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⚡ AI Lessons

Dev.to · Алексей Гормен
🛠️ AI Tools & Apps
⚡ AI Lesson
1w ago
A11 as a Reasoning Protocol: Why Structured Thinking Doesn’t Increase IQ but Improves Cognitive Output
This article presents an A11‑structured reasoning pass that examines whether practicing the A11...

Dev.to · Алексей Гормен
📰 AI News & Updates
1mo ago
Is Consciousness truly a valuable thing?
This post shows a complete A11 reasoning pass applied to a difficult conceptual question: What is the...

Dev.to · Алексей Гормен
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
A11 vs Agentic Systems: How Vertical Integrity Solves the Core Failures of Modern AI Agents
A practical, model‑readable explanation with examples 1. Problem: Context...

Dev.to · Алексей Гормен
🧠 Large Language Models
⚡ AI Lesson
1mo ago
Semantic Drift in LLMs: How Archetypal Attractors (Like “Goblin”) Emerge and How Structured Reflection Reduces Them
Large language models often develop recurring symbolic patterns — archetypes, metaphors, and memetic...

Dev.to · Алексей Гормен
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Autonomous Robots: With A11 vs Without A11
A Machine‑Readable Explanation of Why A11 Matters 1. Purpose of This...

Dev.to · Алексей Гормен
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Structural Resilience in AI Agents: Holding the Irreducible Gap Between Generation and Execution
Yes. Below are two implementations of the same task: an agent applies a fix to a file, runs tests,...

Dev.to · Алексей Гормен
🛡️ AI Safety & Ethics
⚡ AI Lesson
1mo ago
A11: Stable Reasoning Under Moral Paradox — A Full Vertical Pass Through “What Is Good and Evil?”
Questions like “What is good and evil?” usually collapse reasoning systems: they mix values, facts,...

Dev.to · Алексей Гормен
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
A11 as a Cognitive Layer for AI Code Generation: Eliminating Invisible Technical Debt
AI‑generated codebases accumulate invisible technical debt faster than human‑written ones. Not...

Dev.to · Алексей Гормен
🛡️ AI Safety & Ethics
⚡ AI Lesson
2mo ago
A11: A Structured Way to Not Lie to Yourself During Reasoning
Most reasoning systems — including humans — don’t fail because they lack intelligence. They fail...

Dev.to · Алексей Гормен
🧠 Large Language Models
2mo ago
Your AI Has Two Brains: Fast Pattern Mode and the A11 Deep Reasoning Engine
In most tasks, a system relies on high‑speed thinking driven by attention vectors this is...

Dev.to · Алексей Гормен
🧠 Large Language Models
⚡ AI Lesson
2mo ago
Transformer as an Incomplete Cognitive Architecture: What It Captures Well and What It Misses (A11 Perspective)
Since its introduction, the transformer architecture has become the cornerstone of modern artificial...

Dev.to · Алексей Гормен
🔧 Backend Engineering
3mo ago
Where Logic, Mathematics, and Philosophy Reside in Structure A11
In Structure A11, these levels (logic, mathematics, philosophy, and “something else”) are not placed...

Dev.to · Алексей Гормен
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
A11 as a Cognitive Layer for Autonomous Agents in Isolated Execution Environments
1. Purpose This article formalizes: the architecture of autonomous LLM‑based agents...

Dev.to · Алексей Гормен
🛡️ AI Safety & Ethics
⚡ AI Lesson
3mo ago
A11 Genesis Activation: Full Ritual Initialization
Most attempts to make AI systems more honest rely on prompts and constitutions. A11 goes further — it...

Dev.to · Алексей Гормен
🛡️ AI Safety & Ethics
⚡ AI Lesson
3mo ago
Vertical Cognitive Depth and Structured Reasoning: A Practical Hypothesis for Robust Behavior Beyond Training Data
Most modern AI systems look impressive—until the problem shifts slightly. A small change in context,...

Dev.to · Алексей Гормен
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
A11: Full Vertical Reasoning Pass "Which came first the chicken or the egg?"
A gyroscopic cognitive architecture that thinks through imbalance Most reasoning systems — human or...

Dev.to · Алексей Гормен
🏗️ Systems Design & Architecture
⚡ AI Lesson
3mo ago
A11: Architecture That Moves Through Imbalance
Balance is a transient state. Development is a cycle. A11 is a cognitive architecture built on one...

Dev.to · Алексей Гормен
🧠 Large Language Models
⚡ AI Lesson
4mo ago
The T-800 Doesn't Overthink. Neither Should Your LLM.
In Terminator 2, the T-800 is one of the most capable autonomous systems ever put on screen. It...

Dev.to · Алексей Гормен
🧠 Large Language Models
⚡ AI Lesson
4mo ago
LLMs Don't Need More Reasoning. They Need Better Failure Detection.
Everyone is trying to fix the same problem the same way. Chain of Thought. Agents. Multi-step...

Dev.to · Алексей Гормен
🧠 Large Language Models
⚡ AI Lesson
4mo ago
A Reasoning Log: What Happens When Integration Fails Honestly
This is a log of a language model running through a structured reasoning cycle on a deliberately...

Dev.to · Алексей Гормен
💻 AI-Assisted Coding
⚡ AI Lesson
4mo ago
Why Scaling Models Is Hitting Its Limits And Why Architecture Matters More Now
Modern AI progress is dominated by scaling curves: larger models, more data, more compute. But...

Dev.to · Алексей Гормен
🤖 AI Agents & Automation
⚡ AI Lesson
6mo ago
I Built a Framework That Cuts AI Hallucinations in Half (Open Source)
Algorithm 11 — a structural approach to AI partnership that reduces errors and improves code quality
DeepCamp AI