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Blog

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Research

How to Train a SOTA Frontier Decision Model

Discover how Fastino trained GLiDE v1.2, a state-of-the-art decision model, using reasoning distillation, improved training data, and multi-teacher learning to boost accuracy and reduce latency.

Guide

What is RLCD? The Training Method Behind Decision Models

Learn what reinforcement learning for calibrated decisions is, how it works, and when you should use it for your models.

Research

Big Model, Small Adapter: Fine-Tuning NVIDIA Nemotron 3.5 Super VL

See how LoRA fine-tuning NVIDIA Nemotron 3.5 Super VL improves finance and healthcare benchmarks while reducing output tokens and inference costs.

Product

Introducing the Fastino Training API: An Open Weight Models Training API for Supervised Fine-Tuning and Reinforcement Learning

Run supervised fine-tuning and reinforcement learning with the Fastino Training API, featuring managed GPUs, per-token pricing, and Tinker SDK compatibility.

Research

A Practical Guide to Harness Engineering

Learn harness engineering for AI agents: design tools, manage context and memory, enforce constraints, and benchmark accuracy, latency, and cost.

Guide

Decision Models Explained: Use Cases and Top Model Comparison

Learn what decision models are, how they differ from classifiers, and when to use them. Compare top models, including open-weight and trainable options.

Guide

Fine-Tuning vs RAG vs Prompt Engineering: How to Adapt an Open Weight Model

A practical guide to choosing between prompt engineering, RAG, supervised fine-tuning (SFT and LoRA), continued pre-training, preference optimization (including DPO), and reinforcement learning.

Product

Introducing GLiDE: The First Thinking Decision Model

Introducing GLiDE - the first thinking decision model built for difficult, structured decisions.

Product

GLiNER2.5-Decide: An Open-Weight Model for Structured Decision Making

Introducing GLiNER2.5-Decide, a new classification encoder model fine-tuned for constrained decision making.

Research Papers

Research Papers

Read our published research, written by our technical team, from new model releases to product research.

Read the papers

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Fastino Inc. (“Fastino”) develops specialized AI models and provides APIs designed to support structured data extraction, classification, reasoning, and production AI workflows. Fastino is a technology company and does not provide legal, financial, compliance, or advisory services.

Any outputs, predictions, classifications, or decisions generated through Fastino models are based on the configuration, data, and implementation provided by the customer. Fastino does not control, verify, or guarantee the accuracy, completeness, or suitability of model outputs for any specific purpose. By using this website or Fastino’s models and services, you acknowledge that all content and outputs are provided for informational and operational purposes only and agree to our Terms of Use and Privacy Policy.

2026 Fastino Inc.

All rights reserved

Subscribe to our newsletter

Get the latest updates on model releases, product news, and research.

Fastino Inc. (“Fastino”) develops specialized AI models and provides APIs designed to support structured data extraction, classification, reasoning, and production AI workflows. Fastino is a technology company and does not provide legal, financial, compliance, or advisory services.

Any outputs, predictions, classifications, or decisions generated through Fastino models are based on the configuration, data, and implementation provided by the customer. Fastino does not control, verify, or guarantee the accuracy, completeness, or suitability of model outputs for any specific purpose. By using this website or Fastino’s models and services, you acknowledge that all content and outputs are provided for informational and operational purposes only and agree to our Terms of Use and Privacy Policy.

2026 Fastino Inc.

All rights reserved

Subscribe to our newsletter

Get the latest updates on model releases, product news, and research.

Fastino Inc. (“Fastino”) develops specialized AI models and provides APIs designed to support structured data extraction, classification, reasoning, and production AI workflows. Fastino is a technology company and does not provide legal, financial, compliance, or advisory services.

Any outputs, predictions, classifications, or decisions generated through Fastino models are based on the configuration, data, and implementation provided by the customer. Fastino does not control, verify, or guarantee the accuracy, completeness, or suitability of model outputs for any specific purpose. By using this website or Fastino’s models and services, you acknowledge that all content and outputs are provided for informational and operational purposes only and agree to our Terms of Use and Privacy Policy.

2026 Fastino Inc.

All rights reserved