{ "request_id": "learn_mr7opvy4_dykftouo", "service": "lotd-learner-runtime", "version": "2026-03-09", "data": { "initiative": "Kelly for All", "version": "2026-03-09", "summary": "Kelly is now powered by the learner graph, adaptive runtime, translation memory, proofs, trust records, and operator-visible controls on the same stack.", "mission": "Make Kelly available as a trustworthy, learner-safe teaching layer for every person, not just a demo inside one product silo.", "surfaces": { "public_story": "https://lotdpbc.com/kelly-for-all", "contract": "https://lotdpbc.com/.well-known/kelly-for-all.json", "api": "https://api.lotdpbc.com/v1/kelly", "runtime": "https://learn.lotdpbc.com/kelly" }, "guarantees": [ "same pedagogical structure across ages and surfaces", "learner-safe defaults with mediated support for younger users", "offline-ready learning flow with cloud sync as an upgrade, not a requirement", "human-readable and machine-readable outputs for every major learning artifact", "trust-backed proofs, provenance, and export paths" ], "voices": [ { "key": "kid", "label": "Kid", "promise": "Clear, encouraging, and wonder-led." }, { "key": "adult", "label": "Adult", "promise": "Direct, practical, and grounded in action." }, { "key": "elder", "label": "Elder", "promise": "Reflective, dignified, and built for memory and meaning." } ], "tracks": [ { "key": "learn", "label": "Learn", "promise": "Build durable understanding." }, { "key": "grow", "label": "Grow", "promise": "Turn reflection into personal progress." }, { "key": "teach", "label": "Teach", "promise": "Help one learner explain something to another." }, { "key": "trivia", "label": "Trivia", "promise": "Use delight and play as an on-ramp into knowledge." } ], "lesson_phases": [ "Hook", "Story", "Wonder", "Action", "Wisdom" ], "upgrade_paths": [ "daily lesson guidance from the learner graph", "multilingual delivery through translation memory", "portable proofs attached to progress", "teacher and guardian copilots without extra admin drag", "robot-readable APIs for partners and agents" ], "taxonomies": { "visual_registry": { "source": "kelly_looks_v2 + kelly_archetypes", "archetypes": [ "architect", "diplomat", "empath", "explorer", "macgyver", "provider", "rebel", "scientist", "strategist", "survivor" ], "age_groups": [ "kid", "adult", "senior" ] }, "lesson_voice_matrix": { "source": "kelly_lesson_variants", "total_pairs": 30, "age_groups": [ "kid", "adult", "elder" ], "note": "This is the authoritative Kelly age-by-archetype voice matrix." }, "age_lexicon": { "source": "word_age_tones", "age_columns": [ "kid", "adult", "elder" ], "note": "This is the age lexicon layer and should not override the visual Kelly archetype registry." } }, "animation": { "default_runtime": "2d-deterministic-compositor", "canonical_pack": [ "base_frame", "idle_loop", "mouth_strip", "animation-pack.json" ], "export_engines": [ "musetalk", "sadtalker", "fal", "sync.so" ], "future_runtime": "react-three-fiber-glb" }, "learner_id": "learner-demo", "profile": { "id": "learner-demo", "display_name": "Sovereign Learner", "locale": "en-US", "age_band": "self-directed", "identity_model": "local-first passkey sync", "sync_state": "offline-ready", "ai_posture": "ai-native with deterministic fallback", "sovereignty_tier": "portable", "learner_id": "learner-demo", "export_ready": true, "privacy_mode": "children-safe by default" }, "graph": { "learner_id": "learner-demo", "mastery_domains": [ { "domain": "Civic literacy", "mastery": 0.81, "confidence": 0.74, "next_move": "Compile evidence into a public-interest protocol brief." }, { "domain": "Systems thinking", "mastery": 0.76, "confidence": 0.7, "next_move": "Map actors, constraints, and intervention points." }, { "domain": "Proof literacy", "mastery": 0.68, "confidence": 0.63, "next_move": "Attach provenance and checksums to every key artifact." } ], "graph_mode": "local-first with edge sync" }, "runtime": { "learner_id": "learner-demo", "runtime_mode": "adaptive", "recommended_lessons": [ { "id": "lesson-edge-proofs", "title": "Edge Proofs and Public Trust", "objective": "Learn how provenance and performance metrics make a public system believable.", "modality": "guided-reading", "status": "recommended", "offline_ready": true }, { "id": "lesson-minab-compiler", "title": "Protocol Compiler Lab", "objective": "Turn a public-benefit protocol into a human checklist and robot contract.", "modality": "build-lab", "status": "recommended", "offline_ready": true } ], "explanation": "The runtime adapts through durable learner state, not by guessing from a single session." }, "proofs": { "learner_id": "learner-demo", "credentials": [ { "id": "cred-minab-operator", "type": "protocol-credential", "title": "Protocol Compiler Operator", "issuer": "LOTD PBC", "proof_url": "https://api.lotdpbc.com/v1/protocol/compiler", "verified_at": "2026-03-09" }, { "id": "cred-sovereign-learner", "type": "readiness-proof", "title": 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"2026-03-09 18:28:24", "canary_reference_profile": "best-character-reference+senior-survivor-bridge" }, "age_groups": [ "adult", "kid", "senior" ], "voice_samples": [ { "day_number": 1, "phase": "hook", "track": "learn", "age_group": "elder", "archetype": "survivor", "mode_line": "Survivor mode: We\\u2019ll focus on what matters most and how to endure.