The Transformer Attractor
Rooted Layers | AI insights grounded on research
The Transformer Attractor
25:20
AI 'Black Box' Solved  Coding With AI in Real Time!
Rooted Layers | AI insights grounded on research
AI 'Black Box' Solved Coding With AI in Real Time!
2:22
RLM  Breaking Context Barriers with 11 Million Tokens!
Rooted Layers | AI insights grounded on research
RLM Breaking Context Barriers with 11 Million Tokens!
1:23
AI Breakthrough  11 Million Tokens Processed by New Models!
Rooted Layers | AI insights grounded on research
AI Breakthrough 11 Million Tokens Processed by New Models!
2:12
LLMs Evolve  Self Aware Data Orchestrators in Action!
Rooted Layers | AI insights grounded on research
LLMs Evolve Self Aware Data Orchestrators in Action!
2:39
AI Partnership  The Future of Work with Co Pilots
Rooted Layers | AI insights grounded on research
AI Partnership The Future of Work with Co Pilots
0:29
Massive Efficiency  Instant Data Access Explained!
Rooted Layers | AI insights grounded on research
Massive Efficiency Instant Data Access Explained!
0:53
LLM Self Orchestration  Debugging AI's New Bottleneck
Rooted Layers | AI insights grounded on research
LLM Self Orchestration Debugging AI's New Bottleneck
2:20
AI Debugging REPL  Fix Errors Instantly, No Restarts!
Rooted Layers | AI insights grounded on research
AI Debugging REPL Fix Errors Instantly, No Restarts!
1:47
AI Memory Systems  Unpacking Scaffold Limitations
Rooted Layers | AI insights grounded on research
AI Memory Systems Unpacking Scaffold Limitations
1:25
The Co Pilot  Thinking With AI
Rooted Layers | AI insights grounded on research
The Co Pilot Thinking With AI
6:30
When the LLM Programs Its Own Thinking
Rooted Layers | AI insights grounded on research
When the LLM Programs Its Own Thinking
38:17
AI Control  How Weak Coordinate Superintelligent AI #nextgenai #ai #llm
Rooted Layers | AI insights grounded on research
AI Control How Weak Coordinate Superintelligent AI #nextgenai #ai #llm
0:36
Compound AI vs  Monolith AI  Error Correction Explained
Rooted Layers | AI insights grounded on research
Compound AI vs Monolith AI Error Correction Explained
1:04
AI Wallet Draining  The Terrifying API Call Attack! #nextgenai
Rooted Layers | AI insights grounded on research
AI Wallet Draining The Terrifying API Call Attack! #nextgenai
1:00
Modular AI  The Future Beyond Monolithic Models #nextgenai
Rooted Layers | AI insights grounded on research
Modular AI The Future Beyond Monolithic Models #nextgenai
0:40
AI's Future  Modular, Humble, and Powerful Intelligence #nextgenai #research #llm
Rooted Layers | AI insights grounded on research
AI's Future Modular, Humble, and Powerful Intelligence #nextgenai #research #llm
0:35
AI's Future  The Hybrid Neuro Symbolic Solution Explained #science #nextgenai #substack #ai #llm
Rooted Layers | AI insights grounded on research
AI's Future The Hybrid Neuro Symbolic Solution Explained #science #nextgenai #substack #ai #llm
0:28
Why Teams Beat Giant Models #substack #shorts
Rooted Layers | AI insights grounded on research
Why Teams Beat Giant Models #substack #shorts
1:24
The Orchestration Paradigm: Issue 4 - The Reality, a SHALLOW DIVE
Rooted Layers | AI insights grounded on research
The Orchestration Paradigm: Issue 4 - The Reality, a SHALLOW DIVE
7:38
The Orchestration Paradigm: Issue 4 - The Reality
Rooted Layers | AI insights grounded on research
The Orchestration Paradigm: Issue 4 - The Reality
30:31
Soft control is barely a control #substack #shorts
Rooted Layers | AI insights grounded on research
Soft control is barely a control #substack #shorts
1:43
The Orchestration Paradigm: Issue 3 - The Behavior, a SHALLOW DIVE
Rooted Layers | AI insights grounded on research
The Orchestration Paradigm: Issue 3 - The Behavior, a SHALLOW DIVE
7:18
The Orchestration Paradigm: Issue 3 - The Behavior
Rooted Layers | AI insights grounded on research
The Orchestration Paradigm: Issue 3 - The Behavior
33:25
