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.
PINNAL — deciding which ASO candidate to test first.
Murai Labs' flagship platform for nucleic-acid therapeutics. Given a target gene, exon, tissue context, and an optional patient variant file, PINNAL returns a ranked, evidence-linked shortlist of antisense-oligonucleotide candidates — moving research teams from a molecular hypothesis to a practical experimental plan, with the rationale for every ranking kept in view.
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 2603.06728RIGEL
Reverse-engineering the Apple M4 Max Metal 4.1 tensor path — eleven hidden hardware specs recovered by microbenchmark.
arXiv 2606.12765KALAVAI
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
Audit-traceable ranking for nucleic-acid therapeutics: given a gene, exon, tissue, and optional patient VCF, which antisense-oligonucleotide should a lab synthesize and test first.
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.