vortsghost2025/Genesis-Kernel-First-Humans-World-Sim

accessible-key-setup

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

chapter-framework-and-story-sanitizer

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

event-provenance-hardening

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

family-viewer-page

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

genesis-kernel-staging-pattern

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

nim-dry-run-integration

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

nim-model-testing

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

provider-routing-scaffold

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

single-live-call-hardening

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

state-consistency-validation

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