03 · DEEP ENGINE ARCHITECTURE

Engineered for cognitive depth.

Moving past general-purpose chatbots. SciForge is fine-tuned to solve structural, mathematical, and spatial data blockades.

Scribble · Hybrid · Elo
orchestration.bus↑ 4,201 req/s
query.inrouterLLAMA-3.3 · reasoningGEMINI-PRO · long-ctxSYMPY · symbolic
04 · MULTI-MODEL HYBRID

Three engines.
Zero hallucinations.

Simultaneously running multi-model tasks. Leveraging specialized primary reasoning cores alongside long-context analysts to process massive workloads with zero data hallucinations.

03 · CANVAS VECTOR INGESTION

Your sketch.
Reasoned, line by line.

A 60Hz canvas processing matrix converting hand-drawn input shapes into clean SVG normalized paths for instant architectural and geometric reasoning.

Vector ingest
60Hz canvas → SVG path normalization
Reasoning chain
Symbolic algebra + structural physics solver
Correction overlay
Red-trace deltas with citation to the rule
scribble.lab/session-7f3a
VECTOR-DIFF v4.1
apex load → axial Fmax
NODES
5
MEMBERS
7
DEFLECT
0.4mm
05 · ACADEMIC ELO DIAGNOSTICS

Calibration that
moves with you.

Testing modules built with active calibration engines. Your skill profile updates dynamically over an interactive curve, shifting difficulty tiers up or down based on your performance.

elo.curve / live1842 → 1907
1826
1874
1913
1892
1937
1964
1946
1973
T1
T2
T3
T4
T5
T6
T7
T8