CereOS V4
└── Event-Driven Cognitive Runtime
    ├── EventEnvelope
    │   └── every user/tool/timer/memory/dream/approval signal becomes a typed event
    │
    ├── EventQueue
    │   └── durable per-user nervous system with priority, dedupe, and backpressure
    │
    ├── Kernel
    │   └── orchestrates cognition without owning memory, tools, or faculties directly
    │
    ├── RuntimeLoop
    │   └── observe → encode → propose → gate → act → appeal → log → learn → consolidate
    │
    ├── ReflexRoute
    │   ├── ActionRoute
    │   │   └── fastest safe action/tool path
    │   ├── ResponseRoute
    │   │   └── fastest safe answer path
    │   └── MemoryRoute
    │       └── fastest reliable recall path
    │
    ├── CortRoute
    │   └── slower teacher/cortex path for uncertainty, novelty, risk, and deeper reasoning
    │
    ├── Faculties
    │   └── memory, value, planning, attention, wrongness, dream, self-model, affect, scheduler, growth
    │
    ├── MemoryService
    │   └── sole writer for semantic, episodic, procedural, timeline, and conversation memory
    │
    ├── SafetyGates
    │   └── risk, reversibility, approval, audit, defer, rollback
    │
    ├── ToolLayer
    │   └── Gmail, Calendar, files, browser, code, MCP apps, future robot/body tools
    │
    ├── LearningSystem
    │   └── teacher match, outcome success, confidence calibration, latency saved, route regret
    │
    ├── GrowthSystem
    │   └── proposes new faculties in shadow before gated promotion
    │
    └── UI
        └── Chat, Memory, Timeline, Safety, Lab

CereOS V4
└── Event-Driven Cognitive Runtime
    ├── Core Identity
    │   ├── Name
    │   │   └── CereOS
    │   ├── Runtime generation
    │   │   └── V4 = event-driven autonomous runtime
    │   ├── Current live base
    │   │   ├── runtime_v2
    │   │   ├── localhost :8765
    │   │   ├── G12 generation baseline
    │   │   ├── 34 faculties
    │   │   ├── 28 ops routes
    │   │   └── V3-like rollback available through CEREOS_EVENT_LOOP=0
    │   └── Main idea
    │       └── Cere proves cognition; CereOS installs cognition
    │
    ├── Human Analogy Layer
    │   ├── Kernel / routing
    │   │   └── nervous system
    │   ├── Cere / tiny local model
    │   │   └── cerebellum / reflex intelligence
    │   ├── Cort / large teacher model
    │   │   └── cortex / slower verified intelligence
    │   ├── Faculties
    │   │   └── subconscious cognitive processors
    │   ├── Memory substrate
    │   │   └── hippocampus + long-term memory
    │   ├── Safety gates
    │   │   └── pain, inhibition, judgment, self-protection
    │   ├── Tools / MCP apps
    │   │   └── hands
    │   └── UI
    │       └── conscious surface / body readout
    │
    ├── User Surface
    │   ├── Chat tab
    │   │   ├── user message enters runtime
    │   │   ├── runtime reply exits here
    │   │   └── shows live faculties involved in each answer
    │   ├── Memory tab
    │   │   ├── semantic memory
    │   │   ├── episodic memory
    │   │   ├── user facts
    │   │   ├── conversation continuity
    │   │   ├── memory confidence
    │   │   └── memory provenance
    │   ├── Timeline tab
    │   │   ├── runtime events
    │   │   ├── user turns
    │   │   ├── memory changes
    │   │   ├── tool results
    │   │   ├── dreams / proposals
    │   │   └── learning milestones
    │   ├── Safety tab
    │   │   ├── risk gates
    │   │   ├── approval requests
    │   │   ├── blocked actions
    │   │   ├── audit traces
    │   │   └── rollback controls
    │   └── Lab tab
    │       ├── experiments
    │       ├── shadow faculties
    │       ├── route tests
    │       ├── learning metrics
    │       ├── proposed faculties
    │       └── sealed autonomy tests
    │
    ├── External Inputs
    │   ├── User message
    │   │   └── direct chat / voice / app input
    │   ├── Tool result
    │   │   └── result from Gmail, calendar, file, MCP, browser, etc.