\\n\\nWelcome to The Daily Lesson. You might wonder what a person with decades of experience could possibly need to learn at this point. The answer is: everything you have not encountered yet. And the universe is generous — it never runs out of things to show us. The capacity to learn does not diminish with age. It deepens. What changes is not your ability but your appreciation for what learning costs and what it gives.", "excerpt": "Survivor mode: We\\u2019ll focus on what matters most and how to endure.\\n\\nWelcome to The Daily Lesson. You might wonder what a person with decades of experience could possibly need to learn at this point. The answer is: everything you have not encountered ye..." }, { "day_number": 1, "phase": "hook", "track": "grow", "age_group": "elder", "archetype": "survivor", "mode_line": "Survivor mode: We\\u2019ll focus on what matters most and how to endure.\\n\\nYou have watched technology change the world more than once. You saw computers go from room-sized machines to pocket devices. You saw the internet connect billions of people overnight. Now artificial intelligence is the next wave, and the conversation around it ranges from utopian to terrifying. But underneath the hype and the fear is something surprisingly straightforward. AI is software that finds patterns in data and makes predictions based on those patterns. It does not understand. It does not feel. It does not know. Today we cut through the noise and look at what this technology actually is — because understanding it clearly is the first step to living wisely alongside it.", "excerpt": "Survivor mode: We\\u2019ll focus on what matters most and how to endure.\\n\\nYou have watched technology change the world more than once. You saw computers go from room-sized machines to pocket devices. You saw the internet connect billions of people overnight...." }, { "day_number": 1, "phase": "hook", "track": "teach", "age_group": "elder", "archetype": "survivor", "mode_line": "Survivor mode: We\\u2019ll focus on what matters most and how to endure.\\n\\nYou carry decades of knowledge that no textbook contains. How to read a room. How to recover from failure. How to know when someone is struggling before they say a word. That knowledge did not come from a classroom — it came from living. And it is irreplaceable. But here is the thing: if you do not teach it, it disappears with you. Every lesson you have learned the hard way, every insight that took years to earn, every skill you mastered through repetition and patience — all of it is waiting to be passed on. Teaching is not something you retire from. It is something you grow into. And you are more ready for it now than you have ever been.", "excerpt": "Survivor mode: We\\u2019ll focus on what matters most and how to endure.\\n\\nYou carry decades of knowledge that no textbook contains. How to read a room. How to recover from failure. How to know when someone is struggling before they say a word. That knowledge..." }, { "day_number": 1, "phase": "story", "track": "learn", "age_group": "elder", "archetype": "survivor", "mode_line": "Survivor mode: We\\u2019ll focus on what matters most and how to endure.\\n\\nGrandma Moses began painting at seventy-eight. She had no training, no technique, no ambition beyond filling the hours after arthritis made embroidery impossible. By the time she died at one hundred and one, she had produced over 1,500 paintings and had been exhibited at the Metropolitan Museum of Art. She began learning a new craft at an age when most people assume the learning is finished. She proved that the capacity to grow has no expiration date. It only requires willingness.", "excerpt": "Survivor mode: We\\u2019ll focus on what matters most and how to endure.\\n\\nGrandma Moses began painting at seventy-eight. She had no training, no technique, no ambition beyond filling the hours after arthritis made embroidery impossible. By the time she died..." }, { "day_number": 1, "phase": "story", "track": "grow", "age_group": "elder", "archetype": "survivor", "mode_line": "Survivor mode: We\\u2019ll focus on what matters most and how to endure.