Genesis-Kernel-First-Humans-World-Sim

Provide an accessible, form-based local key setup flow that writes to .env without command-line editing, with safety locks and zero secret leakage

Add Bible story chapters with canon anchors and a sanitizer layer that cleans raw backend output for non-technical viewers

Enforce strict source-boundary labeling in simulations that mix canon/source-grounded content with generated behavior

Build a mobile-first, accessibility-optimized viewer page for non-technical audiences to watch agent-based simulations without seeing admin details, secrets, or technical controls

Safe staged rollout pattern for Bible-inspired agent simulations: MVP → provenance → provider routing → failure hardening → dry-run → single live call → chapter framework → family viewer → story polish → visual story viewer

Implement real LLM provider request-building with dry-run mode that validates payloads, prompts, and secrets without making network calls

Test multiple NIM models against live API keys to determine which models are available, their latency, and token usage

Scaffold a provider abstraction layer for agent cognition with mock default, per-agent routing, secret-safe logging, failure hardening, and validation tests

Safely introduce exactly one live LLM API call into a running simulation with hard limits, operator checkpoint, batch blocking, and fallback validation

Enforce story-state consistency in agent simulations by validating that world state matches chapter progression, repairing contradictions before they reach viewers