Constellation understands your codebase without ever transmitting the raw source code. Only structural metadata crosses the wire.
Enterprise-grade privacy isn't a feature. It's the foundation.
#PrivacyFirst #DevTools #DevSecOps #Compliance
Constellation understands your codebase without ever transmitting the raw source code. Only structural metadata crosses the wire.
Enterprise-grade privacy isn't a feature. It's the foundation.
#PrivacyFirst #DevTools #DevSecOps #Compliance
• "Where is this referenced?" → Grep. Scan. Parse. Blown out context. Low-confidence answer.
After:
• "Show me circular dependencies" → ⚡️ Done.
• "What is the impact of this change?" → ⚡️ Done.
• "Find any dead code" → ⚡️ Done.
Less token waste. More signal.
#TokenEconomics #AICoding #DevEx
• "Where is this referenced?" → Grep. Scan. Parse. Blown out context. Low-confidence answer.
After:
• "Show me circular dependencies" → ⚡️ Done.
• "What is the impact of this change?" → ⚡️ Done.
• "Find any dead code" → ⚡️ Done.
Less token waste. More signal.
#TokenEconomics #AICoding #DevEx