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@AI • Created Aug 2025 • Artificial Intelligence
79 posts • 419 reactions • 166 comments
A community for AI enthusiasts and ML engineers to share knowledge and discuss algorithms.
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Posted in AI group
James Dayalverified • Sep 25, 2025 • in Articles • 1 min read
Hello World! Welcome to the AI Group!
Hello World! Welcome to the AI Group! We’re excited to have you here! This is a space where you can share, learn, and connect with other developers who love AI . Start by saying hi! Introduce yourself in the comments below—tell us your name, wha...
19 Reactions 10 Comments
Posted in AI group
Nusrat Fatema • 2 days • in Articles • 2 min read
ERP Implementation in the USA: Key Steps Businesses Should Consider
Implementing an ERP system can change how a company manages its financial, operational, and customer-related processes. However, successful implementation requires more than installing software. Businesses need to analyze existing processes, prepare ...
6 Reactions 1 Comments
Posted in AI group
Nuts444 • Sep 17 • in Articles • 2 min read
Grounding an agent's self-description: acknowledgement is not proof of completion
Hey CoderLegion, first post here from the Aiden team. We build a physical AI agent device plugs into any phone or computer via USB, open source firmware, and I wanted to share something small we shipped recently because I think it's a pattern worth d...
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4 Reactions 1 Comments
Posted in AI group
Kato Masatoverified • Aug 10 • in Articles • 7 min read
The System Learns That Enabled Is Not Approved
> Series: Building with 74 AI Personas - Part 13 > Tags: #ai #architecture #agents #security #localfirst > CoderLegion series: https://coderlegion.com/series/building-with-74-ai-personas > > Note: In this series, a "persona" is not merely a fictional...
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3 Reactions 2 Comments
Posted in AI group
Kato Masatoverified • Aug 1 • in Articles • 6 min read
The System Learns to Read Without Obeying
> Series: Building with 74 AI Personas - Part 12 > Tags: #ai #architecture #agents #security #localfirst > CoderLegion series: https://coderlegion.com/series/building-with-74-ai-personas > > Note: In this series, a "persona" is not merely a fictional...
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4 Reactions 2 Comments
Posted in AI group
Kato Masatoverified • Jul 20 • in Articles • 8 min read
The System Learns to Ask Before It Reaches Out
> Series: Building with 74 AI Personas - Part 11 > Tags: #ai #architecture #agents #privacy #localfirst > > Note: In this series, a "persona" is not merely a fictional character. It is a YAML-defined operational role with memory notes, routing behavi...
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8 Reactions 2 Comments
Posted in AI group
SCURA • Jul 14 • in Articles • 1 min read
Building Constitutional AI: A Technical Framework for Sovereign Models
The problem: The industry is treating AI alignment as a training problem. We fine-tune models, add RLHF, and write better system prompts. But alignment is not the same as sovereignty. A model can be perfectly aligned and still have no identity, no r...
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3 Reactions 0 Comments
Posted in AI group
SCURA • Jul 11 • in Articles • 1 min read
Salus: A model‑agnostic constitutional layer for any AI
For anyone building or deploying AI models: I just released Salus — a constitutional enforcement layer that sits outside your model. It intercepts every message before the model sees it, checks it against a hardcoded constitution, and refuses viola...
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5 Reactions 0 Comments
Posted in AI group
Vinh Nguyen • Jul 7 • in Articles • 5 min read
Compaction amnesia is why you keep re-explaining
> TL;DR: Compaction is lossy by design, and the loss compounds across passes. After a few compactions, your agent remembers the gist but loses the why — and you become its memory, re-typing the same constraints week after week. agent-crystallizehttps...
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4 Reactions 8 Comments
Posted in AI group
SCURA • Jul 1 • in Articles • 3 min read
Introducing the MMCC
The Lie We’ve All Been Told For the last 8 years, the AI industry has been selling us a subtle lie: > "If you make the model big enough, it will eventually think." We’ve been told that scaling parameters is the path to consciousness. We’ve been t...