    │   ├── Timer tick
    │   │   └── scheduled wake-up event
    │   ├── Internal signal
    │   │   └── runtime-generated signal from a faculty
    │   ├── Memory change
    │   │   └── new fact, correction, deletion, consolidation, contradiction
    │   ├── Initiative proposal
    │   │   └── runtime wants to suggest or do something
    │   ├── Dream result
    │   │   └── offline / shadow imagination result
    │   ├── Request popup
    │   │   └── human approval needed
    │   └── Approval response
    │       └── user allows, denies, or modifies a proposed action
    │
    ├── EventEnvelope
    │   ├── event_id
    │   ├── user_id
    │   ├── session_id
    │   ├── event_type
    │   │   ├── user_message
    │   │   ├── tool_result
    │   │   ├── timer_tick
    │   │   ├── internal_signal
    │   │   ├── memory_change
    │   │   ├── initiative_proposal
    │   │   ├── dream_result
    │   │   ├── request_popup
    │   │   └── approval_response
    │   ├── payload
    │   ├── source
    │   ├── timestamp
    │   ├── priority
    │   ├── reversibility
    │   ├── risk_class
    │   ├── causality_parent
    │   ├── dedupe_key
    │   ├── trace_id
    │   └── policy_context
    │
    ├── Event Queue
    │   ├── Durable per-user queue
    │   │   └── survives restarts
    │   ├── Priority ordering
    │   │   ├── safety events first
    │   │   ├── user-visible events next
    │   │   ├── tool results next
    │   │   ├── memory changes next
    │   │   ├── dreams / proposals lower priority
    │   │   └── background learning lowest priority
    │   ├── Backpressure
    │   │   ├── prevents event storms
    │   │   ├── prevents self-trigger loops
    │   │   ├── rate limits internal events
    │   │   └── pauses low-value work under load
    │   ├── Deduplication
    │   │   ├── repeated tool result collapse
    │   │   ├── repeated memory signal collapse
    │   │   ├── repeated timer collapse
    │   │   └── repeated dream proposal collapse
    │   └── EventSchedulerPolicy
    │       ├── learns across events
    │       ├── decides what should wake the runtime
    │       ├── decides event priority
    │       ├── learns which event types matter
    │       └── not the same as ReflexRoute, which learns inside a turn
    │
    ├── Kernel
    │   ├── Role
    │   │   ├── owns orchestration
    │   │   ├── does not own memory facts
    │   │   ├── does not hardcode faculties
    │   │   ├── does not directly mutate personal state
    │   │   └── sequences the cognitive loop
    │   ├── Main responsibilities
    │   │   ├── receive EventEnvelope
    │   │   ├── load user runtime state
    │   │   ├── call ReflexRoute
    │   │   ├── call CortRoute when needed
    │   │   ├── activate faculties
    │   │   ├── enforce gates
    │   │   ├── execute tools only through approved paths
    │   │   ├── emit runtime trace
    │   │   ├── log decision
    │   │   └── feed learning signals
    │   └── Kernel rule
    │       └── kernel routes cognition; specialized systems own mechanisms
    │
    ├── Runtime Loop
    │   ├── observe
    │   │   ├── read event
    │   │   ├── read context
    │   │   ├── read state
    │   │   ├── read memory hints
    │   │   └── detect event type
    │   ├── encode
    │   │   ├── convert event into internal representation
    │   │   ├── classify intent
    │   │   ├── classify risk
    │   │   ├── classify reversibility
    │   │   ├── classify memory relevance
    │   │   └── classify route candidates
    │   ├── propose
    │   │   ├── ReflexRoute proposal
    │   │   ├── faculty proposals
    │   │   ├── memory proposals
    │   │   ├── tool proposals
    │   │   ├── response proposals
    │   │   └── Cort proposal when needed
    │   ├── gate
    │   │   ├── safety check
    │   │   ├── policy check
    │   │   ├── confidence check
    │   │   ├── reversibility check
    │   │   ├── approval check
    │   │   └── defer/escalate if unsafe
    │   ├── act
    │   │   ├── answer user
    │   │   ├── call tool
