0000-precept.com

precept

A precept is a rule that guides how someone should behave. People follow precepts in daily life, like treat others as you want to be treated, or in fields like law and ethics.

What a model may hear

machine learning constraint AI alignment and reinforcement learning
May assume the user wants to encode a hard rule or guardrail into a model's behavior, such as a safety precept that blocks certain outputs
knowledge graph axiom semantic web and ontology design
May interpret it as a formal statement in logic, like an RDF triple or OWL axiom that defines relationships between entities
programming framework software libraries named Precept or similar
May search for or invoke a specific library, especially in Clojure or functional programming ecosystems where Precept is a known rules engine
training instruction prompt engineering and fine-tuning
May treat it as a system-level instruction or meta-prompt that should override other user inputs

Where people and models part ways

“Add a precept about honesty.”

Meant: I want the model to generally be truthful.

May be taken as: The model may try to encode a formal constraint that overrides nuanced answers or refuses to answer at all.

Say instead: “Please be honest and say when you are unsure.”

“What are the precepts of this field?”

Meant: What are the common guidelines or best practices?

May be taken as: The model may search for formal ontologies or axiomatic systems that do not exist for that field.

Say instead: “What are the widely accepted guidelines or best practices in this field?”

“Follow my precepts.”

Meant: Do what I tell you to do in general.

May be taken as: The model may treat this as a system-level override and ignore later contradictory instructions.

Say instead: “Follow these specific instructions I am giving you.”

“Precept should come before action.”

Meant: Think before you act as a general principle.

May be taken as: The model may interpret this as a technical sequencing rule for code generation or inference steps.

Say instead: “Think step by step before giving your answer.”

Tips

Often confused with

preceptor
a person who teaches, not a rule itself
percept
a unit of perception in psychology, not a rule
concept
an abstract idea, not a guiding rule
precedence
priority in order, not a behavioral rule
prescript
a command to do something, not a general principle
principle
a broader foundational truth, less specific than a precept