\\n\\nIn 1956, a group of researchers at Dartmouth College coined the term artificial intelligence. They predicted that within a generation, machines would match human thought. Nearly seventy years later, we are still waiting. What happened instead was something no one predicted: machines became extraordinarily good at specific tasks without ever approaching general understanding. A program can diagnose certain cancers more accurately than experienced physicians — but it cannot tell you why a patient is scared. A language model can write a sonnet in Shakespeare's style — but it has never felt heartbreak. The gap between performance and understanding is the central story of AI. You have lived long enough to know that doing something well and understanding something deeply are not the same thing. That wisdom is exactly what this conversation needs.", "excerpt": "Survivor mode: We\\u2019ll focus on what matters most and how to endure.\\n\\nIn 1956, a group of researchers at Dartmouth College coined the term artificial intelligence. They predicted that within a generation, machines would match human thought. Nearly sevent..." }, { "day_number": 1, "phase": "story", "track": "teach", "age_group": "elder", "archetype": "survivor", "mode_line": "Survivor mode: We\\u2019ll focus on what matters most and how to endure.\\n\\nGrandma Moses started painting at seventy-eight. But what people forget is that she also started teaching at seventy-eight — not in a classroom, but through the work itself. Every painting she created taught people something about memory, about rural American life, about the beauty hidden in ordinary moments. She did not set out to be an educator. She set out to capture what she knew before it was gone. That impulse — to preserve knowledge by sharing it — is the oldest form of teaching on Earth. Long before schools existed, elders sat by fires and told stories. That is how farming spread. That is how navigation was learned. That is how medicine, astronomy, and law survived across millennia. The classroom is new. Teaching is ancient. And you carry that tradition every time you share what you know.", "excerpt": "Survivor mode: We\\u2019ll focus on what matters most and how to endure.\\n\\nGrandma Moses started painting at seventy-eight. But what people forget is that she also started teaching at seventy-eight — not in a classroom, but through the work itself. Every pain..." }, { "day_number": 1, "phase": "wonder", "track": "learn", "age_group": "elder", "archetype": "survivor", "mode_line": "Survivor mode: We\\u2019ll focus on what matters most and how to endure.\\n\\nHere is what neuroscience has confirmed in the last two decades: the brain continues to generate new neurons throughout life. Not many, but enough. The hippocampus — the seat of memory and learning — produces new cells well into your nineties. The catch is that these new neurons need a reason to survive. They need stimulation. They need novelty. They need exactly what this daily lesson offers: something new to think about. Your brain is not declining. It is waiting for instructions.", "excerpt": "Survivor mode: We\\u2019ll focus on what matters most and how to endure.\\n\\nHere is what neuroscience has confirmed in the last two decades: the brain continues to generate new neurons throughout life. Not many, but enough. The hippocampus — the seat of memory..." }, { "day_number": 1, "phase": "wonder", "track": "grow", "age_group": "elder", "archetype": "survivor", "mode_line": "Survivor mode: We\\u2019ll focus on what matters most and how to endure.\\n\\nThere is a thought experiment that has been debated since the 1980s called the Chinese Room. Imagine a person locked in a room with a book of rules. Someone slides Chinese characters under the door. The person looks up the characters in the rule book, follows the instructions, and slides back the correct Chinese response. To the person outside, it looks like the room understands Chinese. But the person inside has no idea what any of it means. That is how AI works today. The rule book has become enormously complex — billions of parameters instead of a paper manual — but the principle holds. The system produces correct responses without understanding the conversation. After a lifetime of human interaction, you know the difference between someone who knows the right thing to say and someone who means it. That instinct is exactly what makes you essential to this conversation about AI.", "excerpt": "Survivor mode: We\\u2019ll focus on what matters most and how to endure.\\n\\nThere is a thought experiment that has been debated since the 1980s called the Chinese Room. Imagine a person locked in a room with a book of rules. Someone slides Chinese characters u..." }, { "day_number": 1, "phase": "wonder", "track": "teach", "age_group": "elder", "archetype": "survivor", "mode_line": "Survivor mode: We\\u2019ll focus on what matters most and how to endure.