Product intake
14-state product state machine
CHAIN_13 · CONTENT FACTORY
Turn product data into publishable content through one auditable chain.
Loom orchestrates a 13-stage production chain — intake, cold-start modeling, atom pools, frozen condition packages, compliance cleaning, and a readonly final_id assembly. AI only proposes candidates; human gates decide.
THE CHAIN
Thirteen stages, one auditable line
Every stage ends in a gate or a guard. Nothing reaches the publishable exit without passing the chain.
Cold-start modeling
C1 five-signal recognition
Field pool planning
planning + gate
Atoms under fields
per-atom review gate · 10 checks
PWC condition packages
cross-field collisions within a PWS
PWS freeze
5 readiness checks · downstream consumes the frozen package only
Platform adaptation
allow / downgrade / block / pending_review
PCP platform package
17 fields · weights Σ ≤ 1.0
CSP / CSTP / CEP bundles
strategy / structure / expression on a shared layer
Compliance cleaning
a required-rule veto blocks publishing
final_id assembly
readonly · only when every guard passes
Content generation
generate + compliance re-check
Feedback loop
knowledge proposals → human gate → write-back
OUTPUT SAMPLE
What comes out the other end
A cleaned, publishable piece: one final_id, one platform package, one auditable trail back to every atom that fed it.
- Single exit: one final_id for every publishable piece, assembled only when every guard passes.
- Platform-shaped: the same atoms render per platform package (PCP) and language — douyin, xiaohongshu, and more.
- Auditable: each line traces to approved atoms and frozen PWS snapshots; compliance vetoes are visible, not silent.
Dry-skin rescue routine, in three steps
Step 1: switch your cleanser to a low-pH gel. Step 2: hydrate while skin is still damp. Step 3: seal with a ceramide balm — 72h moisture retention, clinically measured.
WHY A CHAIN, NOT A TOOL
AI proposes. Gates dispose. One exit.
The whitelist is not a hand-written word list — it is the collision product of atoms under a (product × purpose × platform × account) context. Frozen PWS snapshots separate decisions from consumption, so what downstream reads can never drift.
- AI drafts candidates only, never silently applies
- Every publishable piece carries one final_id
- Feedback flows back into the knowledge base
- Each atom traces to an auditable decision (Q1–Q72)
PWSProduct atoms
PCPPlatform package
CSPStrategy bundle
CSTPStructure bundle
CEPExpression bundle
CCRCompliance clearance
· · ·
gates pending…
Run your content line on Loom
Private beta is open. Tell us which platforms and product lines you want to run first.