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Guides, insights and news from the fast-moving world of AI agents and tools.

AI Coding Assistant Practical Guide 2026: Selection Criteria in the Self‑Hosted Era
Coding assistant

AI Coding Assistant Practical Guide 2026: Selection Criteria in the Self‑Hosted Era

AI coding assistants in 2026 have evolved from simple completion engines to collaborative developers that understand the code base. This article delves into selection criteria from the perspectives of self‑hosting, code search, privacy, and ROI.

Daniel Nikulshyn

Daniel Nikulshyn

Jul 2026

370
How to Evaluate AI Coding Assistants
Developer Tools

How to Evaluate AI Coding Assistants

AI coding assistants are becoming standard tools in modern software teams, but choosing the right one requires more than running a few benchmarks. This guide explains how engineering leaders and developers can evaluate coding assistants based on real-world productivity, code quality, context awareness, security controls, and overall developer satisfaction.

Daniel Nikulshyn

Daniel Nikulshyn

Jun 2026

860