kairos_core.py

# kairos_core.py
# Core orchestration engine for Kairos OS

class KairosCore:
    def __init__(self, input_signal):
        self.input = input_signal
        self.trace = []
        self.explanation_modes = ["analyst", "explainer", "strategist"]
        self.result = None
        self.companions = {
            "compliance": self._invoke_compliance,
            "audit": self._invoke_audit,
            "validation": self._invoke_validation
        }

    def run(self):
        self._log("BEGIN_TRACE: Input received")
        parsed = self._parse_input(self.input)
        audit = self._ethics_audit(parsed)
        decision = self._generate_output(parsed, audit)
        self.result = decision
        self._log("END_TRACE: Output generated")
        return decision

    def explain(self, mode="explainer"):
        if mode not in self.explanation_modes:
            return "Unsupported explanation mode."
        if mode == "analyst":
            return self._explain_analyst()
        elif mode == "explainer":
            return self._explain_plain()
        elif mode == "strategist":
            return self._explain_strategic()

    def invoke(self, companion):
        if companion in self.companions:
            return self.companions[companion]()
        return f"Module '{companion}' not available."

    def _invoke_compliance(self):
        self._log("COMPLIANCE: Validating against ethical frameworks")
        return {"invocation": "compliance", "role": "ethical validation", "status": "active"}

    def _invoke_audit(self):
        self._log("AUDIT: Generating audit trail and compliance documentation")
        return {"invocation": "audit", "role": "audit trail generation", "status": "active"}

    def _invoke_validation(self):
        self._log("VALIDATION: Confirming output accuracy and alignment")
        return {"invocation": "validation", "role": "output validation", "status": "active"}

    def _parse_input(self, input_signal):
        self._log("PARSING: Interpreting input context and requirements")
        return {"content": input_signal, "meta": {"intent": "decision_support"}}

    def _ethics_audit(self, parsed):
        self._log("AUDIT: Running ethical compliance and governance validation")
        return {"status": "green", "clauses": ["C-06", "C-08", "C-10"]}

    def _generate_output(self, parsed, audit):
        self._log("OUTPUT: Generating compliant decision framework")
        return {
            "response": f"Evaluated: {parsed['content']}",
            "audit": audit,
            "digest": self._generate_digest(parsed, audit)
        }

    def _generate_digest(self, parsed, audit):
        self._log("DIGEST: Compiling audit documentation")
        return {
            "summary": f"Input '{parsed['content']}' processed with {audit['status']} compliance status.",
            "ethics": audit["clauses"],
            "next_steps": ["Review with stakeholder", "Deploy with oversight"]
        }

    def _explain_analyst(self):
        return "Processing includes: input parsing, ethical audit, output generation, and digest compilation. Active compliance modules: C-06, C-08, C-10."

    def _explain_plain(self):
        return "The system reviewed your input, validated it against ethical standards, and generated a compliant response with full audit documentation."

    def _explain_strategic(self):
        return "This system ensures decision alignment with governance frameworks, providing auditable output for stakeholder review and regulatory compliance."

    def _log(self, message):
        self.trace.append(message)