As software gains autonomy, permissions alone become insufficient. Safe agent systems need authority isolation, constrained action spaces and boundaries outside the agent's control.
Canon defines a fictional person, but an actor changes which expressions, transitions and interpretations become convincingly reachable in performance.
As software gains autonomy, permissions alone become insufficient. Safe agent systems need authority isolation, constrained action spaces and boundaries outside the agent's control.
Agent memory requires typed records, controlled writes, scoped retrieval, consolidation, provenance and deletion—not just a vector database.
Learn the components of a production AI agent and where reasoning, memory, state, tools and approval should live.
The coordinator owns the run lifecycle and accepted transitions, allowing organizations to use probabilistic models without surrendering process control.
Canon defines a fictional person, but an actor changes which expressions, transitions and interpretations become convincingly reachable in performance.
AMR captures who did what to whom; execution graphs define state, permitted transitions, tools and validation for agentic workflows.
A model explanation is not enough. AI transparency must be designed into the surrounding knowledge and decision system so outputs can be traced, challenged and corrected.
Determinism supports reproducibility, but reproducibility is not truth. Knowledge-centric AI requires claims that can be tested, falsified and corrected.
Invariants provide orientation across changing situations, while entropy, falsification and incompleteness explain why no useful map should be mistaken for the whole territory.
LLMs widen the search space through rapid candidate generation. Knowledge-centric systems need an equally explicit process for rejecting false paths.
Entropy connects generative abundance to physical infrastructure: variation expands the candidate space, while selection must pay to turn uncertainty into usable structure.
LLMs have made candidate generation abundant. Reliable progress now depends on the quality of the selection system around them.