LAYA: Open models for a closed decision
Jev, from TypeSafe, takes unstructured text and returns a probability over labels you wrote. The weights are not public, and TypeSafe has not published a… Read More »LAYA: Open models for a closed decision
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Jev is a typed decision model. Route the ticket, then read the probability.
If the next step in your system is a closed judgment, route this ticket, score this trace, and gate this action; Jev is worth a… Read More »Jev is a typed decision model. Route the ticket, then read the probability.
Your Text-to-SQL Agent Passed the Demo. Did It Survive Production?
Validating AI agent behavior before production is one of the hardest problems in applied AI. Agents are non-deterministic and multi-step — errors in early steps… Read More »Your Text-to-SQL Agent Passed the Demo. Did It Survive Production?
Why NucleusIQ? A Honest Technical Answer to the Framework Question
By Brijesh Kumar Singh — March 2026 Every time we talk about NucleusIQ, someone asks the same question: “Why should I use NucleusIQ instead of… Read More »Why NucleusIQ? A Honest Technical Answer to the Framework Question
How to Use Claude Code with Qwen Coder and Ollama for free
TL;DR If the laptop is too slow, rent a card on Vast.ai. Same disclosure: you do not pay extra, and I may earn a commission.… Read More »How to Use Claude Code with Qwen Coder and Ollama for free
NucleusIQ Agent Coverage
TL;DR NucleusIQ is an agent-first Python framework (not a chat wrapper). As of v0.7.12, you get three execution modes, a context engine that compacts before… Read More »NucleusIQ Agent Coverage
How to Use NucleusIQ Autonomous Mode for High-Stakes AI Workflows
TL;DR What Is NucleusIQ Autonomous Mode? Autonomous mode is NucleusIQ’s highest orchestration level. It is built for tasks where one-pass answers are not enough and… Read More »How to Use NucleusIQ Autonomous Mode for High-Stakes AI Workflows
NucleusIQ Plugins Guide: Guardrails, Limits, and Reliable Agent Workflows
TL;DR Why Plugins Matter in NucleusIQ In NucleusIQ, plugins are where policy and reliability become enforceable. They help you control: Without plugins, your agent may… Read More »NucleusIQ Plugins Guide: Guardrails, Limits, and Reliable Agent Workflows
How to Use NucleusIQ Standard Mode With Tools (Practical Guide)
TL;DR Why Standard Mode Is the Default for Tool Workflows In NucleusIQ, Standard mode is designed for multi-step tasks where the agent needs to call… Read More »How to Use NucleusIQ Standard Mode With Tools (Practical Guide)
What Is NucleusIQ? A Practical AI Agent Framework for Production
Introduction: The AI Agent Hype vs Reality If you have spent any serious time building AI agents, you already know the pattern: This is where… Read More »What Is NucleusIQ? A Practical AI Agent Framework for Production
