INSIGHTS
Field-tested insights on AI transformation, scaled agility, and AI-Native leadership. 12+ years of engagements at Orange Business, Renault, Allianz.
No article matches your search.
Read first
IAgile™: The Convergence of Agility and AI
AI without agility = fast chaos. Agility without AI = methodological archaeology. Only 21% of AI projects deliver. 6 IAgile™ principles + 3 transformation axes.
AI Transformation: The Complete Guide to Succeed in 2026
Only 21% of AI projects deliver. 85% never reach production. Strategy, 5 steps, fatal mistakes, ROI measured at Orange Business, Renault, Allianz.
AI Governance: The Missing Link in 5 Pillars
ExCom audit reveals 7 chatbots / 2M€. Only 21% of AI projects deliver. Not a tech problem — a governance problem. 5 operational pillars + 4-week IAgile sprints.
M3K: The Framework for AI-Native Leadership
'What do we do with our managers?' 91% cite human factor as #1 barrier. 4 dimensions (Mindset, Methods, Metrics, Knowledge) + 90-day deployment plan.
AI Strategy: 6 Mistakes That Kill Before Launch
ExCom: 18 months / 2.4M€ spent, model unused. Only 21% of AI projects deliver. 6 boardroom mistakes + the 3 ROI layers most companies ignore.
All articles
The 7 People Deciding the Future of AI
Huang, Altman, Nadella, Hassabis, Amodei, LeCun, Suleyman. Effective power, not LinkedIn fame. Does your AI roadmap depend on just one of these 7?
AI Agents in Enterprise: Why Technology Isn't Enough
Everyone deploys agents. Almost nobody redesigns the organization. Tech is never the limit — it's the absence of structure, roles, and rules.
AI and CSR: The Carbon Cost Nobody Measures
15 CIOs interviewed, 0 AI carbon figure. Digital scope 3 is the biggest blind spot in CSR reports. CSRD as deadline. 5 concrete sobriety levers.
AI and Employment: The Real Impact of Layoffs
UPS, Amazon, Intel, Meta lay off 'because of AI'. Cost-cutting disguised as AI strategy. 12% of work automatable (MIT) — tasks, not utility.
AI Explainability: Why Nobody Uses Your Model
XGBoost at 89% accuracy, sales reps stop using it in 3 months. Not a tech problem — a trust problem. Explainability spectrum + AI Act mandatory transparency.
The AI Intern Trap: Automating Your Dysfunctions
AI runs your processes faster, without questioning relevance. 3 warning signs. 5-question diagnostic to stop automating chaos and start fixing it.
AI Doesn't Transform, It Reveals (and Amplifies)
If your processes are fuzzy, AI amplifies the fuzz. If your decisions are bad, it speeds them up. 95% of GenAI projects fail. A brutal diagnostic.
The AI Wow Effect: The Demo Trap That Kills 79% of Projects
8-min demo, 3 execs sold, zero deployment 6 months later. Only 21% of AI projects deliver real value (Gartner). 4 actions to move from Wow to driving seat.
Build Your AI Committee in 4 Weeks: A Practical Guide
CEO: 'no more quarterly PowerPoint committee'. 4 weeks, concrete deliverables, decisions from week 2. Composition, mandate, first arbitrations.
Cognitive Biases and AI: Your Worst Enemy in Transformation
ExCom approves 350K€ on 8-min demo. The AI risk isn't technical, it's cognitive. 5 biases (halo, anchoring, confirmation, AI-intern, survivor) + structural debiasing.
IAgile vs AUGMENT vs AI Ladder: Which AI Framework?
Honest comparison of 3 enterprise AI frameworks. Strengths, blind spots, contexts. Only 21% of AI projects deliver — avoid the wrong framework for the right org.
Field Report: AI-Augmented PI Planning, What Changes?
100+ PI Plannings facilitated. 3 agents tested — success, failure, success. What works and what triggers team resistance. No filter.
From 5 to 70 AI Use Cases: A Scaling Field Report
5 POCs + ExCom that wants to scale = the moment most fail. 3 phases (POC wall / industrialization / acceleration) + concrete success metrics.
4 Warning Signs Your AI Project Will Fail
AI projects cost 900K-1.8M€. 85% never reach production (Gartner). 4 warning signs to spot at kickoff + 3-phase de-risking with decision-making checkpoints.
Zero UI: How Invisible Interfaces Change Organizations
When agents negotiate without humans, who supervises? Observability, Agent Owner, 3 supervision levels to avoid flying blind.
AI CEO: When Machines Run Companies
Tang Yu (NetDragon), Mika: algorithmic CEOs in 2026. What AI does better. What it can't do. The hybrid augmented-leader model.
AI for Climate: Real-Time Planetary Monitoring
Google's AlphaEarth: Earth mapped in 10m squares. From reactive to predictive mode. Floods, fires, water stress anticipated.
AI Content Collapse: The Internet Devours Itself
2020: 99% human content. 2025: majority AI. Model collapse contaminates next-gen models. Does your brand voice survive the synthetic flood?
Beyond LLMs: CALM, World Models and the Future of AI
Yann LeCun leaves Meta for world models. 'LLMs are useful, not intelligent'. CALM 4× faster. Why your AI architecture must anticipate the post-LLM era.
Deepfakes and AI: Journalism Has Never Been More Threatened
Image, video, audio: fake has never been so easy. Liar's dividend devastating. $25M lost at Arup via deepfake CFO. Build your response plan.
DORA 2025 Report: AI Transforms Software Development
90% of devs use AI. +80% perceived productivity but +7.2% instability. Only 5% truly integrate. Guide to structural integration.
