AI Agents
Enterprise agentic processes: a skill is reused, a workflow is replayed
A skill capitalises know-how without guaranteeing that it triggers; a workflow fixes the sequence and calls on judgement at three points only.
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AI insights for business leaders
39 articles: AI strategy, autonomous agents, digital sovereignty, FinOps, cybersecurity. Junyr Method™.
Personal Effectiveness
The dash and the balance: anatomy of the AI writing signature
Where the em dash and the see-saw sentence in generated text come from. Measurements across twelve models, across BPE vocabularies, and across this blog itself.
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Agentic design: why Cowork does not build durable agents
Cowork is a transitional tool: a durable system runs agents on a pinned harness, a pinned model and pinned MCP connectors, not on one that changes daily.
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Conversational AI cannot become a work interface
Cowork is only a transitional tool. The real question is the interface that comes after chat, one job at a time.
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Decide with your data, not your habits: 360° analysis now costs next to nothing
360° data and instant scenarios for a few euros: complementing the leader's intuition, reducing bias, deciding with a clearer head. Prices and limits, measured.
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The end of the model race: frontier AI is becoming a commodity
Compressed leaderboards, open weights three points off the frontier, launches timed with funding: the race is ending. Next: AI with your company's personality.
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Cutting your mental load with AI: the personal-effectiveness method
Decide in the morning, let agents execute in the afternoon, dictate to emit, read to approve: the personal-effectiveness techniques, with the measurements behind them.
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Saaspocalypse: why 10,000 new pieces of software a day is not an exaggeration
Over $1 trillion in SaaS value wiped out in 2026. Addendum: Airtable sold on 4 August at 11% of its peak, its agents carved out of the deal.
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Decision-Gated Development: when the bottleneck moves from execution to decision
565 plans written, 477 shipped, 31 abandoned including 26 before a single line of code: a software engineering method born from heavy use of AI agents, measured over seventeen days.
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AI's Speculative Bubble: the Microsoft-Mistral Sovereign Pivot
AI bubble signals (Minsky, Shiller CAPE, the BofA survey) and what the 21 July 2026 Microsoft-Mistral deal changes for European digital sovereignty.
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CAC 40 and Nasdaq Top 10: size does not tell you AI maturity
2026 study: the CAC 40 and Nasdaq Top 10 scored on AI maturity, with the 8-dimension grid detailed. NVIDIA is 1st by size, 9th by maturity.
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The cash of AI: who pockets it, and why it may be circular
Follow the money in AI, 2026: the 4 floors of the value chain, more than $800 billion of circular financing echoing telecoms 2000, and who could dethrone Nvidia.
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We removed Git from a production product: roadmap-driven development
Field report: Git replaced by a registry of decisions (decision-complete plans, a human gate, a single writer, image-based rollback). When it works, and when it is madness.
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Optimising context window size in LLMs: between cognitive dilution and hardware constraints
Context window, KV cache and prompt caching: the 2026 guide to avoiding attentional dilution and controlling inference costs in large language models.
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Engineering agentic systems: golden rules, architecture and security of the “Human-in-the-Loop”
HITL, HOTL, HOOTL: the golden rules, the architecture patterns (12-Factor Agents, KnowNo, AESP) and the security protocols for industrialising autonomous AI agents under human control.
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How to involve employee representative bodies (IRP) in your AI transformation: what recent case law says
Three court decisions in two years require consultation of the works council (CSE) before any deployment of internal AI affecting employees, even a pilot. And a “simple software update” is not enough to escape it. The practical guide to turning a legal obligation into successful social dialogue.
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The end of email and Office suites by 2030?
Email, Office suites, the telephone, WhatsApp: no, nothing is “dying”. The scattered tool stack is converging towards a single, governed and sovereign workspace by 2030.
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SaaS & AI: from technical debt to orchestration
Coding is becoming almost free: the AI feature is no longer a moat. The real battle: clearing technical debt through ultracoding without creating more, and turning your developers into orchestrators. The software vendor's playbook.
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AI & promotional products: the anti-disintermediation playbook
The French promotional-products market is declining (−1.7%/year, ASI Research). The real risk is not the technology, it is disintermediation by AI. The playbook in 4 levers.
