Simplicio BLOGSIMPLICIO / Architecture & Performance
From an 85k-line monolith to sub-millisecond micro-daemons.
01 · BENCHMARK ·
The Grand Consolidation: Accelerating Simplicio Across All Dimensions
We profiled the runtime and mapped 12 core engineering issues (#5951–#5968) under Epic #5941 to eliminate I/O, regex, subprocess, and compilation bottlenecks, transforming Simplicio into an ultra-fast resident micro-daemon architecture.
Read the analysis ↗Context Resolution Latency< 3ms
Monolith to Micro-Daemons
02 · CASE ·
Pasblinn: measured OpenCode cost with Qwen
On real OpenRouter billing for a 3-regime OpenCode round, Simplicio cut mean cost 91.6% in the medium regime and 80.2% in the large regime. The small regime was 13.2% more expensive, without significance.
Read the case ↗Medium-regime cost−91.6%
Simplicio × qwen/qwen3.7-flash
03 · BENCHMARK ·
A smaller edit. A measurable difference.
In a two-stage HTML CRUD workflow, Simplicio reduced editing cost by 96.62%. Across creation and editing, total tokens fell 61.51% and cost fell 55.66%.
Read the study ↗Editing cost−96.62%
Simplicio × DeepSeek V4 Flash