Generative AI + Technical Debt = An Explosive Cocktail
95% of GenAI projects fail. GenAI amplifies your IS state: clean code = gain; minefield = accelerated chaos. Don't put a nuclear reactor in a wooden cabin.
Investors Firing Humans to Fund AI: The Strategic Mistake
They lay off to accelerate on AI. But every serious study shows the opposite: the centaur model (human+AI) creates 3× more value than AI alone.
A North Korean Hacker Hired by a Cybersecurity Company
AI LinkedIn photo, 4 video interviews passed, malware deployed in 25 min. 300+ companies infiltrated (Mandiant). Does your remote hiring hold up?
Vibe Coding: The 3rd Product Paradigm After Waterfall and Agile
20 years of waterfall, 20 years of agile. Vibe coding (Karpathy) imposes a new mental model — explore with AI, shape after. RAG + CAG explained.
SAFe Coach at Scale: 12 Years of Field Lessons
30+ ARTs launched at Renault, Allianz, La Poste, Orange Business. 5 levers that actually work + 4 traps that sink your SAFe deployments. No filter.
What Is AI? 70 Years of History for Decision-Makers
AI is whatever computing hasn't yet automated. From Turing to 2026 agents. Understand where we are before deciding where to go.
AI FOMO: You're Not Behind, You're Just in Time
$1 trillion evaporated in one week. FOMO drives structurally dangerous decisions. Cone of uncertainty + 4 questions to decide cleanly instead of reacting.
AI Singularity Has Already Started (Not a Debate)
AGI isn't a future moment — it's a movement underway. Devs outpaced, analysts undercut. Short window to become AI-Native before obsolescence.
Why AI Transformation Fails Because of Managers
RTE of 150 people: 'AI to break my own glass ceiling'. 91% cite human factor as #1 barrier. AI as amplifier + 5 new managerial postures to develop.
AI Transformation: Why Optimize Before Transforming
'We want to transform with AI' → only 21% of projects deliver. The sequence that works: 3-6 months of optimization before transformation. 4 readiness signals.
AI at Work: Convince Through Usage, Not Speeches
88% of companies use AI, 32% have integrated it. Manager testing 4 tools without knowing if value. +40% in 3 months with 1 integrated tool. The work-gesture test.
AI Cybersecurity: BruteForceAI Kills Your Passwords
Open-source tool that detects, attacks and reports successes autonomously. The attack/defense asymmetry inverts. 5 reflexes to harden this week.
DeepSeek Strikes Again: More Stable, Cheaper Transformers
1 year ago: $600B Nvidia evaporated. Jan 1, 2026: new mHC paper. Token prices /1000 in 3 years. Does your AI roadmap survive a new 90% drop?
Design Thinking AI: Problem Before Solution
Workshop output: feature-rich AI solution, undefined problem. The test: state it in 1 sentence without tech. 5 weeks → 3 hours with AI in the work gesture.
What If Elon Musk Uberized NVIDIA? 100M Teslas = 1000× Top Supercomputer
Amazon +$150B, Microsoft +$100B in data centers. 100M Teslas idle 95% of the time = 100 GW of compute. Uberization applied to AI compute.
AI: Brussels Legislates, Beijing Acts
China's 'AI Plus' strategy: 70% AI agents in the economy by 2027. Europe: 400-page AI Act. Christine Lagarde sounds the alarm. Strategic decoupling.
Field Report: Agile × AI Transformation in the Field
'I'm no longer in the what-to-do, I'm in how-to-let-others-succeed'. 18 months supporting RTE 100 people + AI-augmented coach producing the impossible.
Human × AI Co-Intelligence: Rethink Workflows, Don't Automate
Sales proposal 3 weeks → 5 days after redesign. Invert the flow, don't strap an assistant on each step. Cognitive symbiosis + 3 principles + 3 prio criteria.
NVIDIA Makes Your Cloud Architecture Obsolete
CES 2026: Jensen Huang ends the all-cloud era. Inference cost /10 with Rubin. AMD and Lenovo push Local First. AI leaves the screens.
OpenAI Is Netscape's Story: It Ends Badly
1995: Netscape revolutionizes the web, killed 3 years later by free IE. OpenAI lives on subscriptions, Google can offer free. Modularize your stack.
End of Human OS: Welcome to AI OS
Flowith OS: 1st OS designed for AI agents, not for you. Beta — agents winning at poker. Is your offering buyable by an AI without a screen?
SAFe AI-Native: what this certification really changes
SAFe AI-Native transforms how agile organizations integrate AI. What this certification actually changes for your teams and value streams.
Shadow AI: The Invisible Threat (93% of Employees)
'We can't use Claude' + ChatGPT on personal phone, same week. Not a tech problem, a governance problem. 5 risks + 4 Monday-morning actions to take control.
SLMs Will Kill LLMs (And Nobody Talks About It in ExComs)
Phi-3 Mini: 3.8B params, 73% cheaper, 15× faster than 10× larger LLMs. NVIDIA: 70% of LLM calls replaceable by SLMs in autonomous agents.
Software Cost Is Collapsing: Code Like SMS in 2000
Replit, v0, Figma Make: building an app as easy as posting on TikTok. Content becomes app. RAG and CAG: the bridge to augmented decision-making.
Training for AI: Stop Working Like It's 2005
Team with 12 AI trainings, 0 change. The real problem: unlearn, don't train. Firefighter vs architect mode. Watch vs methodological capitalization.
Youth and AI: The Generational Divide
84% of students use AI for coursework. 30% already get better grades. Either you offer an AI-Native frame, or they create your competitor.