Atrineo
LinkedIn Series Index · June 2026 Vorstand · Editorial
LinkedIn Series · 2026

AI in Technology Transfer.
A visionary series.

Sixty-seven essays on how artificial intelligence is reshaping technology transfer offices, innovation ecosystems and the institutional architecture that connects science to markets.

Author Nestor Rodriguez Vilanova
Co-Founder and Managing Director
Atrineo AG and Atrineo Iberia SL
Series Sixty-seven articles
Published 2025 to 2026
LinkedIn Pulse
Audio Spotify podcast
One episode per article
Open access
- Note on access This index lists sixty-seven articles published on LinkedIn Pulse. LinkedIn does not permit search engines to index individual article URLs, and the articles require authentication to read. Each entry below links directly to the published article. If a link does not open, the author Activity tab carries the full set. The Spotify podcast series mirrors each article as an audio episode.
01 - Foundations

Foundations.

  • 01

    Is your Transfer Office stuck at Stage 0?

    Introduces the 0-to-6 AI maturity model for Transfer Offices. Anchor publication: DUZ TransferRaum 04/2025.

  • 02

    Stop waiting for AI to be perfect.

    Argues human-in-the-loop pragmatism beats waiting for flawless models; 50 to 60 percent automation already wins.

  • 03

    You cannot build AI on paper files: fixing the Digital Basement

    Without structured data and digital sovereignty, AI in TTOs is a dead end.

  • 04

    Beyond the Prompt: why Prompt Engineering is a temporary skill

    Move from magic prompts to agents and recursive self-prompting.

  • 05

    The secret skill gap killing AI adoption in Technology Transfer

    The missing layer is management judgement, not tool literacy.

  • 06

    The Brains vs. the Hands: why an Agent is not just an LLM

    Sealed-room doctor versus fully equipped hospital; specialist versus flexible agents.

  • 07

    Stop waiting for IT: Vibe Coding turns transfer professionals into tool builders

    Natural-language coding, with strict guardrails around scope.

  • 08

    Dormant to Dynamic: five moves to unlock AI fluency across your TTO

    Systematic discovery, real hours, shared failures, AI Labs, champions.

  • 09

    Make or Buy? The AI Kitchen Dilemma every Transfer Office must resolve

    Cookbook, Thermomix, takeaway or restaurant: where to build versus buy.

  • 10

    We gave 76 Technology Transfer professionals AI Agents

    Beta data: power-law adoption, patent analysis dominance, lessons on diffusion.

02 - Deep Dives

Deep Dives.

  • 11

    The Shadow IT Department: when your best people start building what IT will not

    The political risk of unsanctioned AI tooling inside TTOs.

  • 12

    We tried to build a Chatbot for Technology Transfer. It did not know what it is.

    The profession lacks a shared taxonomy, so its knowledge base is missing.

  • 13

    Stop obsessing over LLM benchmarks. Is your problem Thinky, Sweaty, or Shrinky?

    Match the problem type to the right model rather than chase rankings.

  • 14

    Who is listening? Data sovereignty, espionage, and the AI tools you already use

    The French Senate scene and the CLOUD-Act-shaped exposure of EU IP.

  • 15

    The AI Scare Trade: Wall Street and Real Street move together as everyone panics from AI

    Market autoimmune disorder reshapes corporate licensing partners.

  • 16

    The Web is forking: why the Agentic Internet changes everything (Part 1 of 2)

    Wallets, machine-readable web and execution environments collide.

  • 17

    What the Agentic Internet actually means for your Transfer Office (Part 2 of 2)

    Collapse of the Valley of Death, agent-led licensee discovery.

  • 18

    I wanted to learn AI and all it did was make me a better boss

    AI exposes lazy delegation; specification engineering as a management skill.

  • 19

    The Meat Puppet Paradox: when the Agent becomes the Manager and you become the Hands

    The dark inversion of who delegates to whom.

  • 20

    The Anthropic Ultimatum: when the US Government attacks its own AI Champions

    DoD versus Anthropic and the implications for European IP sovereignty.

