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Artificial Intelligence & Automation

Explore my thoughts on AI, agent systems and how they're transforming the way we work.

Codex in Production: The Deployment Pattern Three Enterprise Cases Just Confirmed
OpenAI

Codex in Production: The Deployment Pattern Three Enterprise Cases Just Confirmed

A Pattern That Repeats in 48 Hours Three official OpenAI publications, released between 20 and 22 May 2026. Three different sectors — aviation,…

May 25, 20268 min
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Suno and AI Music Creation: The Creative Infrastructure Europe Does Not Control
Suno

Suno and AI Music Creation: The Creative Infrastructure Europe Does Not Control

What the data shows: four tracks in one day On 11 May 2026, four distinct Suno-generated tracks — Memorize Props , Food (Just For Fun) , Laundry and…

May 23, 202611 min
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Open-Weight RAG Stack: Why the Embedding and Reranking Layers Moved Before the Agents Did
Hugging Face

Open-Weight RAG Stack: Why the Embedding and Reranking Layers Moved Before the Agents Did

What Just Forced a Layer-by-Layer Reassessment Between 14 and 19 May 2026, three independent publications reshaped the economics of enterprise…

May 22, 202615 min
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Codex and ElevenLabs Roleplay: Two Enterprise AI Agent Architectures Built for Different Mandates
ElevenLabsOpenAI

Codex and ElevenLabs Roleplay: Two Enterprise AI Agent Architectures Built for Different Mandates

Why the comparison matters now On 13 May 2026, ElevenLabs published a case study documenting how the company coaches hundreds of sales…

May 15, 202612 min
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Google Finance AI Reaches Europe: The Financial Interpretation Layer Is Now American
Anthropic

Google Finance AI Reaches Europe: The Financial Interpretation Layer Is Now American

What happened On 11 May 2026, Google announced the European rollout of a reimagined, AI-powered Google Finance with full support for local languages,…

May 14, 202613 min
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Granite 4.1, Nemotron Omni and DeepSeek-V4: Three Open-Weight Models That Don't Compete for the Same Enterprise Job
DeepSeekHugging FaceNVIDIA

Granite 4.1, Nemotron Omni and DeepSeek-V4: Three Open-Weight Models That Don't Compete for the Same Enterprise Job

What Just Shifted in the Open-Weight Enterprise Landscape Between late April and early May 2026, three separate teams published technical posts on…

May 13, 202618 min
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DeployCo: When OpenAI Absorbs the Integration Layer, European Leverage Shrinks
OpenAI

DeployCo: When OpenAI Absorbs the Integration Layer, European Leverage Shrinks

What just changed in San Francisco On 11 May 2026, OpenAI announced the launch of DeployCo, a distinct commercial entity whose stated mission is to…

May 12, 202610 min
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One AI Track Per Day on Suno: What This Pace Signals for Enterprise Content Teams
Suno

One AI Track Per Day on Suno: What This Pace Signals for Enterprise Content Teams

What Suno's Publication Cadence Actually Measures Between 30 April and 10 May 2026, a continuous stream of tracks appeared on Suno: "Morning Drive"…

May 11, 202611 min
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OncoAgent: The Dual-Tier Architecture That Makes Compliance Structural in Clinical AI
ElevenLabsHugging Face

OncoAgent: The Dual-Tier Architecture That Makes Compliance Structural in Clinical AI

The setup: oncology sits at the hardest intersection for clinical AI Clinical decision support in oncology is one of the most consequential…

May 10, 202612 min
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The AI Maturity Gap: What OpenAI's B2B Signals Research Reveals About Enterprises Pulling Ahead
OpenAI

The AI Maturity Gap: What OpenAI's B2B Signals Research Reveals About Enterprises Pulling Ahead

The pattern: two groups, one accelerating gap On 6 May 2026, OpenAI published its B2B Signals research, examining how the most advanced enterprises…

May 9, 20269 min
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AlphaEvolve Moves Into Global Infrastructure: The Decision Perimeter Europe Cannot See
GoogleAnthropic

AlphaEvolve Moves Into Global Infrastructure: The Decision Perimeter Europe Cannot See

