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Agents of Intelligence
Sam Zamany
51 episodes
4 months ago
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Technology
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All content for Agents of Intelligence is the property of Sam Zamany and is served directly from their servers with no modification, redirects, or rehosting. The podcast is not affiliated with or endorsed by Podjoint in any way.
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Technology
Episodes (20/51)
Agents of Intelligence
Inside LLM Agents: How Large Language Models Are Becoming Autonomous Problem-Solvers
A survey-driven deep dive into the architecture, cooperation, and self-evolving future of LLM agents—plus the real-world stakes of unleashing them.
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4 months ago
27 minutes 50 seconds

Agents of Intelligence
AI Agents vs. Agentic AI: From Solo Bots to Collaborative Minds
A guided tour of how AI is moving from lone assistants to coordinated collectives—and why that leap rewrites both the promise and the pitfalls of autonomy.
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4 months ago
26 minutes 54 seconds

Agents of Intelligence
Cognitive Debt: What Happens to Your Brain When AI Writes With You
A deep dive into new EEG research reveals how relying on AI to write may trade mental effort for convenience, reshaping our brains, our prose, and our power to think critically.
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4 months ago
17 minutes 5 seconds

Agents of Intelligence
Engineering That Works: Inside GitHub’s System Success Playbook
This episode explores GitHub’s ESSP framework—a systems thinking approach to improving engineering performance through the alignment of quality, velocity, and developer happiness. It details a three-step process for continuous improvement, supported by tailored metrics and a team-first mindset that avoids harmful individual tracking or gamification.
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6 months ago
10 minutes 25 seconds

Agents of Intelligence
The AI Marketer: How Generative Models Are Rewriting Enterprise Strategy
This episode explores the transformative impact of generative AI on enterprise marketing, highlighting its power to automate content, personalize at scale, optimize campaigns, and unlock deep insights. It also examines key risks—such as bias, hallucinations, and data misuse—and offers strategic guidance for responsible adoption and competitive advantage.
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6 months ago
28 minutes 4 seconds

Agents of Intelligence
Agents at Work: Unlocking Autonomy with the Model Context Protocol
We explore the rise of AI agents and the pivotal role of the Model Context Protocol (MCP), an open-source standard that enables agents to access tools, data, and services. The episode highlights how MCP addresses agent limitations in autonomy, reasoning, and interoperability—while also presenting new security risks that demand proactive safeguards.
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6 months ago
22 minutes 4 seconds

Agents of Intelligence
RAG Meets Reasoning: Architectures for Intelligent Retrieval and AI Agents
This episode dives into three core LLM-based architectures—RAG, AI Agent Systems, and Agentic RAG—highlighting how they differ in data flow, autonomy, and complexity. We explore their ideal use cases, from knowledge-grounded responses to strategic planning, and provide practical insights into selecting and deploying the right architecture for your AI-powered applications.
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6 months ago
21 minutes 11 seconds

Agents of Intelligence
Code, Meet Copilot: How LLMs Are Reshaping Full-Stack Development
This episode explores how LLMs are transforming full-stack development through code generation, testing, documentation, and DevOps automation. It highlights key tools, integration strategies, and best practices for safe and effective use, while stressing the importance of human oversight to maximize value and minimize risk.
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6 months ago
25 minutes 18 seconds

Agents of Intelligence
From Model to Market: The MLOps Playbook for Scalable AI
We explore the foundations and best practices of MLOps, from model development and production readiness to deployment, monitoring, and governance. The episode emphasizes the collaborative, iterative, and risk-aware nature of modern machine learning operations in real-world business environments.
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6 months ago
37 minutes 4 seconds

Agents of Intelligence
The State of AI 2025: Power, Progress, and the Price of Intelligence
This episode explores the key trends from the AI Index Report 2025, covering breakthroughs in AI research, compute efficiency, model performance, education, ethics, and public policy. It highlights AI’s rising influence in science, industry, and society—alongside growing concerns about fairness, safety, and sustainability.
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7 months ago
35 minutes 8 seconds

