AI Architecture AI automation AI performance Artificial Intelligence Classification LLM Software Architecture

How Jev Works: The Parallel Decision Model That Skips Token-by-Token JSON

Quick summary Typed decisions: Jev evaluates declared questions in parallel and returns bounded answers instead of generating a JSON string token by token. Keep questions narrow: Define one judgement per field and let application code combine the results. Validate on your own data: Type safety does not guarantee correctness; test accuracy, confidence and review thresholds […]

AI agent security AI automation AI Tools Hermes Agent local AI tools Productivity self-hosted AI agent Self-Hosting

Hermes Agent Review: Is a Self-Hosted AI Agent Worth Running?

Quick summary Hermes Agent is best for recurring workflows with a clear input, defined output and human review step. Persistent memory and reusable skills reduce repeated setup but require deliberate data management. Messaging gateways improve convenience while making identity and authorisation essential. Start with a read-only or draft-only task before granting credentials, publishing rights or […]

AI Agents AI automation Artificial Intelligence LLM Software Architecture System Architecture

Context Engineering for AI Agents: Memory, Retrieval, and Token Budgets

Quick summary Treat context as a limited working set for the next action, not an archive of everything the agent has seen. Keep durable facts separate from transient conversation history and task-specific retrieved evidence. Retrieve a small, explainable set of relevant items, then filter or compress the rest before it reaches the model. Reserve tokens […]

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