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software-engineering
82 postsGitHub's Copilot Code Review: Lessons from Tool Migration
GitHub's Copilot code review faced challenges with shared tools. Clearer instructions led to a 20% reduction in review costs.
MCP Protocol Deep-Dive: Understanding Tool Discovery Mechanics
Explore the MCP protocol's tool discovery process, including JSON-RPC handshake and dynamic endpoint enumeration with practical code examples.
As AI coding speeds up, the bottleneck shifts to specs
As AI coding autonomy climbs toward full automation, the real bottleneck shifts from writing code to defining what to build. A new open-source pipeline turns meeting transcripts into structured specs.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comSignal vs Noise in Code Evaluations: Measuring Developer Skill
How to separate meaningful signal from misleading noise in code evaluations, with practical guidance on designing better technical interviews.
Encoding Team Standards into AI Instructions
Why senior engineers' tacit knowledge causes inconsistency in AI-assisted development, and how it can be turned into executable, versioned instructions.
DeepSWE: The Best Benchmark for Evaluating AI Coding Agents?
DeepSWE offers a novel benchmarking platform for evaluating the performance of AI coding agents.
Four Weaknesses of Hand-Rolled Ruby Facades
An exploration of the weaknesses of hand-rolled Ruby facades and their importance for engineers.
Understanding Why AI Agents Get Stuck in Loops
Explore the challenges AI agents face in task completion and strategies to overcome them.
AI Security: Why Prompt Engineering Falls Short
AI security requires more than system prompts. Measures against Prompt Injection must be implemented.
Same input yielded different translations each time. The bug was unexpected.
If the same input gives different outputs, check for close scoring ties in translations.