Reflective Memory for AI

{
  "id": "mulatu-yegelle-tezeta",
  "summary": "Mulatu Astatke — Yègellé Tezeta. Ethiopian jazz, vibraphone lead over minor key groove.",
  "tags": { "genre": "ethio-jazz", "artist": "Mulatu Astatke", "instrument": "vibraphone" },
  "score": null,
  "similar": [
    { "id": "%a3f7c2e1@V{0}", "score": 0.82, "date": "2024-03-15",
      "summary": "Getatchew Mekurya — Shellela. Raw tenor sax, Ethiopian pentatonic, 140bpm." },
    { "id": "%d8b4e90f@V{0}", "score": 0.71, "date": "2024-06-20",
      "summary": "Hailu Mergia — Tche Belew. Accordion-driven Ethiopian funk, 120bpm, hypnotic." },
    { "id": "%71ec5a34@V{0}", "score": 0.58, "date": "2024-09-03",
      "summary": "Orchestra Baobab — Utrus Horas. West African/Cuban crossover, warm brass, 135bpm." }
  ],
  "meta": {
    "genre": [
      { "id": "%e4c19b82", "score": 0.76, "summary": "Fela Kuti — Water No Get Enemy. Afrobeat, 12-min groove, horn section." },
      { "id": "%5f2da071", "score": 0.72, "summary": "Ebo Taylor — Love and Death. Highlife-funk, guitar-driven, 125bpm." },
      { "id": "%a3f7c2e1", "score": 0.68, "summary": "Getatchew Mekurya — Shellela. Raw tenor sax, Ethiopian pentatonic, 140bpm." }
    ],
    "artist": [
      { "id": "%bc30f4a7", "summary": "Mulatu Astatke — Dewel. Solo piano piece, contemplative, from Sketches of Ethiopia." }
    ],
    "instrument": [
      { "id": "%92d1e5c3", "summary": "Bobby Hutcherson — Montara. Post-bop vibraphone, Latin tinge, 108bpm." }
    ]
  },
  "version_nav": {
    "prev": [
      { "offset": 1, "vid": "mulatu-yegelle-tezeta@V{1}", "created_at": "2024-03-12T20:15:00", "summary": "Added from vinyl rip, 2024-03-12" },
      { "offset": 2, "vid": "mulatu-yegelle-tezeta@V{2}", "created_at": "2024-08-05T16:30:00", "summary": "Tagged after Éthiopiques listening session — connected to Getatchew and Hailu" }
    ]
  }
}

{
  "id": "preserved-lemon-lamb",
  "summary": "Ottolenghi preserved lemon lamb shoulder. 4hrs slow roast, sumac crust.",
  "tags": { "ingredient": "preserved-lemon", "method": "roast", "source": "Jerusalem p.142" },
  "score": null,
  "similar": [
    { "id": "%b7a3d412@V{0}", "score": 0.74, "date": "2025-09-18",
      "summary": "Lamb tagine with apricots and almonds. Similar spice profile, longer braise." },
    { "id": "%c91ef805@V{0}", "score": 0.61, "date": "2025-11-30",
      "summary": "Meyer lemon risotto with seared scallops — different protein, same citrus brightness." },
    { "id": "%4e0fc6a9@V{0}", "score": 0.51, "date": "2026-01-12",
      "summary": "Chicken thighs with preserved lemon and green olives. Weeknight version." }
  ],
  "meta": {
    "ingredient": [
      { "id": "%4e0fc6a9", "score": 0.72, "summary": "Chicken thighs with preserved lemon and green olives. Weeknight version." },
      { "id": "%a82d3f10", "score": 0.68, "summary": "Roasted cauliflower with sumac and tahini. Same citrus-bright profile." },
      { "id": "%63bf9d24", "score": 0.54, "summary": "Sea bass en papillote with capers and preserved lemon. 25 min total." }
    ],
    "pantry": [
      { "id": "%f1d84b56", "summary": "Preserved lemons: opened jar in fridge. Fennel and chickpeas in stock." }
    ]
  },
  "version_nav": {
    "prev": [
      { "offset": 1, "vid": "preserved-lemon-lamb@V{1}", "created_at": "2025-06-15T11:20:00", "summary": "Bookmarked from Jerusalem cookbook. Noted: need to buy sumac." },
      { "offset": 2, "vid": "preserved-lemon-lamb@V{2}", "created_at": "2025-10-12T22:45:00", "summary": "Made for dinner party Oct 12. Everyone loved it. Doubled the lemon." }
    ]
  }
}

{
  "id": "attention-mechanisms-survey@V{3}",
  "summary": "Organized into taxonomy: sparse, linear, low-rank, memory-based. Added FLOPs comparison table.",
  "tags": { "field": "ml", "topic": "attention", "type": "survey", "status": "drafting" },
  "score": null,
  "similar": [
    { "id": "flash-attention-notes@V{0}", "score": 0.78, "date": "2026-01-05",
      "summary": "Flash Attention paper notes — O(N) memory, 2-4x speedup on long sequences." },
    { "id": "%f4a2c781@V{0}", "score": 0.65, "date": "2025-12-20",
      "summary": "Linear attention (Katharopoulos 2020) — kernel trick approximation, trades quality for speed." },
    { "id": "%0b9e53d2@V{0}", "score": 0.52, "date": "2025-11-10",
      "summary": "Sparse attention patterns in BigBird — combines local + global + random for O(N) complexity." }
  ],
  "meta": {
    "todo": [
      { "id": "%3d7ea190", "summary": "Compare FLOPs across attention variants for 8K context length" },
      { "id": "%c5b12f48", "summary": "Read Dao et al. Flash Attention 2 — claimed further 2x improvement" }
    ],
    "learnings": [
      { "id": "%91d4e7b3", "summary": "Benchmark numbers from papers aren't comparable — different hardware, batch sizes, sequence lengths. Always normalize to same setup." }
    ]
  },
  "version_nav": {
    "prev": [
      { "offset": 1, "vid": "attention-mechanisms-survey@V{2}", "created_at": "2026-01-08T15:30:00", "summary": "Read 12 papers. Flash Attention most promising for production use." },
      { "offset": 2, "vid": "attention-mechanisms-survey@V{1}", "created_at": "2026-01-03T10:00:00", "summary": "Started survey. Collected 12 papers on efficient attention." }
    ],
    "next": [
      { "offset": 1, "vid": "attention-mechanisms-survey@V{4}", "created_at": "2026-01-18T14:20:00", "summary": "Added benchmark results. Flash Attention 2 confirmed 2x over FA1." },
      { "offset": 2, "vid": "attention-mechanisms-survey@V{5}", "created_at": "2026-01-25T09:45:00", "summary": "Draft complete. Sent to co-authors for review." }
    ]
  }
}