It Knows Your Architecture. It Never Re-Learns It.
Vibe-coded prototypes forget every session — that is how duplicate services and missing auth checks pile up. Ptah indexes your project before the first message and keeps the decisions it makes after the last one, so feature ten stays as consistent as feature one.
Hybrid BM25 + vector memory search, fused with Reciprocal Rank Fusion.
See how memory worksPersistent Memory
Hybrid BM25 and vector search, fused with Reciprocal Rank Fusion, recalls the architectural decisions, security fixes, and data-model conventions from session one — so the agent building feature five does not reinvent the auth pattern from feature one.
Tree-sitter Codebase Indexing
Structural AST parsing across JavaScript, TypeScript, Python, and Go indexes every function, class, and import with exact file positions — the same map every agent works from, not a fresh guess per session.
Hybrid Symbol Search
Ask 'where do we validate auth tokens' in plain English and get ranked, cited results injected straight into agent context.



