Deep dives into AI coding tools, architecture patterns, and how Atlarix fits into your workflow.
We're not on the Terminal-Bench leaderboard yet — we're working toward it. Here's our first self-run comparison against opencode, same model and infrastructure: Atlarix 42/89, opencode 39/89. It's single-attempt and does NOT prove we're ahead. Raw files and full reproduction steps included.
We ran a controlled benchmark comparing Blueprint-assisted vs unassisted agentic exploration on a production multi-repository workspace. Here's what we found — including a counterintuitive result about total context usage.
Everyone reaches for embeddings and a vector database. Atlarix doesn't — no embedding model, no vector index, nothing uploaded. Here's how bundled ripgrep and the model's own reasoning give it real, whole-codebase context, and why that's the better call for code.
Cursor is the polished VS Code fork with cloud agents and embedding-based search. Atlarix is the open-weight, local-first harness with no-embeddings retrieval and approval before every write. An honest side-by-side.
Claude Code is Anthropic's terminal agent and, like Atlarix, uses no vector index. Atlarix brings that philosophy to an open-weight, local-first desktop workstation with approval before every write.
Codex runs autonomously in cloud sandboxes and lands pull requests. Atlarix keeps the work local and open-weight, with approval before every write. Two different loops, compared honestly.
Antigravity is an agent-first VS Code fork tuned around Gemini. Atlarix is the open-weight, local-first harness with no-embeddings retrieval and approval before every write. Where each one wins.
Copilot is everywhere — autocomplete, agent mode, cloud PRs — on rotating proprietary models with embedding-based search. Atlarix is open-weight, local-first, no embeddings, with approval before every write.
Cursor, Claude Code, GitHub Copilot, Windsurf, Atlarix — compared honestly on what actually differs now: which models they're built for, how they retrieve code, whether they run locally, and how much control you keep.
Run the full coding workflow on your own hardware with Ollama or LM Studio — and the open-weight frontier (DeepSeek, Qwen, Kimi, MiniMax). Here's why local models actually perform in Atlarix, where they often don't elsewhere.
Most AI coding tools ship as editor forks or plugins. Atlarix is a standalone desktop workstation that sits beside any editor. Here's the capability case — local models, the approval queue and sandbox, and a browser/terminal around the agent.