

âïžThe Great Sobering: Why 2026 is the Year of the AI Audit & The End of "Paying for Tokens"
2025-12-21 | 16 min.
The Death of "Vibe Revenue": Agentic P&L, The 2026 Audit & New AI Metrics (CPSO vs. RPA).The era of "Vibe Revenue"âvaluations built on flashy demos and FOMOâis officially over. In this special strategic briefing, we unpack "The Great Sobering" of 2026. As CFOs stop funding open-ended experiments, we introduce the rigorous financial framework that will define the next year: Agentic P&L.We break down the "Great Chasm" between technical capability and actual EBIT, and we teach you the three defensive metrics you need to survive the coming audit: Cost Per Successful Outcome (CPSO), Revenue Per Agent (RPA), and the Agentic Workflow Displacement Rate (AWDR). Itâs time to stop paying for output tokens and start paying for business outcomes.Key Topics & Timestamps:The Executive Summary: Why 2025 was the party and 2026 is the audit.The Concept: Defining "Agentic P&L"âtreating AI not as software, but as labor with a quota.Metric 1: CPSO: Why "time saved" is a vanity metric and how to calculate Cost Per Successful Outcome.Metric 2: RPA: Revenue Per Agentâmeasuring the top-line contribution of your digital employees.Metric 3: AWDR: The Agentic Workflow Displacement Rate and the "Great Chasm" of adoption.The Strategy: Moving from token-based pricing to outcome-based contracts.Keywords: Agentic P&L, Vibe Revenue, Cost Per Successful Outcome, CPSO, Revenue Per Agent, RPA, AI ROI, AI Audit 2026, AI Unit Economics, Agentic Workflow Displacement Rate, AWDR, Etienne Noumen, AI UnraveledSource: https://djamgatech.com/wp-content/uploads/2025/12/AIs-Shift_-From-Vibe-to-PL.pdfCredits: This podcast is created and produced by Etienne Noumen, Senior Software Engineer and passionate Soccer dad from Canada.Host Connection & Engagement:Connect with Etienne: https://www.linkedin.com/in/enoumen/Advertise on AI Unraveled and reach C-Suite Executives directly: Secure Your Mid-Roll Spot here: https://forms.gle/Yqk7nBtAQYKtryvM6đStrategic Consultation with our host: 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.đ Ready to define your domain? Secure your Strategic Podcast Consultation now at https://forms.gle/YHQPzQcZecFbmNds5đ Hiring Now: AI/ML, Safety, Linguistics, DevOps â $40â$300K | Remoteđ Start here: Browse all current roles â https://work.mercor.com/?referralCode=82d5f4e3-e1a3-4064-963f-c197bb2c8db1

AI Business and Development Weekly News Rundown: đ°SoftBankâs $22B OpenAI Sprint, Metaâs "Mango", The $61B Data Center Boom & Why Farmers Are Fighting AI (Dec 14 to Dec 21 2025)
2025-12-20 | 18 min.
This week on the AI Unraveled Weekly Rundown, the numbers are staggering. We break down SoftBankâs race to deploy $22.5 billion into OpenAI before the year ends, and the global record of $61 billion invested in data centersâa boom that is now causing land wars with farmers in Maryland.We also cover the 2026 roadmap, including Metaâs leaked "Mango" and "Avocado" models, Googleâs delay in upgrading Assistant to Gemini, and the US governmentâs probe into Nvidia H200 sales. Plus, ChatGPT hits $3 billion in mobile revenue, proving the consumer model works, even as developers struggle with "buggy" app stores.Key Topics:đ€ ChatGPT will now let you pick how nice it isâïž Google says it needs more time to upgrade Assistant to Geminiđ° SoftBank races to fulfil $22.5 billion funding commitment to OpenAI by year-endMaryland farmers fight power companies over AI boom.[1]MetaGPT takes a one-line requirement as input and outputs user stories / competitive analysis/requirements / data structures / APIs / documents, etc.[2]AI tool to detect hidden health distress wins international hackathon.[3]Investment in data centers worldwide hit record $61bn in 2025, report finds.New report contradicts AI job fearsChatGPT apps are buggy, but live and ready to tryOpenAI's unlikely new ally: Universitiesđč Gemini can now spot AI-generated videosđ„ Meta preps "Mango" and "Avocado" AI models for 2026đșđž US launches review of Nvidiaâs H200 chip sales to Chinađ° ChatGPT hits $3 billion in mobile consumer spendingđïž U.S. DOE signs on 24 tech giants for Genesis Missionđ± OpenAI opens ChatGPT app marketplace to developersđ Figure CEO Brett Adcock launches new AI labKeywords: SoftBank OpenAI, Data Center Investment, Meta Mango Model, Nvidia H200 China, ChatGPT Revenue, MetaGPT, Maryland Farmers AI, Google Gemini Delay, AI Unraveled, Etienne Noumen, Brett Adcock.Host Connection & Engagement:Connect with Etienne: https://www.linkedin.com/in/enoumen/Advertise on AI Unraveled and reach C-Suite Executives directly: Secure Your Mid-Roll Spot here: https://forms.gle/Yqk7nBtAQYKtryvM6đStrategic Consultation with our host: 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.đ Ready to define your domain? Secure your Strategic Podcast Consultation now at https://forms.gle/YHQPzQcZecFbmNds5đ Hiring Now: AI/ML, Safety, Linguistics, DevOps â $40â$300K | Remoteđ Start here: Browse all current roles â https://work.mercor.com/?referralCode=82d5f4e3-e1a3-4064-963f-c197bb2c8db1

