{"results":[{"id":"ai-loop-self-healing-contract","text":"AI-loop rules implement a complete self-healing contract: observation failures trigger action (fail-open), guard clauses defer when prerequisites are missing, and actions apply full convergence regardless of which specific check detected drift.","truth_value":"IN","justification_count":0,"dependent_count":0,"challenges":[],"last_reviewed":null,"review_result":null},{"id":"automation-complete-developer-experience","text":"The AutomationContext serves as a unified entry point (async context manager) that combines module access through four addressing syntaxes (dot, bracket, FQCN, proxy) with configurable error semantics (continue-on-error or fail-fast with introspectable exceptions), providing a cohesive developer interface for FTL2 automation.","truth_value":"IN","justification_count":0,"dependent_count":0,"challenges":[],"last_reviewed":null,"review_result":null},{"id":"catbeez-complete-deployment-pattern","text":"Catbeez demonstrates an FTL2 deployment pattern that combines three production concerns: layered security (localhost binding, Caddy TLS, firewalld drop zone, SSH source-IP restriction, SELinux), DNS-to-TLS automation (Cloudflare DNS-only records enabling Caddy ACME challenges), and hot-reload publishing (HTML5/WASM asset upload with dynamic discovery, no restart required) — illustrating how these concerns compose in a web application hosting scenario.","truth_value":"IN","justification_count":0,"dependent_count":0,"challenges":[],"last_reviewed":null,"review_result":null},{"id":"complete-change-tracking","text":"FTL2 provides complete change tracking across all operations: every module reports whether it actually changed state via the consistent result contract, and multi-layer idempotency (shell guards, creates parameter, module-level) ensures unchanged operations accurately report no-change — enabling precise audit logs and drift detection.","truth_value":"OUT","justification_count":0,"dependent_count":0,"challenges":[],"last_reviewed":null,"review_result":null},{"id":"complete-developer-to-production-continuity","text":"FTL2 provides continuity from development to production: the same automation() context manager, module addressing, and error handling API used during development also drives production deployments — production scripts add parameters like state_file, fail_fast, and secret_bindings but use the same core API surface, with no separate deployment-specific interface required.","truth_value":"IN","justification_count":0,"dependent_count":0,"challenges":[],"last_reviewed":null,"review_result":null},{"id":"complete-execution-feedback-pipeline","text":"FTL2 provides a three-tier execution feedback pipeline: consistent result objects (success, changed, output, error) provide synchronous control-flow data, configurable display modes (errors-only through verbose timing) shape human-readable output, and parallel event streaming (progress, log, status) delivers structured data for programmatic observability.","truth_value":"IN","justification_count":0,"dependent_count":0,"challenges":[],"last_reviewed":null,"review_result":null},{"id":"complete-failure-capture-and-recovery","text":"FTL2 combines structured error handling with execution feedback and state persistence to support failure recovery: dual error modes (continue-on-error and fail-fast) capture structured error information, a three-tier feedback pipeline (result objects, display modes, event streaming) provides both control-flow data and programmatic observability, and state persistence allows subsequent runs to resume from where a failure occurred rather than starting over.","truth_value":"IN","justification_count":0,"dependent_count":0,"challenges":[],"last_reviewed":null,"review_result":null},{"id":"complete-multi-resource-teardown","text":"FTL2 teardown operations handle complete multi-resource deployments: state files track all provisioned resources with provider-specific naming, teardown follows reverse dependency order, and state cleanup removes all traces after successful destruction.","truth_value":"OUT","justification_count":0,"dependent_count":0,"challenges":[],"last_reviewed":null,"review_result":null},{"id":"complete-targeting-to-execution-pipeline","text":"FTL2 provides a unified pipeline from host selection to module execution: the CLI's rich pattern-based targeting (groups, globs, exclusions) feeds into flexible multi-format inventory resolution, which feeds into four module addressing syntaxes — creating a seamless path from \"which hosts\" to \"what action.