Episode Summary: The era of "Vibe Revenue"—valuations built on demos and FOMO—is officially over. In this special episode, we dissect a critical new report on Proving AI ROI Beyond Benchmarks. With OpenAI's GPT-5.2 Pro pricing reaching a staggering $168.00 per million output tokens, the days of treating intelligence as a cheap commodity are gone.

We break down the "Great Chasm" facing the C-Suite: the gap between technical capability and actual profit. We also introduce the three defensive metrics you must track in 2026 to survive: Cost Per Successful Outcome (CPSO), Revenue Per Agent (RPA), and Agentic Workflow Displacement Rate (AWDR). Plus, we explain how Composite AI and Intelligent Model Routing can reduce your blended costs by up to 99%.

Key Topics:

• The "Vibe Revenue" Bubble: Why 2025's "Gold Rush" mentality is crashing into economic reality.
• The GPT-5.2 Shock: Analysis of the "Pro" model pricing ($21 input / $168 output) and why it kills "vibe" adoption.
• Metric 1: CPSO (Cost Per Successful Outcome): Moving from "cost per token" to "cost per result".
• Metric 2: RPA (Revenue Per Agent): Treating AI agents as employees with quotas to measure top-line growth.
• Metric 3: AWDR (Agentic Workflow Displacement Rate): Measuring the % of tasks fully offloaded to AI, not just "assisted".
• The Solution: How Composite AI and Intelligent Model Routing allow you to use Llama-3 for easy tasks and GPT-5.2 only when necessary.
• The Audit: How to map your "Perceive-Act-Reason" loops to find high-ROI workflows.

Links & Resources:

• Read the Paper: https://djamgatech.com/wp-content/uploads/2025/12/Proving-AI-ROI-Beyond-Benchmarks.pdf

Keywords: xVibe Revenue, AI ROI, Cost Per Successful Outcome (CPSO), Revenue Per Agent (RPA), Agentic Workflow Displacement Rate (AWDR), GPT-5.2, Intelligent Model Routing, Composite AI, AI Economics, Etienne Noumen, AI Unraveled

🚀Credits: This podcast is created and produced by Etienne Noumen, Senior Software Engineer and passionate Soccer dad from Canada.

Host Connection & Engagement:

• Newsletter: Sign up for FREE daily briefings at https://enoumen.substack.com
• LinkedIn: Connect with Etienne: https://www.linkedin.com/in/enoumen/

🚀Strategic Consultation with our host: Stop marketing to the masses. Start briefing the C-Suite. You have seen the power of AI Unraveled: zero-noise, high-signal intelligence for the world's most critical AI builders. Now, leverage our proven methodology to own the conversation in your industry. We create tailored, proprietary podcasts designed exclusively to brief your executives and your most valuable clients. Stop wasting marketing spend on generic content. Start delivering must-listen, strategic intelligence directly to the decision-makers.. Email us at info@djamgatech.com or fill up the form in at : https://forms.gle/YHQPzQcZecFbmNds5

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Welcome back to AI Unraveled, your strategic briefing on the business impact of artificial intelligence.

Today, we are doing something different. We are skipping the daily news cycle to focus on a single, massive piece of research that just dropped from a powerhouse team at Stanford, Princeton, Harvard, and the University of Washington that proposes the first proper taxonomy for Agentic AI Adaptation.

If you are building or scaling agent-based systems, this is your new mental model. The researchers argue that almost all advanced agentic systems—despite their complexity—boil down to just four basic feedback loops. We explore the "4-Bucket" framework (A1, A2, T1, T2) and explain the critical trade-offs between changing the agent versus changing the tools.

Key Topics:

• Intro: Why "learning from feedback" is the definition of adaptation.
• The Definition: What actually counts as "Agentic AI"?
• Bucket A1 (Agent + Tool Outcome): Updating the agent based on whether code ran or queries succeeded.
• Bucket A2 (Agent + Output Eval): Updating the agent based on human feedback or automated scoring.
• Bucket T1 (Frozen Agent + Trained Tools): Keeping the LLM fixed while optimizing retrievers and external models.
• Bucket T2 (Frozen Agent + Agent-Supervised Tools): Using the agent’s own signals to tune its toolkit.
• Trade-offs: Cost vs. Flexibility in modern system design.

Links & Resources:

• Read the Paper: Adaptation Strategies for Agentic AI Systems (GitHub): https://github.com/pat-jj/Awesome-Adaptation-of-Agentic-AI/blob/main/paper.pdf

Keywords: Agentic AI, AI Taxonomy, AI Research, Stanford AI, Princeton AI, Large Language Models, LLM Agents, Reinforcement Learning, Tool Use, RAG, A1 A2 T1 T2, AI Adaptation, Etienne Noumen, AI Unraveled.