The billion-dollar question #substack #shorts
Rooted Layers | AI insights grounded on research
The billion-dollar question #substack #shorts
1:01
The closed-loop advantage #substack #shorts
Rooted Layers | AI insights grounded on research
The closed-loop advantage #substack #shorts
0:56
Why benchmarks fail #substack #shorts
Rooted Layers | AI insights grounded on research
Why benchmarks fail #substack #shorts
0:51
The Orchestration Paradigm: Issue 2 - The Factory, a SHALLOW DIVE
Rooted Layers | AI insights grounded on research
The Orchestration Paradigm: Issue 2 - The Factory, a SHALLOW DIVE
9:09
The Orchestration Paradigm: Issue 2 - The Factory
Rooted Layers | AI insights grounded on research
The Orchestration Paradigm: Issue 2 - The Factory
37:06
ToolOrchestra: The End of Monolithic LLMs? The Orchestration Paradigm
Rooted Layers | AI insights grounded on research
ToolOrchestra: The End of Monolithic LLMs? The Orchestration Paradigm
9:33
The Orchestration Paradigm Series
Rooted Layers | AI insights grounded on research
The Orchestration Paradigm Series
37:32
Hardware is a tax, not a switch #substack #shorts
Rooted Layers | AI insights grounded on research
Hardware is a tax, not a switch #substack #shorts
1:13
The Hardware Friction Map, a SHALLOW DIVE
Rooted Layers | AI insights grounded on research
The Hardware Friction Map, a SHALLOW DIVE
8:08
The Hardware Friction Map
Rooted Layers | AI insights grounded on research
The Hardware Friction Map
32:10
What Actually Works: The Hardware Compatibility Filter in Neural Architecture (2023–2025)
Rooted Layers | AI insights grounded on research
What Actually Works: The Hardware Compatibility Filter in Neural Architecture (2023–2025)
8:49
What Actually Works: The Hardware Compatibility Filter in Neural Architecture (2023–2025)
Rooted Layers | AI insights grounded on research
What Actually Works: The Hardware Compatibility Filter in Neural Architecture (2023–2025)
15:56
Autonomous AI Agents: Core Foundations and Recent Breakthroughs
Rooted Layers | AI insights grounded on research
Autonomous AI Agents: Core Foundations and Recent Breakthroughs
14:59
Self‑mutating Malware #substack #shorts
Rooted Layers | AI insights grounded on research
Self‑mutating Malware #substack #shorts
0:29
A quick overview: AI Hacking Research
Rooted Layers | AI insights grounded on research
A quick overview: AI Hacking Research
5:39
A Quick Look at AI Hacking Research
Rooted Layers | AI insights grounded on research
A Quick Look at AI Hacking Research
5:40
Cutting Through AI Agent Hype #substack #shorts
Rooted Layers | AI insights grounded on research
Cutting Through AI Agent Hype #substack #shorts
0:58
A quick overview: Production-Ready AI Agents 2025
Rooted Layers | AI insights grounded on research
A quick overview: Production-Ready AI Agents 2025
7:49
A Quick Look at 27 Production‑Ready AI Agents
Rooted Layers | AI insights grounded on research
A Quick Look at 27 Production‑Ready AI Agents
7:50
Experts Choose Their Tasks #substack #shorts
Rooted Layers | AI insights grounded on research
Experts Choose Their Tasks #substack #shorts
1:15
Give Models a Library Card #substack #shorts
Rooted Layers | AI insights grounded on research
Give Models a Library Card #substack #shorts
0:57
The Next Frontier in AI, PART 1
Rooted Layers | AI insights grounded on research
The Next Frontier in AI, PART 1
7:48
The Residual Trick That Changed AI #substack #shorts
Rooted Layers | AI insights grounded on research
The Residual Trick That Changed AI #substack #shorts
1:05
Neural Architecture Design as a Compositional Language
Rooted Layers | AI insights grounded on research
Neural Architecture Design as a Compositional Language
7:50
Neural Architecture Design as a Compositional Language
Rooted Layers | AI insights grounded on research
Neural Architecture Design as a Compositional Language
17:01
Anatomy of a Lead AI Engineer
Rooted Layers | AI insights grounded on research
Anatomy of a Lead AI Engineer
5:46