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#4151 Symbolic Notation for Computing

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#4151 Symbolic Notation for Computing #4151  Develop a symbolic notation to describe the workings of computer hardware and software, the interactions and flow of the operating system and applications along with receipt of outside input and production of outside output To represent the complex dance between silicon, logic, and the outside world, we can use a functional symbolic notation. This system treats the computer as a series of transformations across different layers of abstraction. The Core Symbology Symbol Representation Definition Phi Hardware (Physical) The underlying circuitry, CPU, RAM, and storage. Omega Operating System The kernel and resource manager. alpha Application High-level software/logic. iota Input Signals from the external environment (Keyboard, Sensors, Network). omega Output Signals to the external environment (Display, Actuators, Packets).  --> Flow Direction of data/instruction movement.  <--> Interrupt/Feedback Bi-directional synchroni...
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#4150 Babyesqe Autonomous Learning; Design Discussion, Code and Requirements Spec

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#4150 Babyesqe Autonomous Learning; Design Discussion, Code and Requirements Spec #4150  I recently asked you about how a baby learns through stimulus and inputs. My goal is to develop a python application that has a database (possibly relational, noSQL, vector and/or knowledge graph), internet and large language model access, and the basic building blocks to learn, improve on an on-going basis. Building a "learning" Python application that mimics the developmental stimulus-response loop of a baby is a fascinating architectural challenge. In 2026, the industry has moved away from simple "chatbots" toward Agentic Memory Systems . To build this, you shouldn't just store data; you need to create a Cognitive Architecture . Here is a blueprint for your Python application using a hybrid database approach and a "Sleep-Cycle" learning model. 1. The Multi-Model Database Strategy A baby doesn't just remember "facts"; they remember how things feel (...
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