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Stay updated with the latest trends in AI, web development, and digital transformation. Read insights and articles from the experts at Ingram Technologies.

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We Built a Fancy PDF Viewer

At a hackathon for paediatric oncologists, the obvious build was a chatbot. We built a pipeline that turns 400-page protocols into clean data, so doctors need one as rarely as possible.

We Built a Fancy PDF Viewer

Jerome Leclanche

October 31, 2026

We Built a Fancy PDF Viewer

At a hackathon for paediatric oncologists, the obvious build was a chatbot. We built a pipeline that turns 400-page protocols into clean data, so doctors need one as rarely as possible.

We Built a Fancy PDF Viewer

Jerome Leclanche

October 31, 2026

We Built a Fancy PDF Viewer

At a hackathon for paediatric oncologists, the obvious build was a chatbot. We built a pipeline that turns 400-page protocols into clean data, so doctors need one as rarely as possible.

Europe Needs a Compute Grid

Jerome Leclanche

October 1, 2026

Europe Needs a Compute Grid

Europe is funding AI compute plants but nothing to connect them. The public layer worth building is a grid that sells compute time in a common unit.

New Frontier Models: GPT-5.6, Claude Opus 5, Gemini 3.6

Jerome Leclanche

New Frontier Models: GPT-5.6, Claude Opus 5, Gemini 3.6

GPT-5.6 in three sizes, Claude Opus 5 at the price of the model it replaces, and Gemini 3.6 Flash. Moving an agent onto any of them is one field.

Sheetkit: Spreadsheets for AI, Not AI for Spreadsheets

Jerome Leclanche

Sheetkit: Spreadsheets for AI, Not AI for Spreadsheets

An open-source toolkit that gives agents a live spreadsheet as a tool: structure-aware views, a recalc delta on every write, an effect-free compute substrate.

Narrative Collection: From Data to Narrative Analysis

Demi-Youmé Diallo

Narrative Collection: From Data to Narrative Analysis

Our disinformation research moves into narrative analysis: clustering recurring narratives and testing how ChatGPT, Perplexity, and Mistral reproduce them.

Give Your Agents a Knowledge Base: Vector Stores

Jerome Leclanche

Give Your Agents a Knowledge Base: Vector Stores

Upload documents and your agents can search them mid-conversation, using the OpenAI Vector Stores and Files APIs, on every channel.

What's New in Ingram Cloud: Self-Scheduling Agents & More

Jerome Leclanche

What's New in Ingram Cloud: Self-Scheduling Agents & More

Agents that schedule their own follow-ups, automatic credit top-ups, new adapters for eve and Flue, and tappable quick replies on Telegram and WhatsApp.

The Layer Europe Can Keep

Jerome Leclanche

The Layer Europe Can Keep

A model you rent can be switched off by memo. Ingram Cloud is the layer above it: swap provider by config, keep data under EU law, prove what ran.

Someone Else Holds the Off-Switch

Jerome Leclanche

Someone Else Holds the Off-Switch

A US directive switched off Anthropic's Mythos for Europe eleven days after the EU finally got access. Why Europe should fund its own AI R&D, broadly.

Kitsoft Case Study: Generative AI for GovTech

Jerome Leclanche

Kitsoft Case Study: Generative AI for GovTech

How we helped Kitsoft bring generative AI to BelDoc: an advisor for company registration, automated financial-plan review, and suggested NACE-BEL codes.

AI in Cybersecurity: What We Presented at Cybersec Europe

Jerome Leclanche

AI in Cybersecurity: What We Presented at Cybersec Europe

Claude Mythos, Project Glasswing, and what the ExploitGym numbers changed about how far AI has got at finding real exploits.

What Speech Models Hear That Transcripts Throw Away

Jerome Leclanche

What Speech Models Hear That Transcripts Throw Away

A low word error rate does not prove correct articulation. Why clinical speech work needs forced alignment and phone-level features.

AI Pentesting on a Live Fintech App

Alexandre De Groodt

AI Pentesting on a Live Fintech App

An AI agent read a public JavaScript bundle, noticed a suspicious cookie, flipped one UUID, and logged into someone else's account.

