graph TD
    Start[Hard Problem to Solve] --> Choose{Pick Best Way to Think}
    
    Choose -->|Step by Step| StepByStep[Think Through Each Step]
    Choose -->|Explore Options| Tree[Explore Different Paths]
    Choose -->|Double Check| Multiple[Try Multiple Ways]
    Choose -->|Debate It| Debate[Argue Both Sides]
    Choose -->|Think and Do| ThinkDo[Think Then Act, Repeat]
    
    StepByStep --> Steps[Break Into Steps]
    Steps --> Think1[Step 1: First Thought]
    Think1 --> Think2[Step 2: Next Thought]
    Think2 --> Think3[Step 3: Final Thought]
    
    Tree --> Branch[Create Different Ideas]
    Branch --> Explore[Explore Each Path]
    Explore --> Compare[Compare Options]
    Compare --> Remove[Remove Bad Paths]
    
    Multiple --> Make[Make Several Solutions]
    Make --> Path1[Solution Method 1]
    Make --> Path2[Solution Method 2]
    Make --> Path3[Solution Method 3]
    
    Debate --> For[Arguments For]
    Debate --> Against[Arguments Against]
    For --> Discuss[Compare Arguments]
    Against --> Discuss
    
    ThinkDo --> Think[Think About It]
    Think --> Act[Take Action]
    Act --> See[See What Happens]
    See --> Think
    
    Think3 --> Grade[Grade Solutions]
    Remove --> Grade
    Path1 --> Grade
    Path2 --> Grade
    Path3 --> Grade
    Discuss --> Grade
    
    Grade --> Test{Test Against Standards}
    
    Test --> Check[Check Logic]
    Check --> Verify[Verify It Works]
    Verify --> Rank[Rank Best to Worst]
    
    Rank --> Pick{Pick Winner}
    
    Pick -->|One Best| UseBest[Use Best Solution]
    Pick -->|Several Good| Combine[Combine Good Parts]
    
    UseBest --> Limit{Too Many Steps?}
    Combine --> Limit
    
    Limit -->|OK| Continue[Keep Going]
    Limit -->|Too Many| Trim[Remove Extra Steps]
    
    Continue --> Save[Save the Work]
    Trim --> Save
    
    Save --> Keep[Keep for Later Use]
    Keep --> CanReuse[Can Use Again]
    
    CanReuse --> Answer[Final Solution]
    Answer --> End[Problem Solved]

    style Start fill:#6366f1
    style Choose fill:#3E92CC
    style Test fill:#3E92CC
    style Pick fill:#a855f7
    style End fill:#10b981
    style Trim fill:#D8315B

graph TD
    Start[System Deployment] --> Define[Define Quality Gates]
    
    Define --> Gates{Quality Criteria}
    
    Gates --> Accuracy[Accuracy Metrics]
    Gates --> Performance[Performance SLAs]
    Gates --> Compliance[Compliance Rules]
    Gates --> UX[User Experience]
    
    Accuracy --> Golden[Golden Test Sets]
    Performance --> Benchmarks[Performance Benchmarks]
    Compliance --> Standards[Regulatory Standards]
    UX --> Satisfaction[Satisfaction Scores]
    
    Golden --> Tests[Create Test Suite]
    Benchmarks --> Tests
    Standards --> Tests
    Satisfaction --> Tests
    
    Tests --> Unit[Unit Tests]
    Tests --> Contract[Contract Tests]
    Tests --> Integration[Integration Tests]
    Tests --> E2E[End-to-End Tests]
    
    Unit --> Critical[Critical Path Tests]
    Contract --> Critical
    Integration --> Critical
    E2E --> Critical
    
    Critical --> Instrument[Instrument System]
    
    Instrument --> Traces[Distributed Traces]
    Instrument --> Metrics[System Metrics]
    Instrument --> Costs[Cost Tracking]
    Instrument --> Latency[Latency Monitoring]
    
    Traces --> Collect[Collect Data]
    Metrics --> Collect
    Costs --> Collect
    Latency --> Collect
    
    Collect --> Analyze{Analyze Patterns}
    
    Analyze --> Drift[Detect Drift]
    Analyze --> Regression[Find Regressions]
    Analyze --> Anomalies[Spot Anomalies]
    Analyze --> Trends[Identify Trends]
    
    Drift --> Alert{Threshold Breach?}
    Regression --> Alert
    Anomalies --> Alert
    Trends --> Alert
    
