Getting Value from AI Developer Tools
Posted on January 12, 2025
Software engineering is changing. From autocomplete to chat-based code generators to no-code platforms, AI tools arrived like a tsunami in 2024. It’s true that most software development work - especially for experienced engineers working on distributed systems and mature codebases - remains above the waterline. Smart autocomplete and agentic code...
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Tags:
Software Engineering, AI
Better Asynchronous Written Communication
Posted on September 29, 2024
Asynchronous communication through tools like Email, Slack, and Docs has become central to how teams work. But how do we ensure clarity when we can’t rely on real-time feedback? Words and sentences can vary widely in meaning, and the bedrock of effective communication is shared context. In a conversation context...
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Tags:
Communication, Leadership
Generating Detection Rules with LLMs
Posted on July 1, 2024
Suppose you are a payment processor handling thousands or millions of payments every day. Some small number of the payments that you process are bound to be fraudulent. How can you spot them? This problem - identify a small number of bad events in a sea of good events -...
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Tags:
Classification, Machine Learning, Artificial Intelligence
Making (Correct) Decisions with Data
Posted on June 27, 2024
Sloppy analytics can lend false confidence to bad decisions. Leaders who understand a few common pitfalls can make better decisions from data. The most common pitfall is underspecification. The answer to a simple-seeming question like “are users more likely to churn if they see more than 3 ads on their...
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Tags:
Engineering, Leadership, Data Science
Technical Inspection
Posted on June 17, 2024
The CEO needs to increase company margins. He turns to the engineering leadership team to help. Engineering leadership puts together a sound plan. First the objective to “Increase Company Margins” is decomposed into a collection of eng-level goals like “Reduce Tier 2 Support Hours”. Each of these eng-level goals decompose...
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Tags:
Engineering, Leadership, Architecture, Management