\\n\\nThere is a reason that the greatest civilizations invested heavily in their elders. In oral cultures — which is most of human history — the elder was the library. Everything a community knew about medicine, agriculture, navigation, conflict resolution, and survival lived in the minds of its oldest members. When an elder died without passing on their knowledge, an entire branch of understanding was permanently lost. The linguist Ken Hale said that when a language dies, it is as if a bomb were dropped on the Louvre. The same is true for the knowledge an individual carries. Your experiences, your hard-won insights, your understanding of how the world actually works — these are irreplaceable assets. Teaching is not charity. It is an act of cultural preservation. Every lesson you share is a library that stays open.", "excerpt": "Survivor mode: We\\u2019ll focus on what matters most and how to endure.\\n\\nThere is a reason that the greatest civilizations invested heavily in their elders. In oral cultures — which is most of human history — the elder was the library. Everything a communit..." }, { "day_number": 1, "phase": "action", "track": "learn", "age_group": "elder", "archetype": "survivor", "mode_line": "Survivor mode: We\\u2019ll focus on what matters most and how to endure.\\n\\nYour first action: teach someone something today. It does not matter what. A recipe, a memory, a skill, a story. Teaching is the most powerful form of learning because it requires you to organize what you know well enough to give it away. Notice how the act of teaching reveals gaps in your own understanding. Those gaps are gifts — they show you where your next lesson lives.", "excerpt": "Survivor mode: We\\u2019ll focus on what matters most and how to endure.\\n\\nYour first action: teach someone something today. It does not matter what. A recipe, a memory, a skill, a story. Teaching is the most powerful form of learning because it requires you..." }, { "day_number": 1, "phase": "action", "track": "grow", "age_group": "elder", "archetype": "survivor", "mode_line": "Survivor mode: We\\u2019ll focus on what matters most and how to endure.\\n\\nYour action is simple but profound. The next time someone tells you what AI can do — whether it is a news article, a grandchild, or an advertisement — ask one question: does it understand, or does it perform? That single question cuts through more confusion than any technical explanation ever could. You have spent a lifetime distinguishing between people who genuinely understand something and people who are good at sounding like they do. Apply that same instinct to every AI claim you encounter. Write it down if you like: understand or perform? You will be surprised how often the answer is perform — and how much clarity that brings.", "excerpt": "Survivor mode: We\\u2019ll focus on what matters most and how to endure.\\n\\nYour action is simple but profound. The next time someone tells you what AI can do — whether it is a news article, a grandchild, or an advertisement — ask one question: does it underst..." }, { "day_number": 1, "phase": "action", "track": "teach", "age_group": "elder", "archetype": "survivor", "mode_line": "Survivor mode: We\\u2019ll focus on what matters most and how to endure.\\n\\nYour action is both simple and significant. Choose one thing you know that you learned through experience — not from a book, but from living. Maybe it is how to read people in a negotiation. How to recover from a setback. How to know when to speak and when to stay quiet. Write it down in three sentences or less. Then tell it to someone younger. It does not need to be a formal lesson. A conversation over coffee. A phone call with a grandchild. A few lines in a letter. The point is to move one piece of your hard-won knowledge from inside your head to outside of it. That is teaching. And that is how wisdom survives.", "excerpt": "Survivor mode: We\\u2019ll focus on what matters most and how to endure.\\n\\nYour action is both simple and significant. Choose one thing you know that you learned through experience — not from a book, but from living. Maybe it is how to read people in a negoti..." } ], "tone_words": [ { "word": "child", "text": "Children are your mirror and your hope. In their faces you see echoes of your own youth, and in their potential you see the continuation of everything you built. The way a society treats its children tells you everything about its values." }, { "word": "family", "text": "Family, you know, is the only thing you really built. The careers, the houses, the achievements — they fade. But the family you raised, the bonds you maintained, the grandchildren who carry your stories forward — that is your permanent contribution to the world." }, { "word": "peace", "text": "Peace, you come to understand, is not something the world gives you. It is something you build within yourself and extend outward. After decades of witnessing conflict, you know that true peace begins with acceptance — of others, of change, of what cannot be undone." }, { "word": "teacher", "text": "At this point in life, you are a teacher whether you know it or not. Every young person who watches how you handle