What Google DeepMind announced on 6 May 2026 AlphaEvolve is Google DeepMind's coding agent, powered by Gemini. On 6 May 2026, the lab published an…

May 8, 20269 min
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Anthropic and SpaceX: What the 7 May Compute Deal Means for European Digital Sovereignty
AnthropicGoogle

Anthropic and SpaceX: What the 7 May Compute Deal Means for European Digital Sovereignty

The 7 May announcement: two measures, one structural signal On 7 May 2026, Anthropic published a two-part announcement, per the company's official…

May 7, 20269 min
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Voice AI in Production: The Three Signals That Confirm the Pilot Phase Is Over
ElevenLabsOpenAI

Voice AI in Production: The Three Signals That Confirm the Pilot Phase Is Over

The pattern: three maturity signals in seven days The week of 29 April to 6 May 2026 concentrated three publications that form a coherent market…

May 6, 20268 min
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Anthropic splits its model line: Opus 4.7 for safety, Mythos for power
Anthropic

Anthropic splits its model line: Opus 4.7 for safety, Mythos for power

A line drawn sharper than ever before Until now, every lab shipped a flagship and left enterprises to manage the risk-performance trade-off…

May 5, 20267 min
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Cascade Partnerships: How Google DeepMind Now Controls Enterprise Access to Frontier AI
Google

Cascade Partnerships: How Google DeepMind Now Controls Enterprise Access to Frontier AI

What the Sources Actually Measured On 22 April 2026, Google DeepMind published an official post announcing partnerships with "global industry…

May 4, 202610 min
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AI Model Behaviour Drift: The Signal Enterprise Teams Are Not Reading Yet
AnthropicOpenAI

AI Model Behaviour Drift: The Signal Enterprise Teams Are Not Reading Yet

A Recurring Pattern: Model Behaviour Is Not Fixed at Deployment Two major publications within 48 hours. OpenAI documents how unpredictable…

May 3, 20269 min
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Granite 4.1: The Five-Phase Pipeline That Proves Architecture Discipline Beats Scale
Hugging Face

Granite 4.1: The Five-Phase Pipeline That Proves Architecture Discipline Beats Scale

The Business Problem: One Model, Contradictory Goals IBM's specification for Granite 4.1 was enterprise-grade from the outset: Apache 2.0 licence,…

May 2, 202613 min
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Agent-Controlled Visual Production: What Higgsfield's MCP Integration Changes for Organisations
Anthropic

Agent-Controlled Visual Production: What Higgsfield's MCP Integration Changes for Organisations

The announcement: one protocol, thirty models, four named clients On 30 April 2026, Higgsfield.ai published its MCP — Model Context Protocol —…

May 1, 20268 min
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BioMysteryBench and Gemini TTS: Two Launches That Redraw the Lines Between Anthropic and Google
GoogleElevenLabsAnthropic

BioMysteryBench and Gemini TTS: Two Launches That Redraw the Lines Between Anthropic and Google

The Signal That Forced a Reassessment For years, the competition between Anthropic and Google DeepMind played out on the same axes: scores on general…

April 30, 202613 min
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AGI Infrastructure: Stargate Centralises Compute in the US, Europe Negotiates from the Margins
OpenAIHugging Face

AGI Infrastructure: Stargate Centralises Compute in the US, Europe Negotiates from the Margins

What just happened On 29 April 2026, OpenAI published a document titled Building the compute infrastructure for the Intelligence Age . The message is…

April 29, 202612 min
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GPT-5.5 Reshuffles the Enterprise AI Vendor Deck: What Leaders Should Take Away
OpenAIAnthropic

GPT-5.5 Reshuffles the Enterprise AI Vendor Deck: What Leaders Should Take Away

GPT-5.5 shipped on April 23, 2026, six weeks after GPT-5.4. At that cadence, planning an enterprise AI stack on a 36-month horizon means relying on a…

April 28, 20269 min
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DeepSeek-V4's Million-Token Context: What It Actually Changes for Enterprise AI Agents
DeepSeekOpenAIHugging Face

DeepSeek-V4's Million-Token Context: What It Actually Changes for Enterprise AI Agents