The Iceberg Index: What We're Missing About AI and Work

Jerome Leclanche

The Iceberg Index: What We're Missing About AI and Work

An MIT study argues the AI disruption story is pointed at the wrong part of the economy, and that real exposure is five times what the headlines suggest.

We Tested AI Pentesting on Our Own App

Alexandre De Groodt

We Tested AI Pentesting on Our Own App

The agent stripped a JWT signature, set the algorithm to none, and forged another user's ID. Full account takeover, with a working proof-of-concept.

How Russian Narratives Reach AI Training Data

Louise Dufrasne Keegan

How Russian Narratives Reach AI Training Data

Sixty days of collecting Russian disinformation, tracing it into model responses, and stress-testing which narratives survive.

Making Vibe Coded Apps Production Ready: A Reality Check

Alexandre De Groodt

February 11, 2026

Making Vibe Coded Apps Production Ready: A Reality Check

AI writes code fast. Too fast. But moving from prototype to production requires catching what AI doesn't think about by default.

Claude Sonnet 4 vs 4.5: Evaluated with Only Connect

October 13, 2025

Claude Sonnet 4 vs 4.5: Evaluated with Only Connect

Sonnet 4 and 4.5 score 50-60% on Only Connect puzzles, near reasoning models that spend 10x the tokens, but weak at when to risk an answer.

Announcing Ingram Cloud: A New Cloud for AI Agents

Jerome Leclanche

September 27, 2025

Announcing Ingram Cloud: A New Cloud for AI Agents

Push agent code and get a stateful runtime with memory, token-level logs, and audit trails. Ingram Cloud is now in early alpha.

Call for Artists: AI in the Arts Research Projects

Jerome Leclanche

September 6, 2025

Call for Artists: AI in the Arts Research Projects

Call for Belgian artists and collectives to create bold, AI-driven art research under FRArt 2026 - image, sound, movement, archives, hybrid systems.

From Collapse to Convergence: Reframing AI Risk

Jerome Leclanche

August 31, 2025

From Collapse to Convergence: Reframing AI Risk

Model collapse predicts degradation from synthetic data. What we see instead is convergence: many systems, one mediocre answer.

Humans Need Not Apply: 11 Years Later

Jerome Leclanche

August 24, 2025

Humans Need Not Apply: 11 Years Later

Eleven years after CGP Grey's video on automation: what held up, and how you turn juniors into seniors when machines do the skilled work.

GPT-5 Reasoning Benchmark: How the Latest Models Rank

Alberto Manzi & Sofya Klyuchereva

August 11, 2025

GPT-5 Reasoning Benchmark: How the Latest Models Rank

Benchmark results for GPT-5 reasoning on Only Connect, comparing accuracy, latency, and token efficiency across GPT-5 settings and rival models.

Red Teaming AI for Social Good

Demi-Youmé Diallo

Red Teaming AI for Social Good

UNESCO's red-teaming playbook asks who a model leaves out and whose outputs cause harm. What we took from it for our own audits.

Unlocking the Future of Hiring

January 5, 2025

Unlocking the Future of Hiring

Artificial intelligence has no doubt made a massive impact in every industry making businesses more efficient and productive, and recruitment is no exception.

On the Safety of Emotional AI

Demi-Youmé Diallo

September 27, 2024

On the Safety of Emotional AI

Emotions are what make us human. They play an essential role in how we express ourselves to others.

Trust and AI in Business

September 17, 2024

Trust and AI in Business

In recent years, Artificial Intelligence has increasingly grown to be the number one tool used to improve the workflows of businesses across many industries.

The AI Economy: Unprecedented Growth and Global Expansion

Jerome Leclanche

The AI Economy: Unprecedented Growth and Global Expansion

How the AI Economy is Redefining Growth, Global Reach, and Business Models.

Ola Case Study: How AI impacts FinTech

Jerome Leclanche

Ola Case Study: How AI impacts FinTech

Our 2-year collaboration with Siguelaola, in which we built an AI-powered robo-advisor and a KYC tool suite.

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