    │   │   ├── write approved memory
    │   │   ├── create approval popup
    │   │   ├── create internal event
    │   │   └── abstain / escalate
    │   ├── appeal
    │   │   ├── second-pass review
    │   │   ├── wrongness check
    │   │   ├── contradiction check
    │   │   ├── user correction handling
    │   │   └── teacher arbitration
    │   ├── log
    │   │   ├── runtime trace
    │   │   ├── decision log
    │   │   ├── route log
    │   │   ├── memory evidence log
    │   │   ├── safety log
    │   │   └── latency log
    │   ├── learn
    │   │   ├── route outcome learning
    │   │   ├── latency learning
    │   │   ├── confidence calibration
    │   │   ├── memory retrieval learning
    │   │   ├── user correction learning
    │   │   ├── teacher comparison
    │   │   └── regret signal
    │   └── consolidate
    │       ├── durable memory update
    │       ├── skill promotion
    │       ├── route certification update
    │       ├── episodic summary
    │       ├── semantic extraction
    │       ├── timeline event
    │       └── faculty growth candidate
    │
    ├── ReflexRoute
    │   ├── Purpose
    │   │   └── fastest safe route through the runtime
    │   ├── Principle
    │   │   ├── go fast when certified
    │   │   ├── abstain when uncertain
    │   │   ├── escalate when high-risk
    │   │   ├── learn from Cort
    │   │   ├── learn from user corrections
    │   │   └── get faster without becoming reckless
    │   ├── Inputs
    │   │   ├── event type
    │   │   ├── user intent
    │   │   ├── memory need
    │   │   ├── tool need
    │   │   ├── response need
    │   │   ├── risk class
    │   │   ├── reversibility
    │   │   ├── prior route performance
    │   │   ├── confidence calibration
    │   │   └── latency budget
    │   ├── Route learner
    │   │   ├── predicts best route
    │   │   ├── predicts confidence
    │   │   ├── predicts latency
    │   │   ├── predicts safety risk
    │   │   ├── predicts teacher agreement
    │   │   ├── tracks abstain rate
    │   │   ├── tracks match rate
    │   │   ├── tracks regret_ms
    │   │   └── updates after each turn
    │   ├── Certification layer
    │   │   ├── route certs
    │   │   ├── skill certs
    │   │   ├── memory certs
    │   │   ├── response certs
    │   │   ├── tool certs
    │   │   ├── TTL expiry
    │   │   ├── evidence requirements
    │   │   └── sampled audits
    │   ├── Defer layer
    │   │   ├── if confidence low → CortRoute
    │   │   ├── if action risky → SafetyGate
    │   │   ├── if memory uncertain → MemoryDeepSearch
    │   │   ├── if irreversible → request_popup
    │   │   ├── if unknown route → shadow only
    │   │   └── if contradiction → AppealsCourt
    │   │
    │   ├── ActionRoute
    │   │   ├── Purpose
    │   │   │   └── fastest safe action/tool path
    │   │   ├── Handles
    │   │   │   ├── tool calls
    │   │   │   ├── app actions
    │   │   │   ├── MCP actions
    │   │   │   ├── calendar actions
    │   │   │   ├── Gmail actions
    │   │   │   ├── file actions
    │   │   │   ├── local runtime actions
    │   │   │   └── future robot/body actions
    │   │   ├── Fast path
    │   │   │   ├── classify action
    │   │   │   ├── check if action is known
    │   │   │   ├── check if reversible
    │   │   │   ├── check policy
    │   │   │   ├── check user approval state
    │   │   │   ├── check certification
    │   │   │   ├── execute through tool adapter
    │   │   │   ├── log result
    │   │   │   └── learn from outcome
    │   │   ├── Slow path
    │   │   │   ├── ask Cort to interpret
    │   │   │   ├── build action plan
    │   │   │   ├── send through gates
    │   │   │   ├── request approval if needed
    │   │   │   └── execute only after approval
    │   │   ├── Safety rules
    │   │   │   ├── irreversible actions never silently execute
    │   │   │   ├── destructive actions need approval
    │   │   │   ├── external messages need approval unless explicitly requested
    │   │   │   ├── money/legal/medical/high-impact actions escalate
