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We are a community of software engineering leaders that come together to learn and get inspired on all things team, tech, process, and personal development.
LeadDev has become an essential destination for anyone in tech and engineering who wants to scale themselves and create impact. When you plug in to LeadDev, you gain access to inspirational knowledge and thought-provoking advice on both perennial challenges and the issues of today. From practical ideas you can implement immediately, to future trends that will give you an electric advantage.
We provide this via a range of content that includes articles, thematic content series, video talks and panel discussions, written and delivered by the best voices in engineering. Source
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| Scope | International |
|---|---|
| Language | English |
| Country | United Kingdom |
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Recent Articles
Search ArticlesAI code is correct and still costs you more
You have 1 article left to read this month before you need to register a free LeadDev.com account. Estimated reading time: 3 minutes Key takeaways: AI-generated code is fast and reasonably correct, but inefficient in ways that add real downstream cost, driving 5-8% higher compute and memory growth. The review burden shifted onto humans: AI-generated changes triggered 1.92x more blocking review threads and 1.39x more comments.
Your incident response wasn’t built for AI
You have 1 article left to read this month before you need to register a free LeadDev.com account. Key takeaways: AI systems fail differently: fluent, confident outputs return a 200 OK even when wrong, and identical inputs can produce different outputs due to GPU batching. Nobody owns the quality floor. Product picks the model, platform carries the pager, and neither controls the failure rate.
Staff+ engineers must rebuild team culture
You have 1 article left to read this month before you need to register a free LeadDev.com account. Key takeaways: AI-driven parallel work is eroding what makes a team: shared goals, interdependent work, and stability, leaving engineers shipping more while feeling more isolated. Culture forms through everyday collaboration. When AI replaces peer problem-solving, teams lose the shared experiences that reinforce norms.
What 15 million Gemini conversations tell us about AI at work
You have 1 article left to read this month before you need to register a free LeadDev.com account. Estimated reading time: 6 minutes Key takeaways: Google’s study of 15 million Gemini interactions finds AI usage stays shallow: even in adopting occupations, the median is just 21% of tasks touched. AI amplifies human work rather than replacing it. The data points toward a “runaway” scenario where experienced workers pull further ahead rather than juniors catching up.
The tokenmaxxing hype didn’t last long
You have 1 article left to read this month before you need to register a free LeadDev.com account. Key takeaways: Tokenmaxxing is already dying. LeadDev’s AI Impact Report 2026 found only 19% of respondents rate tokenmaxxing as effective, and 57% say it fails to gauge real value. Meta, Amazon, Microsoft, and Uber have all walked back or killed their token leaderboards.
Engineering managers who build are pulling ahead
You have 1 article left to read this month before you need to register a free LeadDev.com account. Estimated reading time: 5 minutes Key takeaways: Engineering managers now need hands-on building experience to lead effectively. Taste (and the ability to spot AI slop) has become the critical review skill. The old speed-vs-quality tradeoff is disappearing, so quality is no longer the cost of moving fast.
Your interview questions assume candidates can afford Claude Code Max
You have 1 article left to read this month before you need to register a free LeadDev.com account. Estimated reading time: 7 minutes Key takeaways: Access to leading agentic coding tools is becoming a hiring filter. The divide isn’t only about money. Unpaid time to practice matters just as much. Early access compounds fast. Current fixes are a start, but they’re small.
The throughput trap: AI-powered teams ship more code but deliver less
You have 1 article left to read this month before you need to register a free LeadDev.com account. Key takeaways Tokens, lines of code, and pull requests measure activity, not business impact. AI can increase developer output while shifting the bottleneck into review, testing, integration, and maintenance. Leaders should measure the full path from idea to customer value, then use AI where the real constraint lies. We have all seen the posts by now.
Your SDLC is your context engineering
You have 1 article left to read this month before you need to register a free LeadDev.com account. Estimated reading time: 18 minutes Key takeaways: The SDLC is an agent’s real context, not just AGENTS.md files. Separate builder and reviewer at task level, not just PR level, or agents rationalize their own failures. Most critical issues trace back to planning, not code. File-level context engineering has won.
Engineering managers are back in the codebase
You have 1 article left to read this month before you need to register a free LeadDev.com account. Estimated reading time: 2 minutes Key takeaways: AI lowered the barrier back into the code: EM hands-on work jumped from 20% to 35% in 12 months. The 2024 “player-coach” prediction is now reality across every leadership level. Coding again doesn’t mean becoming another engineer.