Resources

    Guides, comparisons and engineering notes on measuring developer time, human and agent. Everything here is written from how the measurement actually works, not from how it is marketed.

    Showing 49–60 of 70 posts
    Best ActivityWatch Alternatives for Developers in 2026 (Tested)
    Product

    Best ActivityWatch Alternatives for Developers in 2026 (Tested)

    Looking for an ActivityWatch alternative? Tested, ranked picks for developers who want code-aware, git-based or low-maintenance tracking without giving up privacy.

    Matt
    Developer Time Tracking for Invoicing: How to Bill Hours You Can Actually Prove (2026)
    Company

    Developer Time Tracking for Invoicing: How to Bill Hours You Can Actually Prove (2026)

    A practical guide to developer time tracking for invoicing: capture billable hours passively, reconcile them against git, and hand clients an invoice backed by an audit trail instead of a guess.

    Matt
    Best GitHub Wrapped Alternatives for Year-Round Coding Stats (2026)
    Engineering

    Best GitHub Wrapped Alternatives for Year-Round Coding Stats (2026)

    Looking for a GitHub Wrapped alternative that works all year? Here are the best options in 2026, from free recap generators to audited profiles that track what you and your AI agents actually shipped.

    Matt
    How to Estimate Developer Hours From Commits (a Practical Method for 2026)
    Guides

    How to Estimate Developer Hours From Commits (a Practical Method for 2026)

    A step-by-step method to estimate developer hours from commits: session reconstruction, gap thresholds, and calibration. Plus where git-only estimates break and how to make the number invoice-ready.

    Matt
    How to Measure AI Coding Productivity in 2026 (a Framework That Holds Up)
    Guides

    How to Measure AI Coding Productivity in 2026 (a Framework That Holds Up)

    Measure AI coding productivity by tracking leverage and shipped output, not lines or tokens. Here is the framework: what to measure, what to ignore, and why commit volume and token counts mislead in the agent era.

    Matt
    How to Verify GitHub Contributions (and Why the Green Squares Don't)
    Engineering

    How to Verify GitHub Contributions (and Why the Green Squares Don't)

    GitHub's contribution graph shows activity, not proof, and it can be gamed in minutes. Here is how to verify GitHub contributions properly: read the commits, check authorship, and confirm the work behind the squares.

    Matt
    How to Prove Your Code Is Human-Written, Not AI (2026)
    Guides

    How to Prove Your Code Is Human-Written, Not AI (2026)

    You cannot prove code is human written not AI by inspecting the code, because finished output looks identical either way. Here is what actually proves human authorship: provenance, attribution, and an audited record of how the work happened.

    Matt
    Coding Time Tracker Without an IDE Plugin: What Actually Works in 2026
    Guides

    Coding Time Tracker Without an IDE Plugin: What Actually Works in 2026

    Want to track coding time without an IDE plugin? Start from a git baseline with nothing to install, then add one editor-agnostic CLI tracker for accuracy. Why per-editor plugins fail, and what to use instead.

    Matt
    WakaTime vs RescueTime (2026): Code-Level vs Whole-Computer Tracking
    Product

    WakaTime vs RescueTime (2026): Code-Level vs Whole-Computer Tracking

    WakaTime vs RescueTime compared in 2026. Code-specific editor tracking versus whole-computer time, with an honest verdict, a side-by-side table, and the git-based third option most comparisons miss.

    Matt
    How to Prove You Wrote the Code (Not AI) in 2026
    Engineering

    How to Prove You Wrote the Code (Not AI) in 2026

    AI writes a large share of code now, so 'I built this' settles nothing. Here is how to prove you wrote the code: provenance, an audited trail, and what actually holds up when someone checks.

    Matt
    Strava for Coding: What It Means and Why Developers Want One (2026)
    Engineering

    Strava for Coding: What It Means and Why Developers Want One (2026)

    Strava for coding is a profile that records what you actually built over time and proves it, the way Strava logs every run. Here is what the analogy gets right, where it breaks, and why it matters in the AI era.

    Matt
    How Long Does It Take to Build an MVP? Real Timelines in the AI Era (2026)
    Company

    How Long Does It Take to Build an MVP? Real Timelines in the AI Era (2026)

    How long it really takes to build an MVP with AI tools like Claude, Cursor, and Codex. Honest ranges by app type, a real case study, and how to prove the timeline.

    Matt

    Changelog

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