Insights and
field reports
Analyses, field reports, and insights on AI, tools, and best practices.
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OpenAI certifications in 2026: Academy badges, OpenAI Certified and practitioner credentials
OpenAI issues three kinds of credentials: free Academy badges, OpenAI Certified courses and practitioner certifications. What each one proves and how to verify it.
ChatGPT Business for companies: plans, agents, data and rollout (2026 guide)
ChatGPT Business (formerly Team) in October 2026: pricing and credits, agents, the end of GPTs, data and the admin console. OpenAI sources checked Oct 14, 2026.
Copilot Studio for business: when to use it, what it costs, how to govern it
Copilot Studio in October 2026: Agent Builder or Studio, credit pricing in worked examples, data, security and governance. Microsoft sources checked October 14.
AI Agents & Claude Code
Building, deploying and maintaining AI agents in production. Claude Code, MCP, Skills, Hooks, multi-agent orchestration.
ChatGPT Business for companies: plans, agents, data and rollout (2026 guide)
ChatGPT Business (formerly Team) in October 2026: pricing and credits, agents, the end of GPTs, data and the admin console. OpenAI sources checked Oct 14, 2026.
Copilot Studio for business: when to use it, what it costs, how to govern it
Copilot Studio in October 2026: Agent Builder or Studio, credit pricing in worked examples, data, security and governance. Microsoft sources checked October 14.
Gemini for business: Workspace, Gemini Enterprise and Gemini Notebook (2026 guide)
Gemini for business in 2026: Workspace pricing, Gemini Enterprise, Gemini Notebook (formerly NotebookLM), data and admin console. Google sources checked 10/14/2026.
Claude Cowork for business: what changed in October 2026, security and rollout
Claude Cowork in October 2026: first task, pricing, data and GDPR, security, admin controls and a rollout method for organizations. Sources checked on October 12.
Codex or Claude Code: how to choose in 2026
Three questions help you choose between Codex and Claude Code: what you must audit, where your secrets travel, who reviews the output. Notes from real deployments.
n8n or code agents: how to choose in 2026
Three criteria for choosing between n8n and a code agent: the trigger, the depth of reasoning, maintenance. What Cowork changed in April, and what it did not.
AI Security
Securing AI agent deployments at scale. OSINT, supply chain, guardrails, audit.
Your AI Instruction Files Are Code
A CLAUDE.md or agent config downloaded from the internet is executable code. The real vectors of the AI supply chain and a 6-point checklist.
What Attackers See About You
Through passive reconnaissance, an attacker gathers what your company exposes without touching your systems. What is visible, why AI helps attackers, and 5 checks to run.
Securing AI Agents in the Enterprise
How to secure AI agents that act on your systems: key trade-offs, seven defense layers and common traps for CIOs and CISOs.
AI Act & Compliance
The EU AI Act: obligations, timeline, scope. What actually applies to your organisation.
EU AI Act: What Changed on 2 August 2026
The EU AI Act generally applies from 2 August 2026. See what changed in August 2026, what the AI Omnibus postponed, and which actions remain urgent.
EU AI Act for SMEs: What Applies From August 2026
A practical EU AI Act playbook for SMEs: classify each use, identify your role, collect evidence and build a proportionate compliance plan.
Sovereign & Local AI
Your data stays with you: Ollama, Mistral running on your own machines, and choosing a model by available RAM and data sensitivity.
Mistral for business: Vibe (formerly Le Chat), agents and sovereign deployment (2026 guide)
Mistral Vibe, formerly Le Chat: plans, pricing, agents, five deployment options and the French legal framework. Mistral and Légifrance sources checked Oct 14.
When Should AI Queries Run Locally?
How to estimate the share of your AI queries that can run locally: routing architecture, cost, latency and confidentiality.
Which AI Model for Your RAM: A Guide
Choosing an open source AI model by your available memory: what runs on 8, 16, 32 or 48 GB, quantization made simple, and a workstation that keeps your data on site.
Sovereign AI: your documents never leave
Where do your documents go when you use a cloud AI? A lawyer, an accountant or a clinician needs them to stay on their own machines. Here is why and how.
Confidential AI: Data Stays On-Premises
How to use AI without sending your data to Google, OpenAI or Microsoft. The models are free, installed on your machines, with no subscription: here is how it works.
Training & Qualiopi
Pricing, funding through a French OPCO or the FIF-PL, Qualiopi and certifications: what to know to choose and fund AI training for your organisation.
OpenAI certifications in 2026: Academy badges, OpenAI Certified and practitioner credentials
OpenAI issues three kinds of credentials: free Academy badges, OpenAI Certified courses and practitioner certifications. What each one proves and how to verify it.
Claude training in France: the 2026 provider ranking
A ranking of fourteen Claude training providers in France, scored out of ten on verifiable criteria: trainer competence, Qualiopi, exercises on your own cases, a programme that shows its last revision date.
Corporate AI training cost: 2026 price ranges
How much does corporate AI training cost? 2026 market ranges, what drives the price, net cost after French OPCO funding, and real budget examples.
OPCO Funding for AI Training
How to fund AI training through an OPCO in 2026: Qualiopi requirement, finding your operator, coverage, four steps and the FIF-PL case.
Method & tools
Choosing an AI tool, writing better prompts, passing business expertise on to your agents. Field reports.
Turning Business Expertise into AI Skills
Your experts' know-how can become a reusable module your AI agents call on, one that your company owns instead of depending on a subscription.
Claude Skills: build, deploy and secure your skills in 2026
Claude Skills explained: what they are, where they run, how to build one, roll it out across your organization and keep it secure. Updated, sources checked.
Autoresearch: when an AI agent runs ML research for you
Andrej Karpathy's autoresearch lets an AI agent modify training code, run short experiments and iterate autonomously. Here's why it matters.
Prompt Engineering for Business: 7 Patterns + QA Checklist
Seven reusable prompt patterns for business teams, plus a QA scorecard for testing accuracy, evidence, format and safe escalation.
No-Code AI Automation: Where to Start in 2026
Make, n8n, Zapier AI, Claude Cowork. No-code tools to automate your workflows with AI. A practical guide for SMBs.
How to Choose the Right AI Tool in 2026: A Use-Case Guide
ChatGPT, Claude, Gemini, Mistral, Cursor, HeyGen, Make. Which AI tool for which job? A practical comparison, category by category.
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