Head to head

ArgosBrain vs Windsurf Cascade

Windsurf stores memories per workspace. ArgosBrain stores them as a graph.

What Windsurf Cascade does
Two mechanisms: auto-generated Memories (local) and manually-authored Rules, both workspace-scoped.
What ArgosBrain does differently
Cross-project, agent-portable, symbol-aware graph with deterministic retrieval and no workspace silo.
What Windsurf Cascade is

The baseline, stated fairly.

Windsurf (formerly Codeium; acquired by Cognition AI — maker of Devin — in July 2025 for ~$82M ARR) ships two mechanisms: Memories, auto-generated by Cascade when it "encounters context that it believes is useful to remember"; and Rules, manually authored and version-controlled.

Memories live locally at ~/.codeium/windsurf/memories/ and are workspace-scoped.

How it actually works

Technical facts.

Sources: Windsurf Memories docs

Verdict

Where each one wins.

↑ Where ArgosBrain wins
  • Reliability. Windsurf's own docs admit memories aren't reliably recalled.
  • Cross-project graph. Windsurf is workspace-siloed by design.
  • Symbol-aware. Windsurf memories are prose.
  • Agent-portable. Windsurf Memories only work inside Windsurf.
↑ Where Windsurf Cascade wins
  • Native IDE integration (Cognition-backed).
  • Free local storage — same local-first posture as us.
When to choose which

Honest recommendation.

Choose Windsurf Cascade if
  • You've committed to Cognition's IDE
  • You want memory built-in
Choose ArgosBrain if
  • You use multiple agents
  • You need cross-project knowledge
  • You care about deterministic retrieval