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Insights & Best Practices

Practical advice on managing technical debt, improving sprint accuracy, and building healthier engineering teams.

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Technical DebtJanuary 22, 20258 min read

Why 80% of Sprint Estimates Fail (And How Technical Debt Is the Hidden Culprit)

Most teams blame scope creep or poor estimation skills when sprints go off the rails. But our data from 500+ engineering teams reveals that invisible technical debt is the real velocity killer, silently consuming up to 45% of sprint capacity.

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Best PracticesJanuary 15, 20256 min read

The 20% Rule: Why Reserving Sprint Capacity for Debt Changes Everything

We analyzed teams that allocate a fixed percentage of sprint capacity to debt reduction versus those that address debt ad-hoc. The results were staggering: teams with systematic allocation shipped features 2.4x faster over a 6-month period.

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EngineeringJanuary 8, 202512 min read

How AI-Powered Velocity Prediction Actually Works (Under the Hood)

A deep dive into Michi's velocity prediction engine. Learn how we combine historical sprint data, debt accumulation patterns, and team composition to predict sprint outcomes with 95% accuracy.

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IntegrationsDecember 20, 20247 min read

The Debt Tracking Gap: What Jira and Linear Get Wrong About Sprint Planning

Jira and Linear are excellent project management tools, but they share a fundamental blind spot: neither treats technical debt as a first-class planning concern. Here's how to bridge that gap.

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LeadershipDecember 12, 202410 min read

Building a Debt-Aware Culture: A Guide for Engineering Leaders

Transforming how your team thinks about technical debt starts with culture, not tools. Learn the frameworks, meeting rituals, and communication strategies that the most effective engineering orgs use.

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StrategyDecember 5, 20249 min read

Debt Sprints vs. Continuous Allocation: Which Strategy Wins?

Should you dedicate entire sprints to debt reduction, or continuously allocate a percentage of each sprint? We break down both approaches with real data from teams using Michi.

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