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Notes from the workshop

What we're thinking about, what we're building, and what we're reading: notes on AI-native engineering, product work, and shipping software that lasts.

175Articles
09Topics
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Latest

IT Staff Augmentation Rates in Europe: The 2026 Benchmark

What an engineering hour costs across Europe in 2026, rebuilt from Eurostat labour costs, SEC filings and contractor rate surveys: modelled rates by country, the vendor multiple, seniority and stack premiums, dedicated team budgets, contracting law, and what AI changes.

Team & staffingstaff-augmentationstaffingoutsourcingengineering-teams
OSOleksandr SaikoRead article
IT Staff Augmentation Rates in Europe: The 2026 Benchmark
175 articles
What Is MRO in Aviation? Maintenance, Repair & Overhaul Guide

What Is MRO in Aviation? Maintenance, Repair & Overhaul Guide

MRO stands for Maintenance, Repair, and Overhaul, the regulated work and certified repair stations that keep aircraft airworthy. This engineering guide breaks down the four MRO segments, the CAMO vs Part 145 boundary, MSG-3 task cards, and MRO software architecture.

Industry reportsaviationcompliance
Nov 6, 202619 minRead article
What Is MES? Manufacturing Execution Systems Explained

What Is MES? Manufacturing Execution Systems Explained

A manufacturing execution system (MES) governs real-time shop-floor production at ISA-95 Level 3: dispatching work orders, enforcing station interlocks, capturing OPC UA telemetry, and building lot genealogy. Here is the engineering blueprint.

Industry reportsmanufacturingdata-platform
Nov 4, 202619 minRead article
Quality Management Software: Modules, Integration, eQMS

Quality Management Software: Modules, Integration, eQMS

Quality management software runs the quality system: document control, non-conformance, CAPA, audits, SPC, and supplier quality. Here are the modules, how they close the loop, how the QMS integrates with ERP and MES, what validation demands, and when to build instead of buy.

Industry reportsmanufacturingdata-platform
Nov 2, 202619 minRead article
Production Planning Software: MRP vs APS and Finite Scheduling

Production Planning Software: MRP vs APS and Finite Scheduling

Standard ERP material requirements planning assumes infinite machine capacity and static lead times. Here is how modern Advanced Planning and Scheduling software uses constraint programming, setup matrices, and real-time MES telemetry to build executable factory schedules.

Industry reportsmanufacturingdata-platform
Oct 30, 202618 minRead article
Predictive Maintenance Software: How It Actually Works

Predictive Maintenance Software: How It Actually Works

Predictive maintenance software ingests vibration, current, and thermal telemetry to forecast equipment failures across the P-F interval. Here is the ISO 13374 architecture, edge FFT feature extraction, RUL modeling, and CMMS work-order automation.

Industry reportsmanufacturingrealtime
Oct 28, 202619 minRead article
PLM Software: BOMs, Engineering Change, Integration

PLM Software: BOMs, Engineering Change, Integration

PLM software manages the product definition: CAD data, the engineering and manufacturing BOMs, and engineering change. Here is what it is, how the eBOM becomes the mBOM, how change flows through ECR-ECO-ECN, where the ERP boundary sits, and when to build instead of buy.

Industry reportsmanufacturingdata-platform
Oct 26, 202618 minRead article
OEE: What Overall Equipment Effectiveness Really Tells You

OEE: What Overall Equipment Effectiveness Really Tells You

Overall equipment effectiveness (OEE) multiplies Availability, Performance, and Quality into one score. Here is the ISO 22400-2 math, TEEP vs OOE worked examples, Six Big Losses mapped to PackML PLC states, and how to build a real-time OEE stack.

Industry reportsmanufacturingdata-platform
Oct 23, 202618 minRead article
Manufacturing Inventory Software: WIP to Valuation

Manufacturing Inventory Software: WIP to Valuation

Manufacturing inventory software is not a retail stock tracker: it follows material through raw, work-in-process, and finished-goods states driven by the bill of materials. Here are the states, backflushing, traceability, valuation, and when to build instead of buy.

Industry reportsmanufacturingdata-platform
Oct 21, 202618 minRead article
Manufacturing ERP: Modules, Integration, Build vs Buy

Manufacturing ERP: Modules, Integration, Build vs Buy

Manufacturing ERP is the system of record that ties planning, the shop floor, inventory, and costing together. Here are the modules, how it integrates with MES and machines, discrete vs process differences, and when to build instead of buy.

Industry reportsmanufacturingdata-platform
Oct 19, 202619 minRead article
CMMS Software: Data Model, Integration, Build vs Buy

CMMS Software: Data Model, Integration, Build vs Buy

CMMS software runs maintenance: assets, work orders, preventive schedules, and spare parts. Here is the data model behind it, how it schedules PMs and integrates with ERP and IoT, the KPIs it computes, and when to build instead of buy.

Industry reportsmanufacturingdata-platform
Oct 16, 202619 minRead article
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