🚀Credits: This podcast is created and produced by Etienne Noumen, Senior Software Engineer and passionate Soccer dad from Canada.

Host Connection & Engagement:

• Newsletter: Sign up for FREE daily briefings at https://enoumen.substack.com
• LinkedIn: Connect with Etienne: https://www.linkedin.com/in/enoumen/

🚀Strategic Consultation with our host: Stop marketing to the masses. Start briefing the C-Suite. You have seen the power of AI Unraveled: zero-noise, high-signal intelligence for the world's most critical AI builders. Now, leverage our proven methodology to own the conversation in your industry. We create tailored, proprietary podcasts designed exclusively to brief your executives and your most valuable clients. Stop wasting marketing spend on generic content. Start delivering must-listen, strategic intelligence directly to the decision-makers.. Email us at info@djamgatech.com or fill up the form in at : https://forms.gle/YHQPzQcZecFbmNds5

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Welcome to AI Unraveled (From December 08 to December 14th, 2025): Your daily strategic briefing on the business impact of AI.

This week on AI Unraveled, we recap a massive week in artificial intelligence. The landscape shifted dramatically as Disney chose sides—inking a $1B deal with OpenAI while slapping Google with a cease-and-desist. We break down the release of GPT-5.2, Meta’s strategic pivot away from open source, and the new "space race" to build orbital data centers. Plus, the US government approves Nvidia sales to China (with a catch), and Runway unveils its General World Model.

Key Topics :

• 🏗️ Oracle reportedly delays OpenAI data centers to 2028
• 🌍 Runway unveils first "General World Model"
• 🎧 Google Translate brings real-time translation to any headphones
• 🤖 OpenAI adds skills framework to ChatGPT and Codex CLI
• 💥 OpenAI releases GPT-5.2
• 🚙 Rivian is building its own AI chips for autonomous driving
• ⚖️ Disney sends cease-and-desist to Google over AI copyright
• 🌐 Google reveals experimental ‘Disco’ browser
• 💥 Disney and OpenAI ink a billion-dollar deal
• 🚀 Bezos and Musk race to bring data centers to space
• 🧪 DeepMind announces an 'automated research lab' to discover new materials
• 🚫 DeepSeek is reportedly using banned Nvidia chips
• 🤖 OpenAI and Anthropic launch the Agentic AI Foundation
• 💼 OpenAI hires Slack CEO to lead revenue
• 💰 Pay-to-scrape AI licensing standard becomes official
• 🇺🇸 Trump approves Nvidia H200 sales to China with 25% cut
• 🇪🇺 EU launches antitrust probe into Google AI
• 👓 Google plans to launch AI glasses in 2026
• Meta is pivoting away from open source AI to money-making AI
• Guinness Record: The world’s smallest AI supercomputer is the size of a power bank. Runs 120B models locally with 80GB RAM.
• Google is rolling out a NotebookLM integration for Gemini, where users will be able to attach notebooks as a context to their conversations.

Keywords: GPT-5.2, Disney OpenAI Deal, Meta AI Pivot, Google Lawsuit, Space Data Centers, Nvidia H200 China, Rivian AI Chip, Runway World Model, Agentic AI, Etienne Noumen, AI Unraveled, Google Glasses 2026

🚀Credits: This podcast is created and produced by Etienne Noumen, Senior Software Engineer and passionate Soccer dad from Canada.

Host Connection & Engagement:

• Newsletter: Sign up for FREE daily briefings at https://enoumen.substack.com
• LinkedIn: Connect with Etienne: https://www.linkedin.com/in/enoumen/

🚀Strategic Consultation with our host: Stop marketing to the masses. Start briefing the C-Suite. You have seen the power of AI Unraveled: zero-noise, high-signal intelligence for the world's most critical AI builders. Now, leverage our proven methodology to own the conversation in your industry. We create tailored, proprietary podcasts designed exclusively to brief your executives and your most valuable clients. Stop wasting marketing spend on generic content. Start delivering must-listen, strategic intelligence directly to the decision-makers.. Email us at info@djamgatech.com or fill up the form in at : https://forms.gle/YHQPzQcZecFbmNds5

📈 Hiring Now: AI/ML, Safety, Linguistics, DevOps — $40–$300K | Remote

👉 Start here: Browse all current roles → https://work.mercor.com/?referralCode=82d5f4e3-e1a3-4064-963f-c197bb2c8db1