Publish Release

What's New

Context Window Manager

Julia now intelligently manages its context window to prevent hallucinations and maintain focus during long conversations.

• Dynamic budget system — Adapts context allocation based on the model's actual context window size (discovered via Ollama API)
• Structured compaction — When context grows too large, conversations are summarized into structured JSON (task goal, files modified, decisions made, pending work)
  instead of lossy flat text
• Task anchoring — The user's original goal is pinned at the top of context and never compacted away
• Message priority scoring — File writes and user messages are retained over read results when trimming is needed
• Context health monitoring — 4-level system (ok → warning → critical → emergency) with automatic emergency compaction to prevent out-of-context failures
• Smart token estimation — Replaced naive chars/4 with more accurate chars/3.5 plus per-message overhead
• Dynamic tool result caps — Tool output limits adapt to remaining budget instead of a hardcoded 12KB cutoff