Engineering hiring guidesPage 2 of 2

  • Circular Economy & Digital Product Passports

    ESPR Compliance: An Engineering Team's Checklist

    What EU Regulation 2024/1781 means in practice for an engineering team, which decisions come first, and how to avoid building the wrong thing confidently.

    4 min read

  • AI Engineering Practice

    Reducing LLM Costs in Production: What Actually Works

    The techniques that genuinely reduce language model spend in production, ranked by impact, and the ones that look promising but rarely move the number.

    4 min read

  • Circular Economy & Digital Product Passports

    GS1 Digital Link Explained for Engineers

    How GS1 Digital Link turns a product identifier into a resolvable web address, why it matters for Digital Product Passports, and how to implement a resolver.

    4 min read

  • Circular Economy & Digital Product Passports

    EPCIS 2.0 Explained for Developers

    A developer's introduction to EPCIS 2.0: the four event types, the JSON-LD binding, and how to model a transformation without breaking your traceability chain.

    4 min read

  • Vetting & Technical Assessment

    Structured Interview Scorecards That Actually Work

    How to build an interview scorecard engineers will use, why independent scoring matters more than the questions, and how to spot a rubric that needs rewriting.

    3 min read

  • Remote & Global Hiring Operations

    Async Communication for Distributed Engineering Teams

    Which engineering activities genuinely work asynchronously, which do not, and the writing habits that determine whether a distributed team functions at all.

    4 min read

  • Location Hiring Guides

    Hiring Developers in Eastern Europe: A Practical Guide

    Why Eastern Europe remains the default nearshore option for Western European teams, what rates to expect by market, and the practical points to settle first.

    3 min read

  • AI Engineering Practice

    RAG vs Fine-Tuning: How to Decide

    A decision framework for choosing between retrieval and fine-tuning, the situations where each clearly wins, and why most teams should try neither first.

    4 min read

  • Remote & Global Hiring Operations

    How to Write a Hiring Brief That Gets You the Right Engineer

    What to include in an engineering hiring brief so a shortlist actually matches the problem, and the four omissions that cause most mismatched candidates.

    3 min read

  • AI Engineering Practice

    Guardrails for Production AI Agents: A Design Guide

    How to constrain what an agent may do, design escalation paths that preserve context, and decide which actions should never be automated at all.

    4 min read

  • Circular Economy & Digital Product Passports

    Extended Producer Responsibility Reporting for Engineers

    What EPR reporting actually requires from a data system, why spreadsheets fail at scale, and how to build reporting that survives an audit years later.

    4 min read

  • Vetting & Technical Assessment

    Assessing Technical Debt in an Inherited Codebase

    How to evaluate a codebase you did not write, which signals predict future pain, and how to brief an engineer joining a system nobody fully understands.

    4 min read

  • AI Engineering Practice

    Model Routing with LiteLLM: A Practical Guide

    Why a model gateway belongs in front of every production LLM system, how routing and failover should be designed, and what to instrument from day one.

    4 min read

  • Circular Economy & Digital Product Passports

    Verifiable Credentials in Supply Chains: A Primer

    How W3C Verifiable Credentials let a supply chain claim be checked rather than trusted, when they beat a shared database, and how selective disclosure works.

    4 min read

  • Vetting & Technical Assessment

    Paid Trials for Engineering Hires: How to Run One

    Why a short paid engagement predicts performance better than any interview, how to scope one fairly, and what to do when the trial goes badly.

    4 min read