Runtime
Articles about how BX-System operates over time.
- What Is an Agent Kernel?
An agent kernel coordinates tools through declarative flows, verifies their behavior, and updates its own strategy weights from verified outcomes.
- How to Build a Declarative Flow
A practical guide to structuring a declarative flow: defining the tools, setting the order, and establishing the verification contracts.
- One Cycle: Generate, Verify, Record, Update
One cycle reads stored context, generates a tool or flow, verifies the outcome, records the result, and updates strategy weights.
- How an Agent Generates Its Own Tools
A tool is generated as code, signed, verified against an expected outcome, and recorded. A failed tool is not trusted.
- Stable State: What the Kernel Returns To
Stable state is the condition to which the kernel returns after a repair or after a failed verification.
- Workflow Context and Memory State
Memory state is the accumulated knowledge each cycle adds to. Workflow context records the current run.
- Context Loss Between Runs
Context loss happens when a run does not read stored memory. The kernel resumes from workflow context and memory state.
- Why AI Agents Loop Forever
A loop is a cycle without verification. The kernel stops the loop because a cycle ends at a verified outcome, not at a guess.
- Continuous operation
Continuous operation is the principle by which BX-System generates, verifies, records, and learns without waiting for commands. Each cycle reads stored memory, produces new work, and updates its own weights.
- Adaptation
Adaptation is the principle by which BX-System changes its behavior based on accumulated outcomes instead of repeating a fixed solution. Every verified result updates the strategy weights; a strategy that failed is deprioritized.
- Efficiency
Efficiency is the principle by which BX-System aims to use as few resources as possible. Each decision is weighed by energy consumed against result achieved.
- The Five Operating Principles in One Page
Five principles: continuous operation, self-protection, adaptation, automatic repair, efficiency. Each has a dedicated article.
- Role Profiles: Prompt Prefix, Bias, Routing
A role profile sets the prompt prefix, the bias profile, and the task routing for a language model call.