Applied AI that ships. Research that scales.
NektronAI builds practical AI applications and a research stack designed for efficiency, interpretability, and reproducibility.
AI Applications
DeepTrading.ai
Stock research platform with multi-horizon forecasts and transparent performance tracking.
- Multiple forecast horizons
- Backtesting + strategy exploration
- Analytics designed for retail simplicity
InterviewHelperAI
Practical tools to level up preparation, iteration speed, and confidence during interviews.
- Guided preparation workflows
- Fast iteration and review loops
- Built for clarity, not noise
TagMySpend.com
Organize and understand spending with automation-first categorization and insights.
- Category automation
- Audit-friendly outputs
- Designed for real financial workflows
Research
GrowNet
GrowNet is a new kind of AI architecture that starts small and grows only when it needs to. Instead of training one massive, fixed model, it learns locally and adds capacity under clear, deterministic rules.
- Efficient growth: add capacity only under strict, measurable triggers
- Interpretability: spatial wiring and growth decisions are inspectable
- Reproducibility: deterministic guardrails and cross-language parity for experiments
- Designed for research and real-world systems, not just benchmarks
Services
Product + Systems Engineering
We help teams ship robust, auditable systems: model pipelines, data contracts, evaluation harnesses, backend reliability, and performance tuning. Availability is limited.
- AI product architecture and delivery
- Evaluation pipelines and metrics correctness
- Operational hardening: retries, idempotency, cost controls