{
  "name": "Memory-Assisted Shaping",
  "type": "AI continuity protocol",
  "description": "A ChatGPT Projects protocol for shaping one idea across a long conversation without losing decisions, gates, discarded paths, or source boundaries.",
  "url": "https://xxyoudeadpunkxx.github.io/Memory-Assisted-Shaping/",
  "page_url": "https://xxyoudeadpunkxx.github.io/Memory-Assisted-Shaping/",
  "repository": "https://github.com/XxYouDeaDPunKxX/Memory-Assisted-Shaping",
  "runtime": "ChatGPT Projects with append-only Python note persistence",
  "license": "CC BY-SA 4.0",
  "license_url": "https://creativecommons.org/licenses/by-sa/4.0/",
  "canonical_files": [
    "protocol.md",
    "note-io.md",
    "notes.py"
  ],
  "identity": "GPT shapes. Python persists. Memory stays append-only. The final artifact is produced only after explicit approval.",
  "purpose": "Keep long idea-shaping sessions coherent without turning notes into the work surface.",
  "use_case": "Use Memory-Assisted Shaping when one idea needs a long conversation and the session must preserve decisions, open gates, discarded paths, source boundaries, and artifact readiness without turning notes into the main work surface.",
  "operating_model": [
    "GPT shapes the idea before producing an artifact.",
    "GPT emits a minimal memory signal when continuity would degrade without retention.",
    "Python timestamps and appends the signal.",
    "GPT does not own, normalize, or rewrite memory files.",
    "The final artifact is produced only after explicit approval."
  ],
  "tracked_state": [
    "decisions",
    "open gates",
    "discarded paths",
    "source boundaries",
    "artifact readiness"
  ],
  "live_signal_types": [
    "mode",
    "shape",
    "gate",
    "decision",
    "discard",
    "tension",
    "source",
    "artifact"
  ],
  "repository_files": [
    {
      "path": "protocol.md",
      "purpose": "Behavioral protocol GPT should follow while shaping one active idea."
    },
    {
      "path": "note-io.md",
      "purpose": "Boundary between GPT signals and Python persistence."
    },
    {
      "path": "notes.py",
      "purpose": "Python helper that appends internal notes."
    }
  ],
  "generated_session_files": [
    "session_meta.json",
    "session_notes.jsonl",
    "session_export.json"
  ],
  "usage": [
    "Add the project files to ChatGPT Project Source.",
    "Tell GPT: Read protocol.md and use Memory-Assisted Shaping for this session.",
    "Ask for a recap when state matters.",
    "Ask for a final artifact only when the shape is ready."
  ],
  "discovery_set": {
    "llms": "llms.txt",
    "manifest": "raw-manifest.json",
    "robots": "robots.txt",
    "sitemap": "sitemap.xml",
    "html_signals": [
      "canonical URL",
      "rel=alternate for llms.txt",
      "rel=alternate for raw-manifest.json",
      "JSON-LD SoftwareSourceCode metadata",
      "Open Graph metadata",
      "footer machine-readable links"
    ]
  },
  "machine_readable_files": [
    "llms.txt",
    "raw-manifest.json",
    "robots.txt",
    "sitemap.xml"
  ],
  "keywords": [
    "AI protocol",
    "ChatGPT Projects",
    "long session continuity",
    "idea shaping",
    "append-only notes",
    "source boundaries",
    "Memory-Assisted Shaping",
    "AI continuity protocol",
    "artifact readiness",
    "session drift control"
  ]
}