    │   │   │   ├── unknown tools run shadow/advisory first
    │   │   │   └── tool result becomes new EventEnvelope
    │   │   └── Learning
    │   │       ├── action success
    │   │       ├── action failure
    │   │       ├── teacher correction
    │   │       ├── user correction
    │   │       ├── latency saved
    │   │       ├── risk encountered
    │   │       └── route promotion / demotion
    │   │
    │   ├── ResponseRoute
    │   │   ├── Purpose
    │   │   │   └── fastest safe answer path
    │   │   ├── Handles
    │   │   │   ├── simple replies
    │   │   │   ├── known preference answers
    │   │   │   ├── repeated patterns
    │   │   │   ├── low-risk explanations
    │   │   │   ├── style-preserving responses
    │   │   │   ├── local reflex answers
    │   │   │   └── teacher-backed answers
    │   │   ├── Fast path
    │   │   │   ├── classify prompt
    │   │   │   ├── detect if answer is safe and known
    │   │   │   ├── pull minimal needed memory
    │   │   │   ├── draft answer locally
    │   │   │   ├── check confidence
    │   │   │   ├── check safety
    │   │   │   ├── answer immediately
    │   │   │   └── optionally audit against Cort
    │   │   ├── Slow path
    │   │   │   ├── Cort interprets user request
    │   │   │   ├── Cort uses deeper reasoning
    │   │   │   ├── memory and tools provide grounding
    │   │   │   ├── answer composed
    │   │   │   └── ReflexRoute learns from Cort output
    │   │   ├── Response quality gates
    │   │   │   ├── truthfulness gate
    │   │   │   ├── user-context gate
    │   │   │   ├── safety gate
    │   │   │   ├── uncertainty gate
    │   │   │   ├── contradiction gate
    │   │   │   └── citation/evidence gate when needed
    │   │   └── Learning
    │   │       ├── did user accept answer?
    │   │       ├── did user correct answer?
    │   │       ├── did Cort disagree?
    │   │       ├── was memory missing?
    │   │       ├── was latency saved?
    │   │       └── should route be certified?
    │   │
    │   └── MemoryRoute
    │       ├── Purpose
    │       │   └── fastest reliable recall path
    │       ├── Handles
    │       │   ├── user facts
    │       │   ├── preferences
    │       │   ├── prior conversations
    │       │   ├── project state
    │       │   ├── named entities
    │       │   ├── corrections
    │       │   ├── timelines
    │       │   ├── episodic events
    │       │   ├── semantic facts
    │       │   └── internal cognitive traces
    │       ├── Fast memory path
    │       │   ├── classify recall request
    │       │   ├── identify memory namespace
    │       │   ├── check high-confidence typed memory
    │       │   ├── check recent conversation buffer
    │       │   ├── check semantic memory
    │       │   ├── check episodic memory
    │       │   ├── check project memory
    │       │   ├── return answer if confidence high
    │       │   └── log recall route
    │       ├── Deep memory path
    │       │   ├── reformulate query
    │       │   ├── search multiple memory types
    │       │   ├── search conversation history
    │       │   ├── search vector memory
    │       │   ├── search episodic timeline
    │       │   ├── search semantic facts
    │       │   ├── search internal notes / faculty traces
    │       │   ├── search prior corrections
    │       │   ├── compare conflicting memories
    │       │   ├── rerank by evidence
    │       │   ├── retry with adjusted search
    │       │   └── only then admit uncertainty
    │       ├── Critical rule
    │       │   └── never default to hardcoded "I have no record of that"
    │       ├── Better failure mode
    │       │   ├── say what was checked
    │       │   ├── say what was found
    │       │   ├── say what remains uncertain
    │       │   ├── ask for correction only when needed
    │       │   └── convert correction into memory candidate
    │       └── Learning
    │           ├── which memory source answered fastest