03 - Skills and Strategy

Skills and
Strategy.

  • 21

    Taste is King: why your most valuable AI asset is the critical thinking you keep throwing away

    Building a Taste Repository so corrections compound.

  • 22

    What does the AI-first Transfer Office have to do with power plants?

    Siemens DCS automation layers as the blueprint for the AI-first TTO.

  • 23

    The Great Unburdening: how AI is dismantling coordination overheads

    Most work is synchronisation overhead, and the agents expose it.

  • 24

    Snow WhAIte and the Seven Dwarfs: the story of the quest for the missing problem type

    Completes the problem-type taxonomy with Sparky (divergent ideation).

  • 25

    The TLDR that took 24 articles to write: 10 things I wish I had said on page one

    Ten structural beams summarising the series so far.

  • 26

    Take off your shoes and empty your pockets: a Trusted Traveller Programme for Innovation Funding

    Proposals are now cheap, delivery track-record matters.

  • 27

    The Trillion-Dollar Telescope pointed away from Europe

    The AI infrastructure capex race and the European capital-allocation emergency.

  • 28

    The Bottleneck is You: how automation can become a self-reinforcing virtuous loop

    The operator becomes the architect; closing the AI psychosis gap.

  • 29

    From Anti-Bot to Agent-First: the transactional architecture is being rebuilt around you

    The web flips from blocking bots to serving them as customers.

  • 30

    Knock, knock, who is there? How an April Fool joke proved that code is no longer a moat

    The Claude Code Tamagotchi leak and the Claw Code rewrite.

04 - Architecture and Agents

Architecture
and Agents.

  • 31

    The Sandwich: how the AI Scientist and the Autonomous Scout are about to crush everything in between

    TTOs squeezed between supply and demand acceleration.

  • 32

    Not all Agents are created equal: the four types of Autonomous AI

    Task Harness, Dark Factory, Metric Optimisation Engine, Orchestration Framework.

  • 33

    The Model they would not sell: what Claude Mythos means for KTT

    The Anthropic safety-driven non-release and the urgency of AI safety in TTOs.

  • 34

    The Competency Stack: seven skills your Transfer Office needs before it deserves an AI architecture

    From Specification Precision to Trust Architecture.

  • 35

    Your Agents work for you. But who else are they working for?

    Agentic security: permissive interlocks borrowed from process-control engineering.

  • 36

    The GDPR Card: how the favourite European regulation became the universal excuse for inaction

    Dismantling the seven most common GDPR objections to AI in TTOs.

  • 37

    Everything Everywhere all at Once: the vertigo of living at AI speed

    Five speeds of professional adoption, and the social cost of being fastest.

  • 38

    The Digital Basement, reloaded

    The basement of article 3, three years later: it has become a survival argument as the web forks.

  • 39

    Why the human voice is our greatest strategic asset

    The 60/40 writing workflow and why pure-AI articles felt empty.

  • 40

    The End of the Twenty-Dollar Buffet: why the subsidised intelligence era is ending

    AI pricing reality bites; budget implications for TTOs.

05 - Seven Dams and Systems

The Seven Dams
and Systems.

  • 41

    Intelligence is Water: the Seven Dams of the Post-Agentic Web (Part 1 of 3)

    Introduces the seven defensible institutional positions.

  • 42

    Building the Dams: how Transfer Offices channel the flood (Part 2 of 3)

    Substrate, Guarantor, Underwriter and Marketplace dams in operational terms.

  • 43

    The Silt, the Lock, and the Levy: completing the Seven Dams (Part 3 of 3)

    Lock, Actuary and Compliance dams, plus the integrated TTO picture.

  • 44

    Confessions of an AI Junkie (and the Sweaty Dwarf who booked a May Day holiday)

    The current frontier-model gauntlet and why agents misbehave.

  • 45

    The Tool Trap: why the AI-first KTO is a reorganisation, not a subscription

    Mode One versus Mode Two and what crossing the line actually costs.

