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34 posts tagged with "ai"

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Copilot CLI's Rubber Duck โ€” Cross-Model Review for Coding Agents ๐Ÿฆ†

ยท 8 min read
Gergely Sipos
Frontend Architect

GitHub just shipped an experimental feature in Copilot CLI (announced April 6) that does something no mainstream coding agent has done before: it uses a second model from a different AI family to review the primary agent's work before it executes. The feature is called Rubber Duck, and it's one of the first real-world implementations of cross-model review built into a tool developers actually use daily. If you care about multi-agent workflows or code quality, this one is directly relevant.

Google's Gemma 4 Is Out โ€” Here's Why Web Developers Should Pay Attention

ยท 8 min read
Gergely Sipos
Frontend Architect

Google just released Gemma 4, the latest generation of their open model family โ€” and two things make this one genuinely different. First, it's now Apache 2.0 licensed, removing the custom-license friction that held back adoption. Second, the lineup spans from a 2B-parameter edge model that fits on a Raspberry Pi to a 31B powerhouse that ranks in the top 3 open-source LLMs on the Arena AI leaderboard. If you're a web developer, this one's worth a closer look ๐Ÿง .

Karpathy's LLM Wiki โ€” A Better Pattern Than RAG? ๐Ÿง 

ยท 10 min read
Gergely Sipos
Frontend Architect

Andrej Karpathy โ€” the same person who coined vibe coding โ€” recently published a gist describing a pattern he calls the "LLM Wiki". The core tension it addresses is simple: RAG re-derives knowledge from scratch on every question. What if the LLM built something persistent instead โ€” a structured, interlinked wiki that compounds over time? It's a deceptively simple idea with some genuinely interesting implications.