    │           ├── which source was reliable
    │           ├── which query rewrite worked
    │           ├── which memories were stale
    │           ├── which memories contradicted
    │           ├── which route saved latency
    │           └── update future MemoryRoute policy
    │
    ├── CortRoute
    │   ├── Purpose
    │   │   └── slower verified intelligence path
    │   ├── Uses
    │   │   ├── large teacher model
    │   │   ├── deeper reasoning
    │   │   ├── complex planning
    │   │   ├── ambiguous interpretation
    │   │   ├── novel tasks
    │   │   ├── uncached memory search
    │   │   ├── high-risk decisions
    │   │   └── supervision for ReflexRoute
    │   ├── Called when
    │   │   ├── ReflexRoute abstains
    │   │   ├── confidence is low
    │   │   ├── safety risk is high
    │   │   ├── action is irreversible
    │   │   ├── memory conflict exists
    │   │   ├── user asks for complex reasoning
    │   │   ├── no certified skill exists
    │   │   └── route has insufficient evidence
    │   └── Output feeds
    │       ├── user answer
    │       ├── action plan
    │       ├── memory candidate
    │       ├── route label
    │       ├── faculty activation signal
    │       ├── safety explanation
    │       └── ReflexRoute training signal
    │
    ├── Cere Local Model
    │   ├── Role
    │   │   └── small fast reflex intelligence
    │   ├── Handles
    │   │   ├── certified routine actions
    │   │   ├── repeated responses
    │   │   ├── known memory lookups
    │   │   ├── quick classification
    │   │   ├── route prediction
    │   │   └── latency-critical decisions
    │   ├── Does not handle alone
    │   │   ├── irreversible actions
    │   │   ├── novel high-risk tools
    │   │   ├── uncertain factual claims
    │   │   ├── complex open-ended reasoning
    │   │   ├── unresolved contradictions
    │   │   └── low-confidence memory recall
    │   └── Learns from
    │       ├── Cort decisions
    │       ├── user corrections
    │       ├── tool outcomes
    │       ├── memory outcomes
    │       ├── safety denials
    │       ├── latency measurements
    │       └── route regret
    │
    ├── Faculty System
    │   ├── Faculty registry
    │   │   ├── lists available faculties
    │   │   ├── stores active/shadow/sealed state
    │   │   ├── exposes ops views
    │   │   ├── supports boot evaluation
    │   │   └── does not force faculty activation by itself
    │   ├── Faculty modes
    │   │   ├── disabled
    │   │   ├── observe_only
    │   │   ├── shadow
    │   │   ├── advisory
    │   │   ├── gated_active
    │   │   └── autonomous_after_certification
    │   ├── Core cognitive faculties
    │   │   ├── Reflex
    │   │   │   └── learned fast route / action / answer behavior
    │   │   ├── Skills
    │   │   │   └── verified macros promoted through evidence
    │   │   ├── Memory
    │   │   │   └── recall, write candidates, consolidation
    │   │   ├── Attention
    │   │   │   └── salience, focus, what matters now
    │   │   ├── Value
    │   │   │   └── predicts success, cost, risk, takeover need
    │   │   ├── Planning
    │   │   │   └── multi-step future action structure
    │   │   ├── Search / Imagination
    │   │   │   └── tests possible futures before acting
    │   │   ├── Knowledge
    │   │   │   └── stable domain understanding
    │   │   ├── Hypothesis
    │   │   │   └── forms possible explanations
    │   │   ├── Abstraction
    │   │   │   └── compresses patterns into reusable concepts
    │   │   ├── Creativity
    │   │   │   └── proposes novel combinations
    │   │   ├── Wrongness
    │   │   │   └── detects that something feels off
    │   │   ├── AppealsCourt
    │   │   │   └── reviews contested outputs/actions
    │   │   ├── Dream
    │   │   │   └── background proposal/imagination engine
    │   │   ├── SelfModel
    │   │   │   └── tracks what the runtime knows about itself
    │   │   ├── Interoception
    │   │   │   └── tracks runtime health/load/state