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Asynchronous work: in the age of AI agents, everyone becomes a manager
As AI agents execute in deferred time, work becomes asynchronous, and everyone becomes a manager: setting the intent, delegating, reviewing, being accountable. The method for clearing the hurdle (Orchestre level, Junyr Method™).
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Vibe coding is dead: enter UltraCoding
Andrej Karpathy has buried vibe coding. Enter UltraCoding: multi-agent orchestration, adversarial review and three-layer testing for reliable code.
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Junyr: you are not buying an AI. You are buying the base your AI works on.
Most AI software bills you by the token. Junyr does the opposite: you bring your own AI subscription, we sell the sovereign base and the MCP. A flat rate.
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Where is AI's value heading? Three signals of commoditisation that business leaders must read before the markets do
Open models, local AI, cloneable software: three signals reveal where AI value is migrating in 2026. Neither bubble nor rent: where an SME should invest.
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Video prospecting in 2026: the standard for a first meeting that converts
67% of B2B buyers prefer part of the journey rep-free, but 69% validate AI with a human. The 2026 standard for the video meeting that converts.
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Junyr Agents™: delegating AI in your SME without losing control
62% of companies are experimenting with AI agents, 23% scale them (McKinsey 2026). The gap? Delegation: a mandate, supervision and a log.
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The end of the telephone: why the chat + video pairing is becoming the standard for professional communication in 2026
The telephone is not dying; the unannounced call is. Why the chat + video pairing is becoming the standard for professional communication in 2026: the facts, then the method.
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Cryptography 2026: transport, storage, identities and the post-quantum transition, the decision framework for business leaders and CISOs
Cryptography has become a leadership decision. Data in transit, at rest, identities and post-quantum: the 2026 framework for business leaders.
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The Junyr Method™ Scale: the 5 AI maturity levels of an SME (and why none can be skipped)
Spectateur, Artisan, Orchestre, Architecte, Pionnier: the Junyr Method™ 5-level grid positions your SME in 10 minutes. A proprietary French framework consistent with the 2025-2026 golden-standard frameworks.
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The end of prompt engineering: why your teams must stop talking to AI and start commanding it
You do not “talk” to an LLM, you command it. Why prompt engineering is giving way to structured XML/JSON markup and context engineering in 2026.
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Token and AI API budgets: the FinOps guide for SMEs in 2026
Licence-based SaaS is giving way to token billing. The 2026 FinOps guide to budgeting, governing and controlling AI API costs in an SME.
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The “All-Cloud” is dead: 5 risks that put strategic on-premise back on the table in 2026
More than 85% of the European cloud market is captured by US players. 5 risks that put the sovereign option (SecNumCloud or on-premise) back on the table.
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The 5 fatal mistakes that doom 80% of AI transformations in SMEs
Gadget syndrome, perpetual POC, lone leader, instant ROI, data blindness: the five traps and how to avoid them.
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INDUSTEC: How an industrial SME generated 182% ROI in 9 months on its AI transformation
An anonymised case study. Industrial SME, 78 staff, 275 hours saved per month, +18% revenue: the mechanics of a demonstrable ROI.
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From win-win to ethical hard bargaining: why I had to change my negotiation method
Why win-win is no longer enough, and how to move to ethical hard bargaining: considered firmness, justified anchoring and a reassessed BATNA.
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Alternative Dispute Resolution (ADR) in the Service of Organisational Performance
Alternative dispute resolution (ADR) settles disputes faster: how “peace” becomes a lever for organisational performance.
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AI in micro-businesses: a revolution similar to 1980s computing?
AI in micro-businesses, a revolution like 1980s computing: a 4-step strategy, with examples and tools, for a successful gradual adoption.
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Supporting the internal promotion of a sales manager in a communications agency
Promoting a sales manager internally without setting them up to fail: the structured, step-by-step plan (assessment, training, support and follow-up).
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Implementing artificial intelligence to grow a communications agency
Where AI creates value in a communications agency: automating repetitive tasks, client personalisation and concrete levers for innovation.
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Recruiting Generation Z: innovative strategies to attract tomorrow's talent
Recruiting Generation Z (1997-2012) calls for a different approach: understanding their expectations and values, and the strategies to attract and retain this talent.
Read the articleWhite paper no. 2: From PoC to Industrialisation
Go further than the articles: the seven frictions of the “last mile”, the five levers of change management, AgentOps, ROI and a 12-month roadmap.
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