Engineeringintelligencefrom systems,not spectacle.
A research institution for architectures that route, model, coordinate, and preserve. Intelligence is treated as a living topology: many specialized parts, slow feedback, measured exchange.
Large models are only one substrate. The harder work is system intelligence: adaptive routing under uncertainty, domain-specific modeling, inspectable decision traces, and infrastructure that keeps cultural knowledge alive.
ACAR
Adaptive Complexity Routing for multi-model ensembles with auditable decision traces.
arXiv 2602.21231ORION
Direct paths into local neural hardware and the discipline needed when inference leaves the cloud.
arXiv 2603.06728KALAVAI
Cooperative specialist fusion through frozen-layer MoE routing and measurable divergence laws.
Open research noteUyir
Evolutionary Mixture-of-LoRA decomposition: routing lever, lifecycle penalty, and substrate-conditioned boundary.
arXiv 2605.11153TamilLM
Tamil-first bilingual foundation modeling across classical, devotional, literary, formal, colloquial, Tanglish, and English registers.
Mugil
Voice-first Tamil agentic service layer for dialect-aware speech, cultural priors, and artifact creation.
MEIPPATTU
Indian classical dance motion modeling, beginning with a Bharatanatyam dataset and music-conditioned motion generation.
PINNAL
Learned ranking for nucleic-acid therapeutics with traceable Perceiver IO and cooperative LoRA fusion.
MARMAM
Heritable Sparse Mutability Masks for parameter-efficient adaptation and model topology research.
Current work in progress, kept as a plain research log rather than a dashboard.
Router confidence sweeps
Stress tests across fused specialists and hybrid-domain prompts.
Corrected cooperative-system runs
Per-domain equal-weight evaluation under corrected routing protocols.
Local inference paths
Apple Neural Engine, workstation GPU, and constrained edge deployment surfaces.
Active system briefs
Chitti household companion OS, MEIPPATTU motion capture, TamilLM data provenance, and Isai corpus boundaries.