Individual brilliance means nothing if your team can't ship together. The difference between AI teams that dominate their markets and those that fade into obscurity isn't technical talent—it's velocity patterns.
123456789101112from dataclasses import dataclass from datetime import datetime import json @dataclass class AIExperiment: hypothesis: str approach: str prompt_version: str model: str test_set_id: str
123456789101112// tech-debt-tracker.ts interface TechDebtItem { id: string; type: 'model' | 'data' | 'infrastructure' | 'code'; severity: 'critical' | 'high' | 'medium' | 'low'; estimatedHours: number; interestRate: number; // multiplier per sprint if not addressed createdAt: Date; context: string; } class TechDebtTracker {
123456789101112# pair_programming_tracker.py from dataclasses import dataclass from datetime import datetime, timedelta from collections import defaultdict import json @dataclass class PairSession: driver: str navigator: str topic: str duration_minutes: int
123456789101112// velocity-tracker.ts interface SprintMetrics { sprintId: string; plannedPoints: number; completedPoints: number; aiExperimentPoints: number; techDebtPoints: number; carryoverPoints: number; teamSize: number; focusTimeHours: number; prCycleTimeHours: number; }