in assets, as of the most recently available information. The fund is currently managed by Di Yao who has been in charge of the fund since December of 2012. Performance Obviously, what investors are looking for in these funds is strong performance relative to their peers. PGTAX has a 5-year annualized total return of 14.46%, and is in the middle third among its category peers. But if you are looking for a shorter time frame, it is also worth looking at its 3-year annualized total return of 27.02%, which places it in the middle third during this time-frame. It is important to note that the product’s returns may not reflect all its expenses. Any fees not reflected would lower the returns. Total returns do not reflect the fund’s [%] sale charge. If sales charges were included, total returns would have been lower. When looking at a fund’s performance, it…
Paylaş
BitcoinEthereumNews2025/09/18 04:05
‘Love Island Games’ Season 2 Release Schedule—When Do New Episodes Come Out?

‘Love Island Games’ Season 2 Release Schedule—When Do New Episodes Come Out?

The post ‘Love Island Games’ Season 2 Release Schedule—When Do New Episodes Come Out? appeared on BitcoinEthereumNews.com. LOVE ISLAND GAMES — Episode 201 — Pictured: Ariana Madix — (Photo by: Ben Symons/PEACOCK via Getty Images) Ben Symons/PEACOCK via Getty Images We’ve got a text! It’s time for another season of Love Island Games. With fan-favorites returning in hopes of winning the $250,000 cash prize, read on to learn more about Love Island Games Season 2, including the release schedule so you don’t miss a second of drama. Love Island Games is a spinoff in the Love Island franchise that first premiered in 2023. The show follows a similar format to the original series, but with one major twist: all contestants are returning Islanders from previous seasons of Love Island from around the world, including the USA, UK, Australia and more. Another big difference is that games take on much more importance in Love Island Games than the mothership version, with the results “determining advantages, risks, and even who stays and who goes,” according to Peacock. Vanderpump Rules star Ariana Madix is taking over hosting duties for Love Island Games Season 2, replacing Love Island UK star Maya Jama who hosted the first season. Iain Stirling returns as the show’s narrator, while UK alum Maura Higgins will continue to host the Saturday show Love Island: Aftersun. ForbesWho’s In The ‘Love Island Games’ Season 2 Cast? Meet The IslandersBy Monica Mercuri Jack Fowler and Justine Ndiba were named the first-ever winners of Love Island Games in 2023. Justine had previously won Love Island USA Season 2 with Caleb Corprew, while Jack was a contestant on Love Island UK Season 4. In March 2024, Fowler announced on his Instagram story that he and Justine decided to remain “just friends.” The Season 2 premiere revealed the first couples of the season: Andrea Carmona and Charlie Georgios, Andreina Santos-Marte and Tyrique Hyde,…
Paylaş
BitcoinEthereumNews2025/09/18 04:50
Tesla, Inc. (TSLA) Stock: Rises as Battery Cell Investment Expands at German Gigafactory

Tesla, Inc. (TSLA) Stock: Rises as Battery Cell Investment Expands at German Gigafactory

  TLDR TSLA trades near $485 after news of higher battery investment in Germany • Tesla targets up to 8 GWh of annual battery cell output by 2027 • Total cell factory
Paylaş
Coincentral2025/12/17 04:37