Add backlog notes for post-model reliability/context/reach work
Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_018ghELqYhZNLub2TXGMazqA
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beyond the model and tts work, the useful additions are mostly around **reliability, context, and reach**, not more intelligence.
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## highest-value additions
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### 1. unified event intake
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maven should receive normalized events from:
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* praxis
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* calendar
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* telegram
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* local notifications
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* system/service health
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* manual checklists
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* eventually email bridges
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one internal envelope:
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```go
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type Event struct {
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Source string
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Kind string
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EntityIDs []string
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Title string
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Body string
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Priority string
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OccurredAt time.Time
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Payload json.RawMessage
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}
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```
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this gives digestion one stable input instead of source-specific logic.
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---
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### 2. explicit morning routine engine
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not ordinary reminders.
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support:
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* required morning items
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* order-independent completion
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* soft time windows
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* skipped-step detection
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* one nudge, not repeated spam
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* manual and inferred completion evidence
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* weekend/weekday variants
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example:
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```text
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08:00–11:00
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- medicine
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- water
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- pets
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- check praxis attention
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```
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maven should know what is still missing, not merely fire four timers.
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---
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### 3. cross-device presence
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a small presence daemon on each trusted device:
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* workstation active/idle
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* phone reachable
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* homesrv available
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* last keyboard/mouse activity
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* wireguard presence
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* current audio output
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* active maven client
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mavend receives only compact state, not raw activity logs.
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useful for:
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* choosing delivery channel
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* suppressing voice while away
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* surfacing reminders when you return
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* knowing whether an agent result should be spoken or sent as text
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---
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### 4. interruption policy
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before delivering anything, evaluate:
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```text
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urgency
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current activity
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quiet hours
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recent nudges
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available channels
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whether already surfaced
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```
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result:
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```text
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deliver_now
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queue
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digest
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drop
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```
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this prevents maven from becoming annoying once praxis and other sources start producing more data.
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---
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### 5. entity-aware memory
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connect maven memory to nexus ids.
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instead of:
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```text
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key = "кошачий фонтан"
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```
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store:
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```text
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entity_id = ent_pet_water_fountain
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predicate = refilled_at
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value = 2026-07-19T...
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```
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benefits:
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* stable russian/english aliases
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* fewer duplicate facts
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* better “when did i last…” queries
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* easier routine detection
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* cleaner praxis correlation
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---
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### 6. bounded follow-up state
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for short continuations:
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* “yes”
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* “tomorrow”
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* “the second one”
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* “not that project”
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* “do it later”
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store explicit pending state instead of relying on chat history:
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```go
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type PendingInteraction struct {
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Kind string
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Candidates []string
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Args json.RawMessage
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ExpiresAt time.Time
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}
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```
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this matters a lot for a 1.7b model.
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---
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### 7. evaluation lab
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before every new checkpoint or lora deploy:
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* routing accuracy
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* slot accuracy
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* malformed json rate
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* russian/english mixed input
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* ambiguous entity handling
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* reminder vs note vs fact
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* direct answer vs tool call
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* confirmation safety
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* phrasing quality
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* latency and ram
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also replay real anonymized traces against old and new checkpoints.
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this should be a hard deployment gate.
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---
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### 8. replayable full-system simulator
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fake:
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* clock
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* presence
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* caldav
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* telegram
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* praxis
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* nexus
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* hexis
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* stt
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* tts
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* llama-server
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scenario:
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```text
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08:30 user appears
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08:35 medicine not completed
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08:40 correx agent waits
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08:45 calendar sync stale
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08:50 user says “what did i miss?”
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```
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assert:
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* what tools were called
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* what was surfaced
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* what stayed unresolved
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* what maven said
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* what was not executed
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this will save more time than another feature daemon.
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---
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## useful second-wave additions
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### voice session quality
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* barge-in
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* interrupt tts on wake word
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* partial stt display
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* confidence-aware clarification
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* retry only failed stt segment
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* per-room microphone profiles
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* noise-floor calibration
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* short response mode when speaking
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### notification bridge framework
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small adapters for:
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* ntfy
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* telegram
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* matrix
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* web push
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* android notification forwarding
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* local dbus notifications
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normalize into maven/praxis events instead of treating each as a separate feature.
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### local knowledge ingestion
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* markdown/docs ingestion
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* git repo summaries
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* project decision records
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* conversation exports
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* provenance and source links
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* incremental reindexing
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keep this read-only and separate from personal fact memory.
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### service self-diagnostics
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`maven doctor`:
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* socket reachability
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* model health
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* stt/tts readiness
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* embedder availability
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* caldav freshness
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* telegram poll state
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* praxis/nexus/hexis reachability
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* db integrity
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* disk usage
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* recent failures
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### config and secret management
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* schema-validated config
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* config migration
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* secret references instead of inline values
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* dry-run validation
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* redacted config dump
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* per-daemon health config
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* startup dependency report
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---
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## things i would not build yet
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* autonomous multi-step planning
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* large external reasoner
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* generic workflow engine
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* self-editing memory
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* automatic hexis actions from praxis
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* emotion simulation beyond phrasing
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* full home-assistant replacement
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* more model layers before routing is stable
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## recommended order
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1. evaluation lab
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2. entity-aware memory
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3. morning routine engine
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4. interruption/delivery policy
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5. presence agents
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6. unified event intake
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7. full-system simulator
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8. notification bridges
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9. knowledge ingestion
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10. voice-session polish
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the main goal should be: **maven reliably knows what is happening, knows what you meant, and chooses the least annoying correct response**. everything else can wait.
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