MaxClerkwell

date,channel,format,topic,source_post,draft
2026-04-20,X / Twitter,thread (7 tweets),Manifesto launch — indicators are not data,ai-gruppe-manifesto,"Tweet 1: Everyone racing to add AI to their factory floor. Nobody asks where the data comes from. 🧵

Tweet 2: Most operators think they're watching their process. They're not. They're watching indicators. Indicators are not data.

Tweet 3: Data pulled from a PLC through a protocol never designed for scale — that's a bottleneck dressed as instrumentation. SAP forms filled by hand — that's a human acting as a transducer. Neither is a real transform.

Tweet 4: The physicist doesn't solve problems in the noisy physical domain. They transform the problem first — into an abstract space where solutions are tractable. That's the Laplace transform. It's also exactly what a monitoring system does.

Tweet 5: Sensor → timestamped data stream → anomaly detection → actuation. You can't skip step one and call the rest AI. You cannot solve in the abstract if your transform is br

MaxClerkwell

import pandas as pd
import matplotlib.pyplot as plt
import argparse

def load_data(input_path):
  df = pd.read_csv(args.input_file, header=0, skipinitialspace=True, encoding="utf-8")
  df.columns = df.columns.str.strip()
  return df

def show_plot(dataframe):

MaxClerkwell

/home/stephan/yocto/poky-honister/bitbake/lib/bb/cooker.py:16: DeprecationWarning: module 'sre_constants' is deprecated
  import sre_constants
28828 13:19:28.141493 --- Starting bitbake server pid 28828 at 2025-03-17 13:19:28.141481 ---
28828 13:19:28.143602 Started bitbake server pid 28828
28828 13:19:28.143679 Entering server connection loop
28828 13:19:28.143803 Accepting [<socket.socket fd=6, family=1, type=1, proto=0, laddr=bitbake.sock>] ([])
28828 13:19:28.144269 Processing Client
28828 13:19:28.144291 Connecting Client
28828 13:19:28.144412 Running command ['setFeatures', [2, 1]]
28828 13:19:28.144448 Command Completed

MaxClerkwell

/home/stephan/yocto/poky-honister/bitbake/lib/bb/cooker.py:16: DeprecationWarning: module 'sre_constants' is deprecated
  import sre_constants
28828 13:19:28.141493 --- Starting bitbake server pid 28828 at 2025-03-17 13:19:28.141481 ---
28828 13:19:28.143602 Started bitbake server pid 28828
28828 13:19:28.143679 Entering server connection loop
28828 13:19:28.143803 Accepting [<socket.socket fd=6, family=1, type=1, proto=0, laddr=bitbake.sock>] ([])
28828 13:19:28.144269 Processing Client
28828 13:19:28.144291 Connecting Client
28828 13:19:28.144412 Running command ['setFeatures', [2, 1]]
28828 13:19:28.144448 Command Completed

MaxClerkwell

cmake_minimum_required(VERSION 3.16)
project(example_1)
 
include(CheckCXXCompilerFlag)
include(CheckCXXSourceCompiles)
include(CheckIncludeFile)
include(CheckIncludeFiles)
 
find_package(CopperSpice REQUIRED)
 

MaxClerkwell

cmake_minimum_required(VERSION 3.16)
project(example_1)
 
include(CheckCXXCompilerFlag)
include(CheckCXXSourceCompiles)
include(CheckIncludeFile)
include(CheckIncludeFiles)
 
find_package(CopperSpice REQUIRED)
 

MaxClerkwell

cmake_minimum_required(VERSION 3.16)
project(example_1)
 
include(CheckCXXCompilerFlag)
include(CheckCXXSourceCompiles)
include(CheckIncludeFile)
include(CheckIncludeFiles)
 
find_package(CopperSpice REQUIRED)
 

MaxClerkwell

import csv
import io
from fastapi import FastAPI, File, UploadFile, HTTPException
from sqlalchemy import create_engine, Column, Integer, String, Float, ForeignKey
from sqlalchemy.ext.declarative import declarative_base
from sqlalchemy.orm import declarative_base, relationship, sessionmaker

# Datenbankkonfiguration
DATABASE_URL = "sqlite:///./sensordaten.db"
engine = create_engine(DATABASE_URL)

MaxClerkwell

import requests
import sys

def fetch_data(api_url):
    response = requests.get(api_url)
    data = response.json()
    return data

def sort_data(data, column):
    try:

MaxClerkwell

import tkinter as tk
from tkinter import messagebox
import requests

# Keycloak-Konfiguration
keycloak_url = "https://your-keycloak-server/auth/realms/your-realm/protocol/openid-connect/token"
client_id = "your-client-id"
client_secret = "your-client-secret"