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