Blog
Practical notes on decision models in automation, plus releases and benchmark results with the harness and data linked. New to the idea? Start with what a decision model is.
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GPT-6 Luna Decisions Alternatives: Hosted and Self-Hosted Options
GPT-6 Luna Decisions alternatives: when OpenAI's decision API fits, and when to look at other hosted decision models or open-weights options like Helm.
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How to Ask Helm a Question
How to structure a Saina Helm request: context in state, one decision per question, options named by what they mean, the right question type, and decision mode for safe fallbacks.
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LLM Decision Making: When to Use a Chat Model and When to Use a Decision Model
LLM decision making compared: when a chat model is the right tool and when a decision model that scores your options fits, on confidence, cost and control.
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How to Fix GPT Routing Problems in Your Automation Workflows
GPT routing problems in n8n, Make and Zapier: dropped tickets, overlapping routes, no confidence, silent model changes. Symptom, cause and fix for each one.
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Introducing Saina Helm: The Best Decision Model Under 1 Billion Parameters
Saina Helm is the best decision model under 1 billion parameters for intent classification and routing: open weights, typed questions in, probabilities out, a clear handoff when unsure. The first model in the Saina family.
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LLM Classification Failures: Causes and Fixes for Production Workflows
Why LLM classification fails in production: off-list labels, format drift, inconsistency, no usable confidence, and the fixes that actually hold in production.