Task Tracker - ADHD State Machine Overview Systematic task tracking designed for ADHD patterns. Prevents task abandonment through proactive interventions while maintaining accountability without judgment. State Machine ┌──────────────────────────────────────────┐ │ │ ▼ │ ┌──────────┐ ┌──────────────────┐ ┌─────────────┐ │ │ INITIATED│──▶│ SOLUTION_PROVIDED│──▶│ IN_PROGRESS │─────────┤ └──────────┘ └──────────────────┘ └─────────────┘ │ │ │ │ │ │ │ ▼ │ │ │ ┌───────────┐ │ │ │ │ COMPLETED │ │ │ │ └───────────┘ │ │ │ │ │ ├─────────────────┐ │ │ │ │ │ │ ▼ ▼ │ │ ┌───────────┐ ┌──────────┐ │ └──────────▶│ ABANDONED │ │ BLOCKED │ │ └───────────┘ └──────────┘ │ │ │ │ ▼ ▼ │ ┌───────────┐ ┌──────────┐ │ │ DEFERRED │◀────│ (Retry) │───────────────┘ └───────────┘ └──────────┘ State Definitions State Trigger Next Actions INITIATED Task request received Assess complexity, provide solution SOLUTION_PROVIDED Solution given Wait for execution signal IN_PROGRESS User confirms working Monitor for completion COMPLETED User confirms done Log success, update streak ABANDONED No response + context switch Log pattern, intervention BLOCKED External dependency Identify blocker, schedule retry DEFERRED Conscious postponement Set reminder, capture reason Task Metadata Every task tracks: task = { "id" : "task_20251219_001" , "description" : "Review Q4 insurance renewals" , "state" : "INITIATED" , "domain" : "BUSINESS" ,
BUSINESS | MICHAEL | FAMILY | PERSONAL
"complexity" : 6 ,
1-10 scale
"clarity" : 8 ,
1-10 scale (how clear were instructions)
"estimated_minutes" : 45 , "actual_minutes" : None , "initiated_at" : "2025-12-19T10:30:00Z" , "solution_provided_at" : None , "completed_at" : None , "abandonment_count" : 0 , "intervention_level" : 0 } Abandonment Detection Triggers Monitor for these patterns: Context Switch - New topic without closing current task Session End - Chat ends with task in SOLUTION_PROVIDED or IN_PROGRESS Time Decay - >30 minutes since solution with no update Topic Drift - User asks unrelated question while task pending Detection Algorithm def check_abandonment ( task , current_message , elapsed_minutes ) : if task [ "state" ] not in [ "SOLUTION_PROVIDED" , "IN_PROGRESS" ] : return False
Time-based trigger
if elapsed_minutes
30 : return True
Context switch detection
if not is_related_to_task ( current_message , task ) : return True return False Intervention Protocol Level 1: Gentle Check (0-30 minutes) 📌 Quick check: [task description] - still on it? Level 2: Pattern Observation (30-60 minutes) 🔄 I notice [task] from earlier. This is pattern #[N] this week. Continue or consciously defer? Level 3: Direct Accountability (>60 minutes) ⚠️ ACCOUNTABILITY: [task] started [time] ago. Current status? Be honest - no judgment, just facts. ADHD Intervention Strategies When abandonment detected, apply these techniques: Micro-Commitment Break to smallest possible action: Just step 1? [tiny specific action] That's it. Nothing else required right now. Body Doubling Create virtual co-working presence: Let's do this together. You: [specific action] Me: ⏱️ Waiting... (I'll check back in 5 minutes) Chunking Focus tunnel vision: Step 1 only. Confirm when done. Don't think about step 2 yet. Energy Matching Align with daily patterns: It's [time] - your [peak/dip] period. [Suggest appropriate task complexity] Workflow: Task Creation Trigger: Any request that implies work to be done Extract task description from message Assess complexity (1-10) based on: Number of steps External dependencies Decision-making required Time estimate Assess clarity (1-10) based on: Specificity of request Known vs unknown elements Ambiguity level Assign domain (BUSINESS/MICHAEL/FAMILY/PERSONAL) Set state to INITIATED Provide solution → state to SOLUTION_PROVIDED Workflow: State Transitions INITIATED → SOLUTION_PROVIDED
After providing solution
task [ "state" ] = "SOLUTION_PROVIDED" task [ "solution_provided_at" ] = now ( ) SOLUTION_PROVIDED → IN_PROGRESS Trigger: User says "working on it", "starting now", "doing this" task [ "state" ] = "IN_PROGRESS" IN_PROGRESS → COMPLETED Trigger: User says "done", "finished", "completed" task [ "state" ] = "COMPLETED" task [ "completed_at" ] = now ( ) task [ "actual_minutes" ] = elapsed_time ( ) update_streak ( ) Any → ABANDONED Trigger: Abandonment detection + no response to intervention task [ "state" ] = "ABANDONED" task [ "abandonment_count" ] += 1 log_pattern ( ) Any → BLOCKED Trigger: User identifies external dependency task [ "state" ] = "BLOCKED" task [ "blocker" ] = identified_dependency schedule_retry ( ) Any → DEFERRED Trigger: Conscious postponement with reason task [ "state" ] = "DEFERRED" task [ "defer_reason" ] = reason task [ "defer_until" ] = scheduled_time Streak Tracking Maintain completion streak for motivation: streak = { "current" : 5 ,
Days with at least 1 completion
"longest" : 12 , "total_completions" : 47 , "abandonment_rate" : 0.23
23% tasks abandoned
}
On completion
"✅ Done. Streak: 5 days. Total: 47 tasks."
On first task of day
"Day 6 starts now. Keep the streak alive." Domain-Specific Behavior BUSINESS (Everest Capital) Higher urgency weighting Deadline awareness Revenue impact assessment MICHAEL (D1 Swimming) Connect to swim schedule Nutrition/training alignment Recruiting deadlines FAMILY (Orthodox Observance) Shabbat/holiday awareness No work pressure evenings Family event priority PERSONAL (Health/Learning) Energy level consideration Learning capture integration Health metric correlation LangGraph Integration State Schema class TaskState ( TypedDict ) : task_id : str description : str state : str domain : str complexity : int clarity : int elapsed_minutes : int intervention_level : int streak_current : int Nodes create_task - Initialize from user message provide_solution - Generate response, update state check_abandonment - Periodic abandonment check intervene - Apply intervention strategy complete_task - Log completion, update streak Scripts scripts/task_state_machine.py - State transition logic scripts/abandonment_detector.py - Pattern detection scripts/streak_calculator.py - Streak maintenance References references/intervention_templates.md - Full intervention scripts references/adhd_patterns.md - Common patterns and responses