  • 46

    The Golden Handcuffs of Intelligence: behavioural lock-in as sovereignty crisis

    The Conway leak and the persistent agentic OS problem.

  • 47

    1,239 days down the slide: ten realisations about the economy we now share with machines

    Milestone reflection on non-human economic actors.

  • 48

    The 2026 Stanford AI Report: five shifts Transfer professionals cannot ignore

    Talent reversal, opacity, scientific AI, sovereignty, data scarcity.

  • 49

    Whose Open-Source Model is inside your TTO?

    The DeepSeek-derived layer behind European AI vendors and its sovereignty implications.

  • 50

    Innovation refuses to innovate: the KTO Paradox

    Blue pill versus red pill at the personal calendar level; what work to defend.

06 - Cutting Edge

The Cutting
Edge.

  • 51

    Meet Johanna Doubtful: an honest hedge across fifty articles

    The sceptical senior practitioner persona and the asymmetry-test hedge.

  • 52

    Europe pours the Digital Basement: the Airbus moment arrives now

    EURO-3C, Deutsche Telekom Industrial AI Cloud and the AI Act Omnibus.

  • 53

    Agentic Grants, MERIT scores, and the end of the written proposal

    Funder volumes explode; machine-readable institutional track records as the fix.

  • 54

    Meet Jack Science: the AI Scientist already in your department

    Sakana AI Scientist v2 and the supply-side surge entering the TTO inbox.

  • 55

    The Thermometer is not a Measurement: why KTH IRL breaks the moment an LLM picks it up

    A machine-readable replacement for the IRL coaching scaffold.

  • 56

    From closed-book execution to open-book judgement: what the higher-education cheating crisis just told your office

    Value shifts from recall to judgement.

  • 57

    The Broken Data Thread: why the innovation pipeline loses its memory at every handover (Part 1 of 3)

    Five breakpoints from ideation to impact.

  • 58

    Naming the third anchor: what an Innovation Lifecycle Management System actually carries (Part 2 of 3)

    The ILMS as the missing institutional truth anchor.

  • 59

    Four Systems, one Shape: the quiet convergence of ERP, CRIS, CMS, and the ILMS (Part 3 of 3)

    Platform-first procurement across the four operational systems.

  • 60

    The Layoff that did not pay for itself

    Gartner data on AI-justified layoffs producing zero correlation with realised return.

  • 61

    The Right to Opt Out: what the Google AI backlash tells us about forced adoption

    The DuckDuckGo exit-surge, the off-switch absent by design, and three procurement clauses every transfer office should write this quarter.

  • 62

    First it looked like PR. Now national security. What next? The Claude Mythos Saga continues.

    A US export-control letter switches off a frontier model for every foreign national worldwide; the Sovereignty Thread snaps on a Tuesday afternoon.

  • 63

    The Tailored Suit with someone else thread: why the Microsoft off-frontier doctrine is a better idea and a worse trap

    MAI-Thinking-1, the RL gym, and the CLOUD Act: behavioural lock-in dressed as sovereignty, with the moat built around the vendor.

  • 64

    Euphoria has a three-week half-life: why KTO AI training keeps failing to yield outcomes

    The six-stage grief cycle, the hobbyist paradox, and seven barriers behind the well-documented training-transfer collapse in transfer offices.

  • 65

    I wanted AI transformation, and all I got was a tool

    Three asks a transfer office can make (tool, capacity to build, restructuring); only the third returns the word transformation.

  • 66

    Anxiety travels faster than automation: what the economists have been trying to tell you about your job

    Lump-of-labour, O-ring, demand elasticity, Jevons and the relational sector: five brakes, and the messy-middle scenario that anxiety is really measuring.

  • 67

    A field report from six countries on the year Knowledge Transfer decided to talk about AI, without yet quite talking about it

    Six conferences, one pattern: appetite for AI runs ahead of the printed agenda, and the field is hungry and overwhelmed at once.