Shehan Makani

Shehan Makani ChemeNova OrbitChem™ GitHub IntelliForm Cheminformatics ML · Notebooks 06 + 07 · June 2026 Screening molecules for a Type II civilization Forward screening at R² = 0.9956, then inverse design, graph neural networks, and radiation qualification for Dyson swarm PDR. The full pipeline from molecule to mission. Shehan Makani ChemeNova LLC · ChemRich Global NJIT Tech MBA June 11, 2026 On March 21, 2026, Elon Musk announced Terafab — a joint Tesla/SpaceX/xAI chip megafactory in Austin targeting one terawatt of AI compute per year, with a dedicated line for space-grade semiconductors. Two weeks earlier I was finishing Notebook 05 in my cheminformatics ML series. The timing felt like a signal. Musk has said plainly on X: "Solar-powered AI satellites are the only way to achieve a Kardashev Type II civilization." A Type II civilization ha...

IntelliForm Workflow Showcase - 2026-05-03 Full workflow showcase IntelliForm connects prompt-to-formulation with the downstream proof stack. This dashboard covers the 10 public starter prompts plus the tabs that make IntelliForm more than a formula generator: optimization, sustainability, regulatory posture, carbon, stability, certification screening, QSAR, reformulation, and memory. 10 Starter prompts rerun 9 Product tabs represented 25 Regression tests passing 0 Reports generated for failed runs Actual Live App Results These are from the running FastAPI app, not the static HTML: one real formulation run, downstream saved-run payloads, and the active tool endpoints used by the React tabs. API Health OK Version 2.1.0 responded with 12 modules loaded: optimizer, Pareto, Bayesian, EcoMetrics, QSAR, regulatory, ...

Beyond Predictive Modeling: The Rise of Agentic Chemical OS | Shehan Makani ChemeNova Research Journal  ·  AI × Sustainable Chemistry  ·  March 2026 Perspectives on Deep Technology Beyond Predictive Modeling: The Rise of the Agentic Chemical OS How Multi-Objective Bayesian Optimization and Agentic AI are rewriting the rules of sustainable chemical commerce — and why the next frontier is execution, not just prediction. Shehan Makani Founder & CEO, ChemeNova March 9, 2026 12 min read For decades, chemical R&D has operated on a "Trial and Error tax" — spending 70% of the innovation cycle in a Valley of Despair between molecular design and commercially viable product. Even with the arrival of AI, most tools remain passive observers. At ChemeNova, we are building something categorically different: an Agentic Operating System for Chemistry that not on...