\"","truth_value":"IN","justification_count":0,"dependent_count":0,"challenges":[],"last_reviewed":null,"review_result":null},{"id":"developer-to-autonomous-operations-continuum","text":"FTL2 bridges the complete spectrum from developer onboarding to autonomous production operations: zero-setup scripts with familiar APIs and full observability enable rapid development, which seamlessly transitions to autonomous self-healing production through the same unified API surface — the identical async context manager, module addressing, and state management work at every stage of the journey.","truth_value":"IN","justification_count":0,"dependent_count":0,"challenges":[],"last_reviewed":null,"review_result":null},{"id":"dynamic-host-complete-lifecycle","text":"`ftl.add_host()` provides a complete dynamic host lifecycle: runtime registration with connection parameters and group assignment, immediate state persistence, and instant attribute-style addressing (`ftl.hostname`) — enabling provisioning scripts to create infrastructure and configure it in a single run.","truth_value":"IN","justification_count":0,"dependent_count":0,"challenges":[],"last_reviewed":null,"review_result":null},{"id":"event-driven-application-architecture","text":"FTL2 supports event-driven application architectures: the complete event streaming subsystem (three event types, always-captured results, structured callbacks) combined with the listen/gather concurrency pattern enables long-running applications to react to infrastructure events in real-time alongside application logic.","truth_value":"IN","justification_count":0,"dependent_count":0,"challenges":[],"last_reviewed":null,"review_result":null},{"id":"event-streaming-complete-subsystem","text":"FTL2 provides an event streaming subsystem with three event types (progress, log, data) for structured observability. Events are always captured in results regardless of callback registration. Structured dict payloads with fields like event, module, host, success, changed, duration, and timestamp enable programmatic consumption. Handler registration via proxy.on() supports both sync and async handlers, with multiple handlers per event type.","truth_value":"IN","justification_count":0,"dependent_count":0,"challenges":[],"last_reviewed":null,"review_result":null},{"id":"execution-secured-and-instrumented-end-to-end","text":"Every FTL2 module execution from CLI target selection through result delivery is both secured and fully instrumented: rich pattern-based targeting feeds through policy enforcement, credential injection, and privilege escalation controls, while structured events, consistent result contracts, and flexible output modes provide complete execution telemetry.","truth_value":"IN","justification_count":0,"dependent_count":0,"challenges":[],"last_reviewed":null,"review_result":null},{"id":"ftl2-complete-production-platform","text":"FTL2 is a complete production platform: high performance without sacrificing ergonomics (async context manager, flexible addressing, dual error modes) combines with reliable and secure deployments (state-driven crash recovery, security-first lifecycle, two-phase bootstrap).","truth_value":"IN","justification_count":0,"dependent_count":0,"challenges":[],"last_reviewed":null,"review_result":null},{"id":"ftl2-htop-real-time-monitoring-stack","text":"ftl2-htop is a complete real-time infrastructure monitoring stack: SSH→gate→psutil data pipeline, dual-thread architecture (Textual UI + FTL2 daemon), 30-sample sparkline history, group-based host filtering, and browser accessibility via textual-serve — all reusing standard FTL2 inventory and gate subsystems.","truth_value":"IN","justification_count":0,"dependent_count":0,"challenges":[],"last_reviewed":null,"review_result":null},{"id":"ftl2-self-sufficient-production-platform","text":"FTL2 is a self-sufficient production infrastructure platform: autonomous self-healing (AI-loop remediation with persistent state and crash recovery) operates within a complete production framework (high-performance execution, ergonomic API, secure reliable deployments), enabling infrastructure that converges toward desired state without human intervention.","truth_value":"IN","justification_count":0,"dependent_count":0,"challenges":[],"last_reviewed":null,"review_result":null},{"id":"fully-autonomous-cloud-lifecycle","text":"FTL2 manages the complete cloud lifecycle autonomously from initial provisioning through ongoing remediation: state-driven idempotent provisioning creates and configures hosts, persistent state enables crash recovery, and the AI reconciliation loop continuously observes and heals drift — all without human intervention.","truth_value":"IN","justification_count":0,"dependent_count":0,"challenges":[],"last_reviewed":null,"review_result":null},{"id":"gate-remote-optimization-pipeline","text":"The gate subsystem is a complete remote execution optimization pipeline: modules are pre-built once into a zipapp, uploaded and cached on remote hosts, then subsequent tasks send only JSON parameters over a length-prefixed protocol.","truth_value":"IN","justification_count":0,"dependent_count":0,"challenges":[],"last_reviewed":null,"review_result":null},{"id":"high-performance-targeting-pipeline","text":"The complete FTL2 pipeline from CLI host selection through module execution is performance-optimized at every layer: rich pattern-based targeting (groups, globs, exclusions) feeds into the three-tier performance stack (in-process native execution, gate-cached remote delivery, default parallelism), delivering 2-21x speedup across the entire targeting-to-result path.","truth_value":"IN","justification_count":0,"dependent_count":0,"challenges":[],"last_reviewed":null,"review_result":null}],"count":39,"limit":20,"offset":0}