Best of AI-Assisted Development — January 2026

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   Article

   InfoQ·19w

   Google Introduces Conductor, a Context-Driven Development Extension for Gemini CLI

   Google released Conductor, a preview extension for Gemini CLI that maintains project context across AI-assisted development sessions using persistent Markdown files. The tool introduces a track-based workflow where developers define specifications and implementation plans before code generation, storing all context directly in the repository. This planning-first approach addresses the common problem of losing project context in chat-based coding tools and supports team-wide configuration for consistent AI-assisted contributions.

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2. 2
   Article

   InfoQ·17w

   Microsoft Adds Custom Copilot Agents for .NET Developers with C# and WinForms Experts

   Microsoft and GitHub launched the first .NET-focused GitHub Copilot custom agents: C# Expert and WinForms Expert. These agents provide specialized assistance for C# best practices, async/await patterns, testing workflows, and Windows Forms UI development. Developers can activate them by placing agent instruction Markdown files in a `.github/agents` folder. The C# Expert enforces modern coding standards and minimizes code bloat, while the WinForms Expert prevents accidental modifications to `.Designer.cs` files. Both agents are experimental and represent a shift toward domain-specific AI assistance with persistent behavior profiles tied to repository context.

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   Article

   GitHub Blog·20w

   Why AI is pushing developers toward typed languages

   AI-generated code is driving developers toward typed languages because type systems catch errors that AI tools commonly introduce. A 2025 study found 94% of LLM-generated compilation errors were type-check failures. TypeScript became the most used language on GitHub in August 2025, growing 66% year-over-year to 2.6 million developers. Other typed languages like Luau and Typst also saw triple-digit growth. Type systems provide a safety net and shared contract between developers and AI tools, making code more reliable and maintainable when you don't control every line yourself.

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   Video

   Programmers are also human·18w

   Sr. Engineer hearing about "Claude Code"

   A satirical take on the pressure senior engineers face with AI coding tools like Claude. The piece humorously depicts unrealistic expectations: running 16 parallel Claude instances instead of taking breaks, delivering an entire DEX (frontend, contracts, indexers, tests, audits) overnight, and companies relying on $200 AI subscriptions while warning engineers about a 6-12 month window to avoid becoming obsolete. It critiques the absurd productivity demands and existential anxiety in the AI-augmented development era.

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