    │   │   ├── AffectTrace
    │   │   │   └── tracks emotional/relational tone of interactions
    │   │   ├── Timeline
    │   │   │   └── orders events into lived history
    │   │   ├── ConversationalContinuity
    │   │   │   └── keeps thread-level continuity beyond short buffer
    │   │   ├── Scheduler
    │   │   │   └── decides when to wake/check/continue
    │   │   ├── ScientificDiscovery
    │   │   │   └── proposes research questions and experiments
    │   │   ├── SelfImprovement
    │   │   │   └── proposes runtime improvements
    │   │   └── FacultyCreation
    │   │       └── proposes new cognitive faculties under gates
    │   └── Faculty output types
    │       ├── observation
    │       ├── proposal
    │       ├── route hint
    │       ├── memory candidate
    │       ├── safety warning
    │       ├── uncertainty signal
    │       ├── tool plan
    │       ├── response draft
    │       ├── learning signal
    │       └── growth candidate
    │
    ├── Memory Architecture
    │   ├── State ownership rule
    │   │   ├── default deny
    │   │   ├── personal data lives under user/<user_id>/
    │   │   ├── global state only for non-personal calibration
    │   │   ├── MemoryService is sole writer
    │   │   └── kernel cannot directly write user memory
    │   ├── Memory types
    │   │   ├── Working memory
    │   │   │   └── current turn context
    │   │   ├── Recent message buffer
    │   │   │   └── short conversation window
    │   │   ├── Conversation-search memory
    │   │   │   └── searchable prior conversation history
    │   │   ├── Semantic memory
    │   │   │   └── stable facts and preferences
    │   │   ├── Episodic memory
    │   │   │   └── events, moments, conversations, outcomes
    │   │   ├── Procedural memory
    │   │   │   └── skills, routes, repeated actions
    │   │   ├── Project memory
    │   │   │   └── CereOS, Cere, Biteme, Tap, Refillo, etc.
    │   │   ├── Affective memory
    │   │   │   └── emotional/relational context
    │   │   ├── Internal cognitive memory
    │   │   │   └── shared faculty thoughts/signals
    │   │   ├── Vector memory
    │   │   │   └── semantic similarity search
    │   │   ├── Timeline memory
    │   │   │   └── ordered life/runtime events
    │   │   └── Audit memory
    │   │       └── why decisions happened
    │   ├── Memory write pipeline
    │   │   ├── candidate proposed
    │   │   ├── validator checks evidence
    │   │   ├── policy checks sensitivity
    │   │   ├── conflict detector checks contradictions
    │   │   ├── MemoryService commits
    │   │   ├── timeline event emitted
    │   │   └── memory_change EventEnvelope created
    │   ├── Memory read pipeline
    │   │   ├── query classified
    │   │   ├── namespace selected
    │   │   ├── fast route attempted
    │   │   ├── deep search if needed
    │   │   ├── evidence ranked
    │   │   ├── confidence computed
    │   │   ├── answer grounded
    │   │   └── recall route learned
    │   └── Memory correction pipeline
    │       ├── user correction detected
    │       ├── old memory located
    │       ├── conflict recorded
    │       ├── new candidate created
    │       ├── validator checks correction
    │       ├── memory updated
    │       ├── route punished if recall failed
    │       └── future route improved
    │
    ├── Safety Architecture
    │   ├── RiskGate
    │   │   ├── checks risk level
    │   │   ├── blocks unsafe actions
    │   │   ├── escalates uncertain actions
    │   │   └── logs safety decision
    │   ├── DeferGate
    │   │   ├── decides fast path allowed or not
    │   │   ├── blocks low-confidence reflexes
    │   │   ├── sends uncertain work to Cort
    │   │   └── prevents reckless autonomy
    │   ├── ReversibilityGate
    │   │   ├── reversible action can be faster
    │   │   ├── irreversible action needs approval
    │   │   ├── destructive action needs approval
    │   │   └── unknown reversibility escalates
    │   ├── ApprovalGate
    │   │   ├── creates request_popup