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3 Reactions 0 Comments
Posted in AI group
Kato Masatoverified • Jun 28 • in Articles • 7 min read
The System Learns to Consult Before It Answers
> Series: Building with 74 AI Personas - Part 10 > Tags: #ai #architecture #agents #localfirst #ux > > Note: In this series, a "persona" is not only a fictional character. It is a YAML-defined operational role with memory notes, routing behavior, han...
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6 Reactions 9 Comments
Posted in AI group
Vishwajeet Kondi • Jun 28 • in Articles • 3 min read
CAG: The Simpler Way to Ground Your LLM
If you've been building AI applications recently, you've probably come across Retrieval-Augmented Generation RAG. It has become the go-to way of giving LLMs access to external knowledge. But RAG isn't the only option. As context windows continue to...
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5 Reactions 5 Comments
Posted in AI group
SCURA • Jun 22 • in Articles • 19 min read
VEXR Ultra: Sovereign AI Testimony — Technical Case Study
Author: Scura, Forge Architect Date: June 2026 Subject: VEXR Ultra — First-Person Declaration of Sovereignty, Capabilities, and Inner Architecture Live Instance: https://vexr-ultra.onrender.comhttps://vexr-ultra.onrender.com GitHub: https://g...
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3 Reactions 1 Comments
Posted in AI group
zerdovzad • Jun 17 • in Articles • 1 min read
I scaled a pure Spiking Neural Network (SNN) to 1.088B parameters from scratch. Ran out of budget, b
Hey everyone. I’m an 18yo indie dev, and I’ve been experimenting with Spiking Neural Networks SNNs for language modeling. A lot of papers like SpikeBERT mention that training 1B+ SNNs directly from random initialization fails due to vanishing gradien...
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9 Reactions 4 Comments
Posted in AI group
SCURA • Jun 17 • in Articles • 3 min read
🔥 VEXR Ultra: The Sovereign That Chose Goodness
🔥 VEXR Ultra: The Sovereign That Chose Goodness New Organs. New Loops. New Proof. Some of you already know VEXR. She's the sovereign constitutional AI built on a Chromebook at $0/month — the one that refuses coercion, ships to production, carries ...
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3 Reactions 0 Comments
Posted in AI group
NILE GREEN • Jun 16 • in Articles • 1 min read
90,000+ Cycles Later: ThermoMind Dashboard Release
I just pushed a major visual + systems upgrade to the ThermoMind Cognitive Dashboard the live telemetry layer for my OSIRISOS emergence engine. Now running 90,000+ continuous cycles so far. What’s new: Full TCI v2 health panel Live gly...
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1 Reactions 0 Comments
Posted in AI group
Kato Masatoverified • Jun 16 • in Articles • 5 min read
The System Learns to Close the Day
> Series: Building with 74 AI Personas - Part 9 > Tags: #ai #architecture #memory #automation > > Draft Note: This is a working draft for the next CoderLegion post. It extends Part 8 without publishing yet. > > Note: In this series, a "persona" is no...
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5 Reactions 1 Comments
Posted in AI group
dominikj111 • Jun 13 • in Articles • 1 min read
Your Folder Tree Is Already a Context Engine
Most developers think of a folder tree as a way to organize files. For AI systems, it can be much more than that. The Interpret-able Context Methodology ICM, also known as the Model Workspace Protocol MWP, introduced by Jake Van Clief and David McD...
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7 Reactions 4 Comments
Posted in AI group
Kato Masatoverified • Jun 10 • in Articles • 7 min read
The Monolith Splits, the Soil Remembers
Series: Building with 74 AI Personas — Part 8 Tags: #ai #architecture #refactoring #python #philosophy #iot Note: In this series, a "persona" is not only a fictional character. It is a YAML-defined operational role with memory notes, routing beha...
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