{
  "schema_version": "newruntime-agent-readable-v0.1",
  "type": "raw_signal",
  "id": "tg-2528",
  "slug": "preply-uses-each-lesson-as-context-for-the-next",
  "title": "Preply Uses Each Lesson as Context for the Next",
  "description": "A production learning system converts session events into durable learner context, demonstrating a write-and-reuse loop rather than stateless personalization.",
  "observed_at": "2026-06-24",
  "why_it_matters": "This dated record adds public evidence to the company memory needs write loops analysis and keeps the claim auditable as the underlying products and practices change.",
  "novelty": "notable",
  "verification_level": "source-linked",
  "signal_type": "field-report",
  "evidence_kind": "primary-source",
  "status": "published",
  "telegram_message_id": 2528,
  "telegram_url": "https://t.me/qwgai/2528",
  "topics": [
    "personalization",
    "memory",
    "education"
  ],
  "entities": [],
  "related_patterns": [
    "company-memory-needs-write-loops"
  ],
  "source_urls": [
    "https://openai.com/index/preply"
  ],
  "import_batch": "telegram-2026-07-17-new-sources-v3",
  "routes": {
    "html": "https://newruntime.com/signals/preply-uses-each-lesson-as-context-for-the-next/",
    "markdown": "https://newruntime.com/signals/preply-uses-each-lesson-as-context-for-the-next.md",
    "json": "https://newruntime.com/signals/preply-uses-each-lesson-as-context-for-the-next.json"
  },
  "source_format": "telegram-export-normalized-json"
}