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TELEON ARCHITECTURE MASTER BLUEPRINT & SEED PORTAL
← All 320 Atomic Work Queues STAGE 103 OF 320 legal_ofw_spdx_compliance Async enhancement

Humanize Prose (aq103_humanize_public_prose)

Rewrites inflated AI filler, promotional puffery, and em/en-dashes into direct, concrete prose while protecting technical identifiers and negations.

Strip AI ClichésZero Em-Dash RulePlain Customer Words
TIER 1 · DETERMINISTIC (0 MODEL CALLS)

0-Call Engine & Verification Slot

Cliché lexicon scanner, code-span masker & em-dash stripper (0 calls)

Substrate: db_atomic · p99 Claim Target: ≤ 3 ms · Phase: 103 - 106 Humanize, Anti-Slop, UI Design Critique & Universal Agent Banner QA

AI Agent (1..6)

Model-Guided Escalation & Synthesis Role

Plain-spoken technical & customer copy editor

5-Role Component Pod: 0-Call Slot / Solver + OpenSearch / Split-Supervisor (≤4k tok) / Diagnostic Repair + Twin Shim / CPOP + Sister Distiller.

Enforced Category State Machine: legal_ofw_spdx_compliance

Commit Invariant: Hard-vetoes placement fee deductions or passport retention, enforces <=72h DPA breach notice clauses, and checks transitive SPDX compatibility.

Architectural Problem Solved: Protects vulnerable workers from fee traps and blocks copyleft or vendor-training clause leaks.

POST https://api.teleon.dev/v1/tenants/:tenantId/queues/aq103_humanize_public_prose/enqueue
{
  "queue_category": "legal_ofw_spdx_compliance",
  "priority": 80,
  "payload": { "stage": "103", "objective": "Humanize Prose" }
}
← Stage 102: Alpha-Cut Blocking View in Single-Page Master Blueprint Stage 104: Anti-Slop Gate →