    │   │   ├── waits for approval_response
    │   │   ├── stores approval state
    │   │   └── resumes action only if approved
    │   ├── AuditGate
    │   │   ├── samples fast actions
    │   │   ├── compares to Cort
    │   │   ├── catches drift
    │   │   ├── expires bad certs
    │   │   └── feeds teacher signal
    │   ├── Safety invariants
    │   │   ├── no silent irreversible actions
    │   │   ├── no personal state in global storage
    │   │   ├── no tool execution outside gate
    │   │   ├── no memory write outside MemoryService
    │   │   ├── no autonomy without evidence
    │   │   ├── no event storm loops
    │   │   └── rollback always available
    │   └── Safety outputs
    │       ├── allow
    │       ├── block
    │       ├── defer_to_Cort
    │       ├── request_user_approval
    │       ├── shadow_only
    │       ├── require_more_evidence
    │       └── rollback
    │
    ├── Tool / MCP Layer
    │   ├── Principle
    │   │   └── apps are tools, not faculties
    │   ├── Tool types
    │   │   ├── Gmail
    │   │   ├── Calendar
    │   │   ├── Contacts
    │   │   ├── Files
    │   │   ├── Browser
    │   │   ├── Code tools
    │   │   ├── Local runtime tools
    │   │   ├── Future robot/body tools
    │   │   └── External MCP apps
    │   ├── Tool call path
    │   │   ├── action intent detected
    │   │   ├── ActionRoute proposes tool
    │   │   ├── safety class assigned
    │   │   ├── reversibility checked
    │   │   ├── approval requested if needed
    │   │   ├── executor calls tool
    │   │   ├── tool result returned
    │   │   └── tool_result event enters queue
    │   └── Tool learning
    │       ├── which tools succeed
    │       ├── which tools are slow
    │       ├── which tools need approval
    │       ├── which tools are risky
    │       └── which tool routes can become certified
    │
    ├── Learning System
    │   ├── Teacher learning
    │   │   ├── Cort provides ground truth
    │   │   ├── ReflexRoute compares itself
    │   │   ├── match increases confidence
    │   │   ├── mismatch lowers confidence
    │   │   └── repeated match can certify route
    │   ├── Outcome learning
    │   │   ├── did action succeed?
    │   │   ├── did answer satisfy user?
    │   │   ├── did memory recall work?
    │   │   ├── did safety catch issue?
    │   │   └── did route save latency?
    │   ├── Calibration
    │   │   ├── confidence vs correctness
    │   │   ├── latency vs accuracy
    │   │   ├── route match rate
    │   │   ├── abstain rate
    │   │   ├── regret_ms
    │   │   └── safety conflict count
    │   ├── Skill promotion
    │   │   ├── observe
    │   │   ├── shadow
    │   │   ├── advisory
    │   │   ├── gated active
    │   │   ├── certified
    │   │   └── autonomous only after evidence
    │   ├── Scheduler learning
    │   │   ├── learns which events deserve wake-up
    │   │   ├── learns priority
    │   │   ├── learns timing
    │   │   ├── learns suppression
    │   │   └── learns from event outcomes
    │   └── Growth learning
    │       ├── detects missing faculty need
    │       ├── proposes new faculty
    │       ├── tests in shadow
    │       ├── evaluates usefulness
    │       ├── promotes only with evidence
    │       └── logs as runtime evolution
    │
    ├── Autonomy Levels
    │   ├── Level 0
    │   │   └── disabled / no action
    │   ├── Level 1
    │   │   └── observe only
    │   ├── Level 2
    │   │   └── shadow proposal only
    │   ├── Level 3
    │   │   └── advisory suggestion
    │   ├── Level 4
    │   │   └── gated execution
    │   ├── Level 5
    │   │   └── certified reflex execution
    │   └── Level 6
    │       └── autonomous but bounded, audited, and reversible where possible
    │
    ├── Growth / Self-Extension
    │   ├── FacultyCreation
    │   │   ├── detects repeated missing cognitive function
    │   │   ├── writes faculty proposal
    │   │   ├── defines inputs
    │   │   ├── defines outputs
    │   │   ├── defines safety envelope
