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Field notes on AI, systems engineering and hardware.

71 articles written while building the AI engineering system: method, product, customers.

Koddex on stage at The Square, EuraTechnologies

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Can Europe reindustrialise with someone else's engineering tools? Stéphane Di Costanzo at SIANE 2026

On the SIANE set in Toulouse, Koddex's co-founder and CEO explained why reindustrialisation is first a matter of engineering data: traced from the customer need to the delivered product, shared across disciplines, and ready for AI agents.

Thomas Aubert·Oct 21, 2026·5 min

Software & Tools/Oct 21, 2026

The modern PLM tech stack, layer by layer, and where Koddex fits

CAD, simulation, PDM, PLM, integration, ERP, MES, infrastructure: an industrial company's engineering software, from the CAD model to the shop floor. What each layer does, who the vendors are, and the gap Koddex fills between them.

Thomas Aubert·8 min

Software & Tools/Oct 9, 2026

Koddex does not replace your PLM or your requirements tool. It connects what they leave apart.

The requirements tool sees the requirement, the PLM sees the part, and the link between them lives in a spreadsheet. Koddex keeps your systems of record and makes the links between them computable: impact, mass and cost, coverage, traced and auditable.

Thomas Aubert·10 min

Regulations/Oct 7, 2026

CRA reporting is live: can you name every affected product in 24 hours?

Since 11 September 2026, manufacturers must report actively exploited vulnerabilities within 24 hours under the Cyber Resilience Act. The hard part is not the form. It is knowing, within hours, which products, variants and firmware versions contain the vulnerable component.

Thomas Aubert·9 min

Software & Tools/Oct 7, 2026

Stop defaulting to Excel: iterate your hardware in Koddex, then release it to your PLM

Hardware teams keep their BOM in Excel because it is familiar, not because it is the right tool. The real gap is the iteration phase, before the design is ready for the PLM. Here is how to iterate fast on structured data and release a clean baseline to the PLM.

Thomas Aubert·8 min

Space/Oct 6, 2026

ECSS-E-ST-10-02C in practice: build the verification matrix while you design the satellite

Most satellite programmes assemble their verification control document in the weeks before CDR. Building it from the first requirement, with each verification method attached, removes that crunch and makes every review shorter.

Thomas Aubert·8 min

Space/Oct 5, 2026

One platform, sixty satellites: configuration management for constellations

Constellation satellites share most of their design, but each one ends up slightly different. ECSS-M-ST-40C gives the rules for configuration management; a shared model with per-satellite deltas makes them workable at fleet scale.

Thomas Aubert·8 min

Space/Oct 4, 2026

NewSpace pace, space-grade proof: shortening a launcher or smallsat programme without skipping verification

NewSpace programmes are judged on how fast they reach orbit, but launch authorities and customers still expect verified hardware. The time is not won by skipping steps; it is won by removing the waiting and rework between them.

Thomas Aubert·9 min

Software & Tools/Aug 5, 2026

Field notes from a company-wide rollout: a conversation with a Koddex Forward Deployed Engineer

A Koddex Forward Deployed Engineer on rolling out an Engineering OS across a 1,000+ person industrial company: retiring board tools, cutting the SaaS bill by roughly 30 percent, and the part nobody warns you about, getting teams to agree on their own processes.

Thomas Aubert·12 min

Aeronautics & defense/Jul 20, 2026

The BITD "Stress Test": Would Your Engineering Survive a Wartime Production Ramp-Up?

At Eurosatory 2026, France put its defense manufacturers through a wartime "stress test." The debate fixated on machines, buildings, and materials, but the quieter bottleneck is engineering data. Here is why configuration management and requirements traceability decide whether a ramp-up is fast or dangerous.

Thomas Aubert·10 min

Regulations/Jul 19, 2026

AI Act "Omnibus": Industrial AI Leaves the Scope, but Traceability Stays Your Problem

10 min

Regulations/Jul 18, 2026

MDR/IVDR revision: "simplification" will not save manufacturers whose documentation is scattered

10 min

Regulations/Jul 17, 2026

Machinery Regulation 2023/1230: T-6 Months, the Countdown to the Digital Technical File

10 min

Regulations/Jul 16, 2026

Digital product passport: stop treating it as an ESG topic, it's an engineering data problem

10 min

Industry Trends/Jul 15, 2026

EPR2, SMR: in new nuclear, certification is the critical path

11 min

Robotics/Jul 14, 2026

Humanoid Robots: The Invisible Wall Between Pilot and Series Production

10 min

Regulations/Jul 13, 2026

The Digital Product Passport Is Not an ESG Project. It Is an Engineering Data Problem.

11 min

Industry Trends/Jul 12, 2026

Mistral x Airbus: AI in engineering will never be better than your data

10 min

Aeronautics & defense/Jul 11, 2026

Drones: when the design cycle drops from ten years to ten months, traceability becomes the limiting factor

10 min

Aeronautics & defense/Jul 10, 2026

Aerospace ramp-up: engineering data is the weak link in the supply chain

Field notes on AI, systems engineering and hardware.

Can Europe reindustrialise with someone else's engineering tools? Stéphane Di Costanzo at SIANE 2026

The modern PLM tech stack, layer by layer, and where Koddex fits

Koddex does not replace your PLM or your requirements tool. It connects what they leave apart.

CRA reporting is live: can you name every affected product in 24 hours?