Think back to the first time a client walked in with a 400-page contract and hoped an AI agent could read it "in full." The reality: split into…

April 27, 20269 min
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Google's 8th-Gen TPUs and an Austrian Data Center: Why Infrastructure Is Now the Real AI Battleground
Google

Google's 8th-Gen TPUs and an Austrian Data Center: Why Infrastructure Is Now the Real AI Battleground

Every time a product team sends an AI API call, custom silicon somewhere in a data center fires up to answer. Most digital leaders never think about…

April 26, 20269 min
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Twenty Years, Almost 250 Languages: What Google Translate's Maturity Arc Tells Enterprise AI Leaders
Google

Twenty Years, Almost 250 Languages: What Google Translate's Maturity Arc Tells Enterprise AI Leaders

The pattern: experimental AI becomes critical infrastructure — on its own schedule Google Translate launched as an AI experiment in 2006, according…

April 25, 20269 min
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What 81,000 Workers Reveal About AI: The Data That Reframes the Strategic Debate
AnthropicGoogle

What 81,000 Workers Reveal About AI: The Data That Reframes the Strategic Debate

Think back to every boardroom discussion in 2023: "Is AI going to eliminate jobs?" The question surfaced at every leadership meeting, with the only…

April 24, 20269 min
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Apple Turns the Page: Tim Cook Steps Down, Engineer John Ternus Takes Over
Apple

Apple Turns the Page: Tim Cook Steps Down, Engineer John Ternus Takes Over

It is enough to think back to the day an entire generation unboxed its first iPhone to measure the distance travelled. That feeling of holding a…

April 23, 20266 min
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Chrome as Orchestrator: The Browser You Open Every Day Has Fundamentally Changed
Google

Chrome as Orchestrator: The Browser You Open Every Day Has Fundamentally Changed

What changed in April 2026 Within a few days, Google published two distinct deployments that alter the fundamental nature of Chrome. The first,…

April 22, 20268 min
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Siri Rebuilt on Gemini: The Foundation Shift Apple Has Yet to Announce
AppleGoogle

Siri Rebuilt on Gemini: The Foundation Shift Apple Has Yet to Announce

Some decisions appear in press releases. Others live in architecture documents, weeks before any public statement. Choosing whose foundation model…

April 21, 202611 min
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Suno v5.5: The Declaration That Tips AI Music Generation Toward Human Identity
Suno

Suno v5.5: The Declaration That Tips AI Music Generation Toward Human Identity

There is something quietly disorienting about hearing yourself on a recording for the first time. The voice you thought you knew is never quite the…

April 20, 20269 min
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WWDC 2026: The Conference Where Two Years of Apple Intelligence Promises Come Due
AppleOpenAI

WWDC 2026: The Conference Where Two Years of Apple Intelligence Promises Come Due

There are events whose weight is felt before they happen. WWDC has held that status for decades. Every first Monday of June, a single keynote…

April 19, 20269 min
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Eleven Music: How ElevenLabs Is Rewriting the Rules of Engagement With the Music Industry
ElevenLabs

Eleven Music: How ElevenLabs Is Rewriting the Rules of Engagement With the Music Industry

There was a time when the boundary between voice and music felt permanent. Recording studios on one side, dubbing booths on the other. Two crafts,…

April 18, 20269 min
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Apple Intelligence in 2026: The Opacity Gap European Organisations Cannot Afford to Ignore
AppleGoogle

Apple Intelligence in 2026: The Opacity Gap European Organisations Cannot Afford to Ignore

The global news in one paragraph In February 2026, anonymous sources suggested Apple was struggling internally with its refreshed Siri — issues…

April 17, 202610 min
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ElevenLabs Inside European Networks: The Telco Infrastructure Bet That Raises Sovereignty Questions
ElevenLabs

ElevenLabs Inside European Networks: The Telco Infrastructure Bet That Raises Sovereignty Questions

The Global Picture In February 2026, ElevenLabs closed a $500M Series D led by Sequoia Capital at an $11B valuation, per Sacra. The company reached…

April 16, 202611 min
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Suno 5.5: The Day AI Music Generation Stopped Being Generic
SunoGoogle