    Alert -->|Yes| Notify[Alert Teams]
    Alert -->|No| Continue[Continue Monitoring]
    
    Notify --> Investigate[Investigate Issue]
    Investigate --> Decision{Action Required?}
    
    Decision -->|Rollback| Revert[Revert Changes]
    Decision -->|Fix| Patch[Deploy Fix]
    Decision -->|Accept| Document[Document Decision]
    
    Revert --> Verify[Verify Recovery]
    Patch --> Verify
    Document --> Continue
    
    Continue --> Periodic[Periodic Audits]
    Verify --> Periodic
    
    Periodic --> Review[Review Performance]
    Review --> Update[Update Eval Sets]
    
    Update --> Refresh[Refresh Tests]
    Refresh --> Improve[Continuous Improvement]
    
    Improve --> End[System Monitored]

    style Start fill:#6366f1
    style Gates fill:#3E92CC
    style Analyze fill:#3E92CC
    style Decision fill:#a855f7
    style End fill:#10b981
    style Alert fill:#D8315B

graph TD
    Start[Someone Sends Input] --> Clean[Clean the Input]
    
    Clean --> Check{Check for Problems}
    
    Check --> Personal[Personal Info]
    Check --> Attack[Hacking Attempts]
    Check --> Bad[Harmful Content]
    
    Personal --> Hide[Hide Personal Info]
    Attack --> Block[Block the Attack]
    Bad --> Remove[Remove Bad Content]
    
    Hide --> Risk[Check Risk Level]
    Block --> Risk
    Remove --> Risk
    
    Risk --> Level{How Risky Is It?}
    
    Level -->|Low Risk| GoAhead[Process Normally]
    Level -->|Medium Risk| Careful[Add Limits]
    Level -->|High Risk| Review[Need Human Review]
    Level -->|Very High Risk| Stop[Block Completely]
    
    GoAhead --> DoWork[Do the Work]
    Careful --> DoWork
    Review --> Human[Human Checks It]
    
    DoWork --> Output[Create Response]
    Human --> Output
    
    Output --> CheckOutput{Check the Response}
    
    CheckOutput --> Rules[Check Company Rules]
    Rules --> Ethics[Is It Ethical?]
    Rules --> Legal[Is It Legal?]
    Rules --> Brand[Does It Match Our Values?]
    
    Ethics --> Score[Safety Score]
    Legal --> Score
    Brand --> Score
    
    Score --> Safe{Is It Safe Enough?}
    
    Safe -->|Yes| Limits[Check Tool Limits]
    Safe -->|No| Pass[Allow Response]
    
    Limits --> Protected[Use Protected Mode]
    Protected --> Permissions[Check Permissions]
    Permissions --> Approve[Need Approval]
    
    Approve --> Final{Final Decision}
    Pass --> Final
    
    Final -->|Allow| Send[Send to User]
    Final -->|Change| Edit[Fix the Response]
    Final -->|Block| Reject[Explain Why Not]
    
    Send --> Log[Record What Happened]
    Edit --> Log
    Reject --> Log
    Stop --> Log
    
    Log --> Watch[Watch for Patterns]
    Watch --> Override{Can Human Override?}
    
    Override -->|Yes| Update[Update Rules]
    Override -->|No| Learn[System Learns]
    
    Update --> End[Safety Check Complete]
    Learn --> End

    style Start fill:#6366f1
    style Check fill:#3E92CC
    style Level fill:#3E92CC
    style CheckOutput fill:#3E92CC
    style Final fill:#a855f7
    style End fill:#10b981
    style Stop fill:#D8315B
    style Reject fill:#D8315B

graph TD
    Start[Task Queue] --> Build[Build Dependency Graph]
    
    Build --> Map[Map Dependencies]
    Map --> Tasks[Task List]
    Tasks --> T1[Task 1]
    Tasks --> T2[Task 2]
    Tasks --> T3[Task 3]
    Tasks --> TN[Task N]
    
    T1 --> Score[Score Each Task]
    T2 --> Score
    T3 --> Score
    TN --> Score
    
    Score --> Value{Scoring Factors}
    
    Value --> Business[Business Value]
    Value --> Risk[Risk Level]
    Value --> Effort[Effort Required]
    Value --> Urgency[Time Sensitivity]
    Value --> Dependencies[Dependency Count]
    
    Business --> Calculate[Calculate Priority Score]
    Risk --> Calculate
    Effort --> Calculate
    Urgency --> Calculate
    Dependencies --> Calculate
    
    Calculate --> Formula[Priority = Value/Effort × Urgency × Risk]
    