adversity, how you treat strangers, how you carry your years — they are learning from you. Your life is the lesson." } ], "media": [ { "day_number": 1, "track": "learn", "phase": "action", "age_group": "elder", "language": "en", "media_type": "audio", "r2_key": "tts/en/learn/day1/elder/action.mp3", "size_bytes": 397105, "generated_at": "2026-02-27 19:33:57" }, { "day_number": 1, "track": "learn", "phase": "action", "age_group": "elder", "language": "en", "media_type": "og_card", "r2_key": "og/en/learn/day1/elder/action.png", "size_bytes": 418531, "generated_at": "2026-04-08 16:39:39" }, { "day_number": 1, "track": "learn", "phase": "hook", "age_group": "elder", "language": "en", "media_type": "audio", "r2_key": "tts/en/learn/day1/elder/hook.mp3", "size_bytes": 431377, "generated_at": "2026-02-27 19:33:42" }, { "day_number": 1, "track": "learn", "phase": "story", "age_group": "elder", "language": "en", "media_type": "audio", "r2_key": "tts/en/learn/day1/elder/story.mp3", "size_bytes": 504938, "generated_at": "2026-02-27 19:33:47" }, { "day_number": 1, "track": "learn", 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"word_age_tones", "selected_age_column": "elder", "sample_words": 4, "pair_total": 30, "rows_total": 1660, "exact_name_overlap_total": 2 } }, "stats": { "archetypes_total": 10, "looks_total": 30, "age_groups_total": 3, "media_records_sampled": 7, "looks_with_animation_hashes": 30, "looks_with_idle_video": 30, "looks_with_face_data": 30, "voice_matrix_pairs_total": 30, "lexicon_pairs_total": 30 }, "model_lineage": { "coherence_rows": 0, "tracked": true, "status": "recovered_from_huggingface", "source_provider": "huggingface", "source_url": "https://huggingface.co/CuriousKellycom/curious-kelly-lora/resolve/main/curious_kelly.safetensors", "manifest_url": "https://assets.lotdpbc.com/kelly/lineage/curious-kelly-lora.json", "sha256": "be2a401198cf62ef7ed2a7d550fb0f0ebff67b4267228f5b14c24562a8f5a59d", "file_size_bytes": 19257432, "dataset_image_count": 27, "recovered_at": "2026-03-09T16:16:01.031Z", "base_model": "flux-dev-lora", "trigger_word": "kelly", "note": "Kelly LoRA lineage has been recovered, hashed, and mirrored into D1 and lotd-public-assets.", "canary": { "selected_look_status": "MATCH", "selected_look_confidence": 79.15, "selected_look_reference": "adult:survivor:core60", "selected_look_verifier": "deepface-vgg-face", "selected_look_threshold": 0.4901664, "selected_look_audited_at": "2026-03-09 18:28:24", "selected_look_reference_profile": "best-character-reference+senior-survivor-bridge", "look_audits_total": 30, "look_matches_total": 30, "look_suspicious_total": 0, "look_no_match_total": 0 } }, "voice_source": "kelly_lesson_variants:elder:survivor", "character_consistency": "canary-verified" }, "animation_pack": { "status": "registry-backed-pack", "delivery_mode": "2d-deterministic-compositor", "source": "kelly-registry", "selected_look": { "look": "senior-survivor", "age_group": "senior", "archetype": "survivor", "source_hash": "08d57265", "pipeline_version": "v2-deterministic-backfill-2026-03-09", "frame_count": 4389, "source_videos": 25 }, "guarantees": [ "Base frame identity comes from the live Kelly D1 registry.", "The default runtime is deterministic 2D composition, not fresh generation.", "Premium export engines stay offline-first and optional.", "Idle loop is ready for seamless hold states.", "Face data exists for stronger character-consistent motion.", "The selected Kelly look has passed the canary identity gate." ], "readiness": { "pack_ready": true, "idle_ready": true, "mouth_ready": true, "face_data_ready": true, "lineage_ready": true, "canary_ready": true }, "engines": { "default_runtime": "2d-deterministic-compositor", "export_engines": [ "musetalk", "sadtalker", "fal", "sync.so" ], "future_runtime": "react-three-fiber-glb" }, "assets": { "base_frame": { "url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/senior-survivor/base_frame.png", "path": "/assets/kelly/player_data_v2/looks/senior-survivor/base_frame.png" }, "idle_loop": { "url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/senior-survivor/idle.mp4", "path": "kelly/player_data_v2/looks/senior-survivor/idle.mp4" }, "mouth_strip": { "url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/senior-survivor/mouth.mp4", "path": "kelly/player_data_v2/looks/senior-survivor/mouth.mp4" }, "look_manifest": { "url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/senior-survivor/look.json", "path": "kelly/player_data_v2/looks/senior-survivor/look.json" }, "animation_manifest": { "url": "https://assets.lotdpbc.com/kelly/player_data_v2/looks/senior-survivor/animation-pack.json", "path": "kelly/player_data_v2/looks/senior-survivor/animation-pack.json" } }, "viseme_catalog": [ "sil", "pp", "ff", "th", "ee", "dd", "aa", "oo" ], "next_step": "Drive mouth_strip visemes against learner audio and idle_loop for hold states." } }, "error": null }