Agents of Intelligence
Prompt Perfect: Crafting Conversations with Large Language Models
We explore the principles and best practices of prompt engineering, including key techniques like zero-shot, few-shot, Chain of Thought, ReAct, and more. This episode highlights how careful prompt design and model configuration can significantly improve LLM output quality across diverse use cases—from natural language tasks to code generation and beyond​.
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7 months ago
51 minutes 46 seconds

Agents of Intelligence
Brains and Bridges: Decoding Agent2Agent and Model Context Protocols
This episode explores the Agent2Agent (A2A) Protocol and Model Context Protocol (MCP), two emerging standards that enable AI agents to collaborate and access external tools and data. Together, they form the foundation for building intelligent, modular, and scalable multi-agent systems.
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7 months ago
33 minutes 14 seconds

Agents of Intelligence
Beyond Benchmarks: How Long Can AI Work?
A new metric is changing how we measure AI progress—not by accuracy, but by how long a task takes. We explore METR’s time-horizon approach, which reveals exponential growth in AI capability and hints at a near future where AI can handle tasks that take humans weeks to complete.
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7 months ago
20 minutes 24 seconds

Agents of Intelligence
AI at the Crossroads: Strategic Shifts & Surging Adoption in 2025
Generative AI is booming, but is it delivering real business value? In this episode, we explore McKinsey’s latest AI report, highlighting the surge in adoption, the rise of CEO-led governance, and why redesigning workflows—not just deploying tools—is key to unlocking AI’s potential.
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7 months ago
22 minutes 32 seconds

Agents of Intelligence
Decoding Generative AI: The Math Behind Machines That Create
We break down the advanced mathematics behind generative AI, covering key concepts like probability theory, optimization, and neural network architectures. Learn how VAEs, GANs, normalizing flows, and diffusion models transform equations into groundbreaking AI creativity.
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8 months ago
19 minutes 41 seconds

Agents of Intelligence
Architecting the Future of AI: The Evolution of Intelligent Agents
In this episode, we take a deep dive into the evolution of AI agent architectures, exploring how modern AI systems integrate tools, memory, external knowledge, and decision-making to become truly autonomous. From basic LLMs to multi-modal, self-improving agents, we uncover the technical innovations shaping enterprise AI today and in the future.
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8 months ago
18 minutes 38 seconds

Agents of Intelligence
AI Security Deep Dive: Safeguarding LLMs in the Cloud
”AI Security Deep Dive” is a technical episode covering the risks and best practices for deploying LLMs like DeepSeek in enterprise cloud environments (Azure & AWS), with deep dives into data protection, API security, compliance, RBAC, and AI-specific threats like prompt injection and model evasion.
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8 months ago
25 minutes 35 seconds

Agents of Intelligence
Building AI at Scale: The OpenAI Response API Deep Dive
A deep technical dive into building enterprise-scale AI applications with the OpenAI Response API. We cover performance tuning, concurrency, security, cloud integration, and best practices for deploying AI systems efficiently. Perfect for AI engineers, software architects, and data scientists working on next-gen LLM applications.
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8 months ago
20 minutes 6 seconds

Agents of Intelligence
AI at Work: How Claude is Reshaping the Economy
AI isn’t taking over jobs—it’s changing how we work. This episode unpacks research analyzing millions of AI conversations to reveal how Claude is used in the economy, which jobs it impacts most, and whether AI is augmenting or automating human work.
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8 months ago
12 minutes 12 seconds

Agents of Intelligence
Enterprise AI Agents: Building Scalable Intelligence in the Cloud
This episode unpacks how enterprises can leverage AI agents to drive automation, decision support, and knowledge management. We explore cloud-native architectures, reusable AI components, and real-world case studies from top companies, providing a roadmap for scalable AI adoption in the enterprise.
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8 months ago
20 minutes 48 seconds

Agents of Intelligence