AI Slot Game Developer

Use this skill to ship AI slot features that stay deterministic, performant, and safe under production constraints.

Workflow

1. 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.

2. 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.

3. 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.

4. 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.

5. Prepare release handoff.

• Deliver runtime map, mode budgets, fallback plan, and patch targets.
• Include exact verification commands and acceptance criteria.

Commands

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:

1. Slot Runtime Map: modes, AI systems, models, and budgets.
2. Validation Findings: pass/fail with exact mismatches.
3. Patch Plan: modules/config files to update.
4. Verification: command outputs and pass criteria.
5. 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.