Field Notes
Insights and updates from the FastFormulator team
Recent Posts
May 2026
Can I Trust Machine Learning to Accelerate My Formulation R&D?
Understanding when ML predictions are reliable, how to validate them, and why trust requirements in formulation are context-dependent. Building trust through data quality, validation, and security.
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May 2026
Why Surface Tension Matters for Formulated Products
How surface tension affects wetting, spreading, foam, and emulsion behavior across industries. Understand why reformulation is making this critical property harder to get right.
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May 2026
From Data to Decisions: Deep Learning in Formulation Workflow
How deep learning platforms integrate into R&D workflows to create a continuous learning loop. Make every experiment more valuable and preserve institutional knowledge.
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May 2026
Rewriting Laundry Formulation: Market Shifts Forcing Innovation
Cold-water washing, concentrated formats, bio-based surfactants, and sustainability pressures are reshaping laundry detergent formulation. Learn how these constraints require a deeper understanding of physicochemical fundamentals.
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May 2026
From Linear Models to Deep Neural Networks
Choosing the right AI for formulation innovation. Understand when to use simple statistical models versus deep learning and why the choice depends on your data, complexity, and goals.
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May 2026
Designing Chemical Products with AI - Don't Be Confidently Incorrect
Why LLMs are not suitable for formulation design and physicochemical property prediction. Domain-specific, chemistry-aware models are required for reliable predictions.
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May 2026
Why Waiting Months for Stability Data Is Killing Innovation
Colloidal stability is the silent bottleneck in product development. Learn why stability testing is the rate-limiting step and how predictive tools can identify unstable candidates before committing to long testing cycles.
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April 2026
Rapid Evolution of Drone Spraying Technology
Why drone spraying is forcing agrochemical reformulation. Learn about the critical role of viscosity and stability in ultra-low-volume delivery and how drone systems introduce new physical constraints for formulation design.
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April 2026
The Importance of Rheology in Formulation Design
Why products work or don't - understanding flow curves and shear-rate behavior. Discover how viscosity as a function of shear rate determines whether a formulated product performs as intended across paints, pharmaceuticals, lotions, and more.
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April 2026
Developing the Next Generation of Cleansers and Shampoos
The critical role of physicochemical optimization in developing sustainable skincare and haircare products. Explore the shift from sulfate-based to bio-based surfactant systems and the formulation challenges that come with it.
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April 2026
Cracking the Chemistry of Oil Recovery
Intelligent formulation design for complex reservoirs. Learn how the oilfield services industry is shifting from commodity chemicals to engineered, system-level formulations tailored to reservoir conditions.
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