    Formula --> Rank[Rank Tasks]
    Rank --> Order[Initial Order]
    
    Order --> Schedule{Scheduling Strategy}
    
    Schedule --> Quota[Apply Quotas]
    Schedule --> Aging[Task Aging]
    Schedule --> Balance[Load Balance]
    
    Quota --> Prevent[Prevent Starvation]
    Aging --> Boost[Boost Old Tasks]
    Balance --> Distribute[Distribute Work]
    
    Prevent --> Queue2[Priority Queue]
    Boost --> Queue2
    Distribute --> Queue2
    
    Queue2 --> Execute[Execute Top Task]
    
    Execute --> Monitor{New High Priority?}
    
    Monitor -->|Yes| Preempt[Preempt Current]
    Monitor -->|No| Continue[Continue Current]
    
    Preempt --> Save[Save State]
    Save --> Switch[Switch to High Priority]
    
    Continue --> Complete{Task Complete?}
    Switch --> Complete
    
    Complete -->|Yes| Remove[Remove from Queue]
    Complete -->|No| Execute
    
    Remove --> Events{New Events?}
    
    Events -->|Yes| Reorder[Re-calculate Priorities]
    Events -->|No| Next[Get Next Task]
    
    Reorder --> Rank
    Next --> Execute
    
    Next --> End[Optimized Execution]

    style Start fill:#6366f1
    style Value fill:#3E92CC
    style Schedule fill:#3E92CC
    style Monitor fill:#a855f7
    style End fill:#10b981
    style Preempt fill:#D8315B

graph TD
    Start[Research Goal] --> Scout[Scout Broadly]
    
    Scout --> Sources{Explore Sources}
    
    Sources --> Literature[Academic Papers]
    Sources --> Data[Datasets]
    Sources --> Experts[Domain Experts]
    Sources --> Web[Web Resources]
    Sources --> Experiments[Experimental Data]
    
    Literature --> Collect[Collect Information]
    Data --> Collect
    Experts --> Collect
    Web --> Collect
    Experiments --> Collect
    
    Collect --> Map[Map Knowledge Space]
    Map --> Identify[Identify Key Areas]
    
    Identify --> Cluster{Cluster Themes}
    
    Cluster --> Theme1[Theme Group 1]
    Cluster --> Theme2[Theme Group 2]
    Cluster --> Theme3[Theme Group 3]
    Cluster --> ThemeN[Theme Group N]
    
    Theme1 --> Analyze[Analyze Patterns]
    Theme2 --> Analyze
    Theme3 --> Analyze
    ThemeN --> Analyze
    
    Analyze --> Select[Select Deep-Dive Targets]
    
    Select --> Criteria{Selection Criteria}
    
    Criteria --> Novel[Novelty Score]
    Criteria --> Impact[Potential Impact]
    Criteria --> Feasible[Feasibility]
    Criteria --> Gaps[Knowledge Gaps]
    
    Novel --> Pick[Pick Exploration Targets]
    Impact --> Pick
    Feasible --> Pick
    Gaps --> Pick
    
    Pick --> DeepDive[Deep Investigation]
    
    DeepDive --> Extract{Extract Artifacts}
    
    Extract --> Notes[Research Notes]
    Extract --> Bibliography[Bibliography]
    Extract --> Datasets[Curated Datasets]
    Extract --> Contacts[Expert Contacts]
    Extract --> Models[Conceptual Models]
    
    Notes --> Synthesize[Synthesize Insights]
    Bibliography --> Synthesize
    Datasets --> Synthesize
    Contacts --> Synthesize
    Models --> Synthesize
    
    Synthesize --> Insights[Key Insights]
    Insights --> Questions[Open Questions]
    Questions --> Hypotheses[Generate Hypotheses]
    
    Hypotheses --> Check{Iteration Limit?}
    
    Check -->|Not Reached| Design[Design Experiments]
    Check -->|Reached| Conclude[Conclude Exploration]
    
    Design --> Test[Test Hypotheses]
    Test --> Results[Gather Results]
    Results --> Scout
    
    Conclude --> Report[Generate Report]
    Report --> Findings[Document Findings]
    Findings --> NextSteps[Recommend Next Steps]
    
    NextSteps --> End[Discovery Complete]

    style Start fill:#6366f1
    style Cluster fill:#3E92CC
    style Criteria fill:#3E92CC
    style Check fill:#a855f7
    style End fill:#10b981
    style DeepDive fill:#D8315B