Shehan Makani

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, ...

What Happens When You Run 5 Real Resin Formulations Through an AI Screening Platform? PrintChem by ChemeNova — five live API calls, verified outputs, and what they mean for specialty chemical formulators in 2026. The short version: We built a computational resin screening API. It correctly identified a genotoxin leachable at 9× the ISO safety limit, two viscosity failures, a Tg-shrinkage tradeoff emerging from kinetic data without being programmed for it, and the only formulation in five cases that genuinely earns a circular economy score. Every result in this post came from a live production endpoint. Why This Problem Matters Now The UV-curable 3D printing resin market is growing toward $3.5 billion by 2034 . At the same time, three regulatory frameworks are tightening simultaneously in 2025–2026: ISO 10993 / FDA 510(k) / EU MDR — Mandatory biocompatibility and leachable screening for any resin that contacts humans EU CLP new hazard classes — Mandatory for manu...

Why Most Gold Price ML Models Are Lying to You — And How We Fixed It XAU/USD $4,541.20 ▲1.2% MCX GOLD ₹1,28,450 ▲0.9% DXY 98.40 ▼0.3% VIX 18.2 ▲2.1% ATH $5,589.38 — Jan 28, 2026 Machine Learning · Finance · Data Science Why Most Gold Price ML Models Are Lying to You And how we built a genuinely honest next-day forecasting system — walk-forward validated, zero data leakage, real results across 121 folds. Shehan Makani May 17, 2026 · 12 min read ⌥ GitHub ◈ Kaggle Gold ATH (Jan 2026) $5,589 per troy oz · COMEX 2025 YTD Gain +55% strongest since 1979 J.P. Morgan 2026 Target $5,000 Q4 2026 forecast CB Purchases (2026E) 585t per quarter · J.P. Morgan Our Model RMSE 421 Ridge · 121 folds · INR/10g Context Gold just had ...