Stop defaulting to Excel: iterate your hardware in Koddex, then release it to your PLM

ECSS-E-ST-10-02C in practice: build the verification matrix while you design the satellite

One platform, sixty satellites: configuration management for constellations

NewSpace pace, space-grade proof: shortening a launcher or smallsat programme without skipping verification

Field notes from a company-wide rollout: a conversation with a Koddex Forward Deployed Engineer

The BITD "Stress Test": Would Your Engineering Survive a Wartime Production Ramp-Up?

AI Act "Omnibus": Industrial AI Leaves the Scope, but Traceability Stays Your Problem

MDR/IVDR revision: "simplification" will not save manufacturers whose documentation is scattered

Machinery Regulation 2023/1230: T-6 Months, the Countdown to the Digital Technical File

Digital product passport: stop treating it as an ESG topic, it's an engineering data problem

EPR2, SMR: in new nuclear, certification is the critical path

Humanoid Robots: The Invisible Wall Between Pilot and Series Production

The Digital Product Passport Is Not an ESG Project. It Is an Engineering Data Problem.

Mistral x Airbus: AI in engineering will never be better than your data

Drones: when the design cycle drops from ten years to ten months, traceability becomes the limiting factor

Aerospace ramp-up: engineering data is the weak link in the supply chain

Hardware Engineer Still Running on Excel, Google Drive and Notion? Here Is Why It Does Not Scale

Koddex Is Joining The Square: EuraTechnologies Selects Us for Its First Accelerator Cohort

Discipline Is Not a Constraint. It Is the Infrastructure of Performance.

AI Agents in Complex Engineering Systems: Why Data Structure Decides Everything

Engineering OS: Why Regulated Hardware Needs Its Own Operating System

Our Tech for Industry Keynote Is Online: The Engineering Operating System, Discipline as a Driver of Performance

Koddex at the Tech for Industry Show 4.0: Meet Us at Booth V13

Mistral AI's Industrial Pivot, and Why "AI Engineering" Needs an Engineering Operating System

Carbon Accounting in High-Tech Manufacturing: Why the Data Problem Comes First

Engineering Traceability Software: the New Spine of Certification

Agile PLM for Hardware: How Modern Teams Stop Picking Between Speed and Rigor

Why Every Hardware Team Needs an Engineering Backbone (and What That Actually Means)

There Is Finally Software Built for Engineers (Not Adapted from Project Management)

Leaving heavy-weight PLM systems: the Modern PLM Alternative Playbook

When Requirements Management Stops Being Enough: from requirements management to an Engineering OS

ISO 8373: Your Robot's Classification Determines Its Regulatory Fate

Scaling the Physical World: Why Hardware Engineering is the New Frontier for 2026

The High Cost of Internal Indecision: Why Hardware Teams Fail to Scale in 2026

Hardware Handoff: Why Your Integrators and Distributors Need Graph Access, Not PDFs

Cyber Resilience Act 2027: The Hardware Compliance Wall Most Teams Are Underestimating

Robotics Certifications 2026: ISO 10218 Update, EN ISO 13482, and the New Collaborative Stack

MedTech 2026: How FDA QMSR Convergence and EU MDR Audits Are Reshaping Hardware Traceability

Koddex Beyond R&D: Why Hardware Fleet Management Belongs in the Engineering Graph

Why Hardware CSM Teams Need Ticketing Tied to the Engineering Graph

The Certification Stack That Now Defines Hardware in 2026

The 14 Hours: How Hardware Engineers Lose Half Their Week to Tracing Their Own Work

Digital Twins for SMR: The Hidden Engineering Backbone of the Next Reactor Wave

MBSE in France: Where Adoption Is Real and Where It Is Still Theatre

Hardware Engineering vs. the Tooling Wall: The Problem and a Structural Solution

DO-178C and DO-254: Why Aerospace Certification Is Becoming Unworkable Without a Connected Baseline

MCP & AI Agents in Hardware Engineering: Automating Without Breaking Your Processes

The Rise of Deterministic Engineering: Why 2026 Is the Tipping Point

European Machinery Regulation 2027: What Hardware Teams Must Prepare Now

The 12 Must-Attend Hardware Engineering Events in France: 2026 Calendar

The Hardware-Firmware Co-Design Revolution: Breaking Down the Last Silo

French Defense Hardware Modernization: The €413B Opportunity for Engineers

Surgical Robotics in 2026: The Hardware Challenges No One Talks About

Implementing the Digital Thread in Aerospace: Lessons from the Field

Humanoid Robotics: The Final Frontier of Hardware Engineering

ISO 26262 Hardware Metrics Demystified: A Practical Guide for Design Engineers

PCB Design in 2026: HDI, Embedded Components, and the Death of Simple Boards

The V-Model Is Not Dead. It Has Evolved. Here's What It Looks Like in 2026

The BOM Complexity Crisis: Why Your Bill of Materials Is a Ticking Time Bomb

Wind Energy's Hardware Engineering Boom: Opportunities in Next-Gen Turbine Systems

Configuration Management for Hardware Teams: Beyond the Paper Trail

Autonomous Vehicle Hardware Safety Architecture: Lessons from SOTIF and ISO 21448

The Hardware Engineer's Career in 2026: New Roles, New Skills, New Paths

Edge Computing Hardware for Industrial IoT: Designing for the Factory Floor

The Systems Engineering Renaissance: Why Hardware Teams Are Rediscovering SE Fundamentals

NewSpace Manufacturing: How Satellite Constellations Are Rewriting Hardware Production Rules

Digital Twins for Hardware: Separating Hype from Engineering Reality