AI Slot Game Developer
Use this skill to ship AI slot features that stay deterministic, performant, and safe under production constraints.
Workflow
- •Define slot runtime contract.
- •Specify AI feature scope per mode (
base,bonus,buy, etc.), update points, and max runtime latency. - •Declare deterministic fallback behavior for each mode.
- •Implement AI adapters and mode bindings.
- •Keep AI provider/model calls behind adapter interfaces.
- •Bind each AI system to explicit slot mode and spin-cycle stage.
- •Keep payout-critical logic deterministic and provider-independent.
- •Enforce runtime and safety budgets.
- •Apply timeout, queue-depth, and retry limits.
- •Ensure inference failure cannot block spin resolution.
- •Add safe default outputs per mode.
- •Validate integration spec.
- •Validate modes/systems/models/runtime/safety/telemetry consistency.
- •Validate fallback model references and mode references.
- •Treat missing fallback or missing telemetry as blockers.
- •Prepare release handoff.
- •Deliver runtime map, mode budgets, fallback plan, and patch targets.
- •Include exact verification commands and acceptance criteria.
Commands
bash
python3 scripts/validate_ai_slot_runtime_spec.py \ --input <path/to/ai_slot_runtime_spec.json>
Treat non-zero exits as blocker findings.
Output Contract
Return:
- •
Slot Runtime Map: modes, AI systems, models, and budgets. - •
Validation Findings: pass/fail with exact mismatches. - •
Patch Plan: modules/config files to update. - •
Verification: command outputs and pass criteria. - •
Residual Risks: unresolved runtime or safety concerns.
References
- •
references/workflow.md: implementation-to-release process. - •
references/slot-runtime-rules.md: slot-specific runtime and safety guardrails. - •
references/signoff-template.md: release sign-off template.
Execution Rules
- •Keep payout-critical path deterministic regardless of model outputs.
- •Keep mode fallback behavior explicit and tested.
- •Keep runtime budgets bounded and measurable.
- •Flag unsafe fallback or missing telemetry as blockers.