Ops stack · Contextual Life System

Architecture for Your Home, Made Easier—not a sole-LLM planner.

Selected inputs become a grounded ledger. A rules engine structures the plan. The LLM writes and assembles. Humans QC. Artifacts ship as a kit.

Use What You Own · Primary path: Owned — Morning Card · Heavier later: Home Reset Kit

End-to-end pipeline

Morning Card first (bet #1) · Home Reset heavier secondary · same spine

Chat is a drafting surface. The product is the artifact (morning card or kit). Validation bet #1: Morning Desk — semi-manual OK for first ~20.

Morning Desk pipeline (bet #1): vision extract → inventory ledger → archetype tone (self-report only) → templated morning card → email send. Soft Big Five = friendly tone labels — never clinical, never inferred from the photo. Subscription justified by email delivery of situated next-actions, not chat. Semi-manual OK for first 20.

Home Reset remains the heavier multi-photo path (rules engine + L/M/H kit) — not the hub lead during bet #1.

What each layer does

Honest separation of duties
01

Selected inputs

User-chosen photos and files only. Optional cultural inputs (playlists, boards, Letterboxd, reading history, recipes) stay opt-in. Never indiscriminate account ingestion.

02

Perception

Vision / OCR / classifiers extract candidates. Only confirmed or clearly user-stated items enter the ledger. Invented inventory fails the gate.

03

Ledger

Structured record of environment + problems + preferences. Source pointers stay attached so artifacts can show grounding.

04

Rules engine — plan structure

Deterministic scaffolding: step budgets, L/M/H variants, decision-rule templates, weekly-review slots, “no medical claim” language locks. This layer decides structure—not the LLM alone.

05

LLM — copy / extraction / assembly

Writes plain-language briefs, softens tone, helps extract from messy notes, assembles cards into the kit shell. May propose, never solely authorize the plan.

06

Human QC → artifacts

Operator checks gates, corrects ledger misses, approves delivery. One revision included on paid Home Reset kits.

Hard no: No sole-LLM planner. No diagnosis from images. No protected-trait inference. No “your photos show ADHD/traits of…”. No guaranteed symptom improvement.
Hard yes: Rules-structured plans · LLM for language & assembly · human QC · source grounding · organizational tool framing · Morning Card as primary wedge · Home Reset as heavier secondary.

Jev-class gates

Fail closed · measure correction rate

Grounding

Every inventory claim cites an upload or user statement. Ungrounded items are removed or marked unknown.

Scope

Plan only addresses stated problems + selected spaces. No lifestyle sermon. No scope creep into clinical care.

Energy honesty

L/M/H paths must be meaningfully different and completable. “Just try harder” fails.

Language lock

Block diagnostic / medical / guaranteed-outcome phrasing before delivery.

Preference respect

Support preferences (visual, low-cost, sensory-light, etc.) appear in the kit—not ignored for a generic template.

Safety

Self-harm or danger signals escalate to crisis guidance only—no coaching. External actions require explicit approval.

Privacy

No ad pixels on intake/results. Deletion path documented. Minimal retention for fulfillment.

Delivery shape

Must ship as artifact kit (brief · map · plan · cards · rules · review)—not a chat transcript.

Safety & privacy (stack)

NIST-aligned risk framing in plain language
  • Identify — what keeps breaking, from your words + selected inputs.
  • Protect — low-pressure rules, environment setup, decision caps.
  • Detect — weekly review (keep / change / pause / try).
  • Respond — L/M/H paths and one revision on paid kits.
  • Recover — archive / progress; seasonal resets on sub.

Also: explicit input selection · no diagnosis/protected-trait inference · no ad pixels on intake/results · deletion controls · source grounding shown · approval before external actions · crisis guidance without coaching.