AI Daily News Rundown and what it means for your wallet: The $3 Billion Chatbot: đ°OpenAIâs Mobile Dominance, Muskâs 2026 AGI Bet & The New "Vibe Coding" Unicorn
2025-12-19 | 19 min.
Welcome to AI Unraveled (December 19, 2025): Your daily strategic briefing on the business impact of artificial intelligence.Listen at https://podcasts.apple.com/us/podcast/ai-daily-news-rundown-and-what-it-means-for-your/id1684415169?i=1000742031008Key Topics:đč Gemini can now spot AI-generated videosđ„ Meta preps "Mango" and "Avocado" AI models for 2026đșđž US launches review of Nvidiaâs H200 chip sales to Chinađ° ChatGPT hits $3 billion in mobile consumer spendingđïž U.S. DOE signs on 24 tech giants for Genesis Missionđ± OpenAI opens ChatGPT app marketplace to developersđ Figure CEO Brett Adcock launches new AI labAngular just released: v21, modernizes Angular apps with signal-powered forms, Vitest as the default test runner, new headless components, and MCP-powered AI workflows.*OpenAI rolled out GPT-5.2-Codex, an updated coding-focused model with strengthened cybersecurity abilities.Mistral launched OCR 3, a document-reading model that converts notes, scanned forms, and tables into clean text â claiming the top spot across OCR benchmarks.Vibe coding platform Lovable announced a new $330M Series B funding round that values the company at $6.6B.Hollywood actors and filmmakers started the Creators Coalition on AI, a new advocacy group backed by over 500 artists pushing for industry standards around consent, compensation, and deepfake protections.Elon Musk reportedly told employees in an all-hands meeting that xAI may reach AGI as early as 2026, saying it can beat out rivals if they can âsurvive the next 2-3 years.âKeywords: ChatGPT Revenue, Nvidia H200 China, Meta Mango Model, GPT-5.2 Codex, Angular v21, Lovable Series B, Mistral OCR 3, Elon Musk AGI, AI Unraveled, Etienne Noumen, Tech Force.Host Connection & Engagement:Connect with Etienne: https://www.linkedin.com/in/enoumen/Advertise on AI Unraveled and reach C-Suite Executives directly: Secure Your Mid-Roll Spot here: https://forms.gle/Yqk7nBtAQYKtryvM6đStrategic Consultation with our host: 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.đ Ready to define your domain? Secure your Strategic Podcast Consultation now at https://forms.gle/YHQPzQcZecFbmNds5đ Hiring Now: AI/ML, Safety, Linguistics, DevOps â $40â$300K | Remoteđ Start here: Browse all current roles â https://work.mercor.com/?referralCode=82d5f4e3-e1a3-4064-963f-c197bb2c8db1