Suno 5.5: The Day AI Music Generation Stopped Being Generic

There is a song in every life that does not merely please — it recognises . Something in the chord progression, in the timbre, in the rhythm that…

April 15, 202610 min
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Suno at $5 Billion: What an AI Music Generator's Valuation Reveals About the Market
Suno

Suno at $5 Billion: What an AI Music Generator's Valuation Reveals About the Market

The raw figure: what the source actually measured On May 5, 2026, Digital Music News reports that Suno, an AI music generator, is preparing to…

April 14, 20268 min
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Songkick Moves from Warner to Suno: When a Generative AI Company Inherits the Live Music Graph
Suno

Songkick Moves from Warner to Suno: When a Generative AI Company Inherits the Live Music Graph

A decade ago, checking whether a band was playing in your city meant three open tabs, a Reddit thread, and a cobbled-together Google alert set up on…

April 13, 20268 min
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ElevenLabs at $11 Billion: What Your Audio Stack Should Look Like in Twelve Months
ElevenLabs

ElevenLabs at $11 Billion: What Your Audio Stack Should Look Like in Twelve Months

Where the voice AI market actually stands today In early May 2026, ElevenLabs announces a $500 million raise led by Sequoia, bringing its valuation…

April 12, 20269 min
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When Hospitality Meets AI: Lessons from Hyatt's ChatGPT Enterprise Rollout
OpenAI

When Hospitality Meets AI: Lessons from Hyatt's ChatGPT Enterprise Rollout

Hilton, Marriott, Accor — every major hotel group is watching artificial intelligence closely. But Hyatt just took a significant step by deploying…

April 11, 20266 min
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Waypoint-1.5: Real-Time Generated Worlds on Your Own GPU
Hugging Face

Waypoint-1.5: Real-Time Generated Worlds on Your Own GPU

Generative world models have long required datacenter-scale infrastructure. Waypoint-1.5 shifts this paradigm by delivering interactive, real-time…

April 10, 20264 min
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AI Agents Learn On the Job: A Quiet Revolution for Enterprises
Hugging Face

AI Agents Learn On the Job: A Quiet Revolution for Enterprises

Enterprise AI adoption has so far relied on a trade-off: models are trained once, then deployed. Their knowledge remains frozen at the time of…

April 9, 20264 min
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Holo3: Open-Source AI That Actually Uses Your Software
Hugging Face

Holo3: Open-Source AI That Actually Uses Your Software

A New Milestone in Enterprise Automation On April 1, 2026, Hugging Face announced Holo3 , an AI model capable of executing complete workflows on…

April 8, 20265 min
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The Impact of AI on Business Digital Transformation
Artificial Intelligence

The Impact of AI on Business Digital Transformation

Artificial intelligence is revolutionizing the way businesses operate, innovate, and interact with their customers. This AI-driven digital…

January 29, 20266 min
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ChatGPT and LLMs: How to Revolutionize Your Way of Working
OpenAIAnthropic

ChatGPT and LLMs: How to Revolutionize Your Way of Working

Since the launch of ChatGPT in late 2022, Large Language Models (LLMs) have transformed the way we work. Discover how to leverage these tools to…

January 24, 20265 min
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AI Ethics: Towards Responsible Artificial Intelligence
Artificial Intelligence

AI Ethics: Towards Responsible Artificial Intelligence

As AI deploys across all sectors, ethical questions become crucial. How can we develop and use AI responsibly? Ethical Challenges of AI Artificial…

January 14, 20267 min
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Generative AI for Design: Midjourney, DALL-E and Beyond
OpenAIMidjourney

Generative AI for Design: Midjourney, DALL-E and Beyond

Generative AI tools are revolutionizing the design world. Creating unique visuals in seconds is now within everyone's reach. Generative AI Tools for…

January 9, 20266 min
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AI Agents: The Future of Intelligent Automation
Artificial Intelligence

AI Agents: The Future of Intelligent Automation

Beyond chatbots, AI agents represent the next revolution. These autonomous systems can accomplish complex tasks independently. What is an AI Agent?…

January 4, 20266 min
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AI & Automation Blog | Insights on Digital Transformation | Neurolinks | Matthieu Pesesse