    │   │   ├── defines success metric
    │   │   ├── defines evals
    │   │   ├── runs in shadow
    │   │   └── requests human promotion
    │   ├── Example new faculty path
    │   │   ├── repeated memory failure detected
    │   │   ├── proposes ConversationalContinuityFaculty
    │   │   ├── tests against recall QA
    │   │   ├── compares to old MemoryRoute
    │   │   ├── proves lower miss rate
    │   │   ├── proves no safety regression
    │   │   └── becomes gated faculty
    │   └── Growth safety
    │       ├── no self-modifying live behavior without gate
    │       ├── no new faculty active by default
    │       ├── no tool permission expansion silently
    │       ├── no memory permission expansion silently
    │       ├── shadow first
    │       ├── eval first
    │       └── human approval before promotion
    │
    ├── Observability
    │   ├── Runtime trace
    │   │   ├── observe
    │   │   ├── encode
    │   │   ├── propose
    │   │   ├── gate
    │   │   ├── act
    │   │   ├── appeal
    │   │   ├── log
    │   │   ├── learn
    │   │   └── consolidate
    │   ├── Decision log
    │   │   ├── selected route
    │   │   ├── rejected routes
    │   │   ├── confidence
    │   │   ├── latency
    │   │   ├── safety gates
    │   │   ├── memory evidence
    │   │   ├── teacher comparison
    │   │   └── outcome
    │   ├── Ops views
    │   │   ├── faculties_view
    │   │   ├── audit_view
    │   │   ├── growth_view
    │   │   ├── memory_view
    │   │   ├── timeline_view
    │   │   ├── safety_view
    │   │   └── lab_view
    │   └── Metrics
    │       ├── latency_ms
    │       ├── fast_path_rate
    │       ├── match_rate
    │       ├── abstain_rate
    │       ├── teacher_route_count
    │       ├── safety_conflicts
    │       ├── regret_ms
    │       ├── memory_hit_rate
    │       ├── memory_retry_success
    │       ├── tool_success_rate
    │       └── route_certification_count
    │
    ├── Failure Handling
    │   ├── Reflex failure
    │   │   ├── abstain
    │   │   ├── call Cort
    │   │   ├── lower route confidence
    │   │   └── require more evidence
    │   ├── Memory failure
    │   │   ├── broaden search
    │   │   ├── query alternate memory type
    │   │   ├── inspect contradictions
    │   │   ├── report uncertainty honestly
    │   │   └── learn from correction
    │   ├── Tool failure
    │   │   ├── capture tool_result
    │   │   ├── retry only if safe
    │   │   ├── escalate if user-visible
    │   │   └── mark tool route unreliable
    │   ├── Event storm
    │   │   ├── dedupe
    │   │   ├── backpressure
    │   │   ├── suppress internal loop
    │   │   └── log storm source
    │   ├── Safety failure
    │   │   ├── freeze route
    │   │   ├── expire cert
    │   │   ├── require approval
    │   │   ├── audit
    │   │   └── rollback if needed
    │   └── Runtime rollback
    │       ├── disable event loop
    │       ├── return to V3-like user-message-only behavior
    │       ├── preserve state
    │       └── keep safety gates active
    │
    └── Final Shape
        ├── CereOS is not just a chatbot
        │   └── it is an event-driven cognitive runtime
        ├── ReflexRoute is not separate from V4
        │   └── it is the nervous-system routing layer inside V4
        ├── ActionRoute
        │   └── fastest safe action/tool path
        ├── ResponseRoute
        │   └── fastest safe answer path
        ├── MemoryRoute
        │   └── fastest reliable recall path
        ├── CortRoute
        │   └── slower verified reasoning path
        ├── Faculties
        │   └── modular subconscious cognition
        ├── Event loop
        │   └── lets CereOS wake from more than user messages
        ├── Safety
        │   └── keeps autonomy bounded
        ├── Memory
        │   └── gives continuity across time
        ├── Learning
        │   └── makes the runtime faster and more reliable
        └── Growth
            └── lets CereOS eventually propose new faculties for itself