đ°Stop Hiring Enthusiasts: The "Cyborg" Talent Strategy - The 2026 Guide to Forensic Reviewers, AI Maestros & Managing "Lazy" Models
2025-12-19 | 19 min.
Welcome to AI Unraveled (December 19, 2025): Your daily strategic briefing on the business impact of artificial intelligence.The "Prompt Engineer" bubble has burst. As we approach 2026, the era of paying six figures for "interaction fluency" is over, replaced by a violent correction in the AI labor market. In todayâs strategic briefing, we unpack The "Cyborg" Talent Strategyâa radical restructuring of how enterprises hire for the AI age.We dive deep into why flagship models like Gemini 3.0 have become structurally "lazy" and "sycophantic," rendering the "AI Enthusiast" hire dangerous. We introduce the two critical roles you must recruit now: the Forensic Reviewer (who audits AI lies) and the Integration Architect (the "Maestro" who manages agent swarms).Key Topics:The Executive Summary: Why the "Prompt Engineer" is obsolete and why the "Enthusiast" is a liability.The Technical Crisis: Understanding Gemini 3.0âs "Laziness," "Sycophancy," and "Evaluation Paranoia."The Strategy Shift: Moving from "Human-in-the-Loop" (Bottleneck) to "Human-on-the-Loop" (Air Traffic Control).Role Deep Dive: The Forensic Reviewerârecruiting for "Trust Zero" and hallucination scrubbing.Role Deep Dive: The Integration Architect (Maestro)âorchestrating RAG, context windows, and MCP servers.The "Cyborg" Interview: The exact questions to ask to test for skepticism and architectural discipline.Governance: ISO 42001 and the infrastructure of trust.Keywords: Cyborg Talent Strategy, Prompt Engineering Dead, Gemini 3.0 Laziness, Forensic Reviewer, Integration Architect, AI Maestro, ISO 42001, AI Sycophancy, Human-on-the-loop, AI Recruitment 2026, Etienne NoumenSource: https://djamgatech.com/wp-content/uploads/2025/12/AI-Hiring-Strategy_-Skeptics-Over-Evangelists.pdfHost Connection & Engagement:Connect with Etienne: https://www.linkedin.com/in/enoumen/Advertise on AI Unraveled and reach C-Suite Executives directly: Secure Your Mid-Roll Spot here: https://forms.gle/Yqk7nBtAQYKtryvM6đStrategic Consultation with our host: 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.đ Ready to define your domain? Secure your Strategic Podcast Consultation now at https://forms.gle/YHQPzQcZecFbmNds5đ Hiring Now: AI/ML, Safety, Linguistics, DevOps â $40â$300K | Remoteđ Start here: Browse all current roles â https://work.mercor.com/?referralCode=82d5f4e3-e1a3-4064-963f-c197bb2c8db1

Special Report: đźThe "AI Fatigue" Reality Check â Lazy Models, Corporate Surveillance & The End of Hype
2025-12-18 | 18 min.
Welcome to AI Unraveled (December 18, 2025): Your daily strategic briefing on the business impact of artificial intelligence.In this special edition of AI Unraveled, we conduct a forensic accounting of the "Vibe Shift" hitting the tech world in Q4 2025. Based on an exhaustive analysis of thousands of developer discussions across Reddit and X, we explore the rising sentiment of "AI Fatigue."This isn't about boredomâit is a militant reaction to technical regression. We break down the "Hype-Utility Gap," the widespread complaints about Gemini 3.0 and Claude 4.5 becoming "lazy" (refusing to write code), and the invasive rise of corporate AI surveillance. We also discuss the "VRAM Crisis" creating a class divide among developers and the pragmatic roadmap for surviving the "Slop Era."Key Topics:The Executive Summary: Why the "Generative Boom" has turned into the "Trough of Exhaustion."Frustration A: The "Hype-Utility Gap"âWhy developers are tired of being told tools will replace CEOs when they canât even retain file context.Frustration B: The Degradation CrisisâWhy Gemini 3.0 and Claude 4.5 are giving you placeholder comments (// rest of code here) instead of solutions.The Surveillance State: How companies are weaponizing "prompt logs" and "commit velocity" to spy on workers.The VRAM Class Divide: The "Memory Vacuum" that separates the haves from the have-nots.[16:30] The Take: Moving to the "Cyborg Workflow"âTreating AI like a junior intern, not a god.Keywords: AI Fatigue, Gemini 3.0 Pro, Claude 4.5 Sonnet, Model Collapse, AI Slop, Developer Burnout, Hype-Utility Gap, VRAM Crisis, AI Surveillance, Prompt Engineering, Q4 2025 AI Trends, Etienne NoumenHost Connection & Engagement:Connect with Etienne: https://www.linkedin.com/in/enoumen/Advertise on AI Unraveled and reach C-Suite Executives directly: Secure Your Mid-Roll Spot here: https://forms.gle/Yqk7nBtAQYKtryvM6đStrategic Consultation with our host: 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.đ Ready to define your domain? Secure your Strategic Podcast Consultation now at https://forms.gle/YHQPzQcZecFbmNds5đ Hiring Now: AI/ML, Safety, Linguistics, DevOps â $40â$300K | Remoteđ Start here: Browse all current roles â https://work.mercor.com/?referralCode=82d5f4e3-e1a3-4064-963f-c197bb2c8db1



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