// Topics / Productivity

Productivity

14 entries tagged “Productivity”

Your AI Tool Needs an Adoption SLO October 7, 2026 · 4 min Seat counts can't justify an AI tool renewal. Define one adoption SLI, governed completions over eligible cases, with guardrails and a breach rule. ai operations metrics

Stop Building Internal AI Tools No One Uses May 19, 2026 · 4 min Internal AI tools die quietly when teams optimize for launch over workflow fit, output trust, and post-launch ownership. One tool failed, one stuck. productivity ai leadership

Why Most AI Platform Teams Become the New Bottleneck May 14, 2026 · 3 min AI platform teams become bottlenecks when they centralize decisions instead of capabilities. The warning signs, the metrics that expose it, and the fix. platform-engineering ai teams

The Throughput Engineer: Why Headcount Is a Lagging Metric March 30, 2026 · 7 min Headcount is a lagging metric. The best engineering organizations measure throughput: decision speed, defect containment, and constraint removal. leadership productivity operations

AI and Team Productivity: Shared Infrastructure Wins October 13, 2025 · 3 min Individual AI speedups are a distraction. The real gains come from treating AI as team infrastructure, embedded in docs, decisions, and onboarding. productivity ai teams

AI Pair Programming: It's a Junior Dev, Not a Wizard September 1, 2025 · 4 min Treat AI coding assistants like a fast, literal junior dev: tight constraints, critical review, and no expectations of architectural insight. ai engineering productivity

AI Coding Assistant Productivity: Three Months of Numbers November 13, 2023 · 5 min Three months tracking Copilot and GPT-4 on real Go work: 25-30% faster on boilerplate, no gain on debugging, and a 15% review tax on AI-written code. ai developer-experience productivity

GitHub Copilot After Six Months: Faster Drafts, More Review November 28, 2022 · 5 min Six months with Copilot in real projects. What it actually helps with, where it quietly makes things worse, and why the productivity claims are overblown. ai developer-experience productivity

Engineering Metrics: DORA, Error Budgets, and DevEx Signals October 17, 2022 · 5 min Most engineering metrics measure activity. The few worth tracking: DORA, user-facing reliability with error budgets, developer friction, and outcomes. metrics leadership productivity

DORA Metrics: Keep Them Off Performance Reviews January 24, 2022 · 5 min DORA metrics work until someone puts them on a performance review. How to define, collect, and use them at team level without gaming. metrics devops productivity

GitHub Copilot: First Impressions From a Go Developer July 8, 2021 · 4 min Early notes from GitHub Copilot's technical preview on Go code: strong on boilerplate and tests, wrong on domain logic, unresolved on licensing. developer-experience ai go

Remote Work for Engineering Teams: Benefits and Dangers June 4, 2021 · 6 min Years of running distributed engineering teams: what remote work gives you, where it hurts (isolation, blurred boundaries, eroding trust), and what works. remote-work leadership teams

Developer Productivity Metrics: Why I Only Trust DORA August 31, 2020 · 4 min Lines of code, commit counts, and velocity charts fail as developer productivity metrics. The four DORA metrics, tracked per team, are worth your time. productivity metrics engineering

Developer Experience: Internal Platforms vs Ad-Hoc Tooling August 12, 2019 · 6 min Purpose-built internal platforms versus the scripts and Makefiles teams grow themselves, and the team size and pain at which each one wins. developer-experience platform-engineering devops