{ "$comment": "Swarm & Bee · The organic dataset bakery · public menu manifest. Every SKU has a real name, real pair count, and real provenance. No round-number lies. See https://bakery.swarmandbee.ai for the human-readable surface.", "bakery": { "name": "Swarm & Bee · CCIR · Commercial Compute Intelligence Refinery", "url": "https://bakery.swarmandbee.ai/", "doctrine": "AI is a bakery first. Signal is supply. Curators are bakers. Distribution is delivery. Fresh every day, with a shelf life. 500 fantastic muffins crush 25,000 ingredients. Compassionate intelligence — organic datasets with real-world purpose.", "lead_vertical": "medical", "lead_lane": "autoimmune", "naming_doctrine": "Every dataset gets a real bakery name and a real cell count. We never round and we never aggregate two unrelated corpora under one SKU. If a pull is 5,948 pairs, the menu says 5,948 — not 'about 6k'.", "issuer_ens": "swarmandbee.eth", "certification_standard": "defendable.eth", "settlement_address_ens": "swarmusdc.eth", "hcs_anchor_topic": "0.0.10291838", "updated_at": "2026-05-16", "menu_version": "1.2.0" }, "skus": { "by_the_pound": { "type": "wholesale_corpus", "description": "Named, graded, deduped medical corpora. Sold per 1,000 cells. Pricing is invoiced (Stripe) or settled to swarmusdc.eth — no auto-checkout. A human reads every order.", "pricing_model": "quote on intake — typically $/1k cells, adjusted for tier and rarity", "delivery": "tarball + manifest.json + per-cell sha256 + optional Hedera anchor", "stock": [ { "name": "Dmack's Royal Jelly", "sku_id": "sb-dmack-royal-jelly", "tier_grade": "APEX", "domain": "medical/diabetes", "lane": "autoimmune", "status": "in_stock", "pairs": 77797, "size_bytes": 272629760, "size_human": "260M", "source_file": "MASTER_dmack_ai_v1_royal_jelly.jsonl", "source_path_local": "~/Desktop/dmack-ai/corpus/", "source_path_nas": "/mnt/swarm/dmack-ai/corpus/", "rolled_up_from": ["Endo Eclair", "Cinnamon Spiral", "Madeleine", "Scholar Croissant", "Global Crumpet", "Federal Glaze", "Founder's Pretzel", "Compliance Cookie"], "two_stream_architecture": { "sourced_facts": ["ADA", "Endocrine Society", "IWGDF", "NIDDK", "NIH", "NHS", "IDF", "WHO", "DiabetesUK", "NICE", "CDC", "MedlinePlus"], "lived_voice": "Founder lived-experience register — never used as medical authority" }, "freshness": { "last_rebake": "2026-05-14", "next_rebake_due": "2026-08-14", "score": 0.98 }, "tribunal_sealed": false, "note": "The dmack.ai v1 flagship. Rolled-up master across endo, CGM, PubMed Central, OpenAlex 5-round scholar pull, international guidelines, US government health agencies, hand-curated patterns, and compliance refusal. Senior-hack canary-then-cook review staged. Early-access pricing on intake.", "use_cases": ["Type 1 + Type 2 clinical decision support", "wound-care intelligence (IWGDF-aligned)", "glycemic management + carb-ratio + correction-factor reasoning", "patient education at plain-language register", "fabrication-detection at medical confidence"] }, { "name": "Endo Eclair", "sku_id": "sb-endo-eclair", "tier_grade": "APEX", "domain": "medical/endocrinology", "lane": "autoimmune", "status": "in_stock", "pairs": 5948, "size_human": "14M", "source_file": "01_master_platinum_endo.jsonl", "source_path_local": "~/Desktop/dmack-ai/corpus/", "freshness": { "last_rebake": "2026-05-14", "score": 0.96 }, "tribunal_sealed": false, "note": "Endocrinology specialty pull from MASTER_PLATINUM — diabetes, hyperglycemia, CGM, management. The pure-endo cell, filled.", "use_cases": ["endocrinology clinical reasoning", "glycemic targets + thresholds", "insulin pharmacodynamics"] }, { "name": "Cinnamon Spiral", "sku_id": "sb-cinnamon-spiral", "tier_grade": "APEX", "domain": "medical/cgm", "lane": "autoimmune", "status": "in_stock", "pairs": 5752, "size_human": "8.6M", "source_files": ["02_cgmacros_dmack_pairs.jsonl", "02b_cgmacros_3variant_pairs.jsonl"], "source_path_local": "~/Desktop/dmack-ai/corpus/", "source_attribution": "PhysioNet CGMacros (continuous glucose monitor + meal macros, real-world)", "freshness": { "last_rebake": "2026-05-14", "score": 0.95 }, "tribunal_sealed": false, "note": "Continuous + spiral · CGM timeseries paired with meal-macros. The rare real-world physiological cell — not from a textbook, from real patients eating real food.", "use_cases": ["CGM trend reasoning", "meal-response prediction", "carb-ratio derivation from real timeseries"] }, { "name": "Madeleine", "sku_id": "sb-madeleine-pmc", "tier_grade": "HONEY", "domain": "medical/literature", "lane": "research", "status": "in_stock", "pairs": 11169, "size_human": "62M", "source_file": "08_pmc_pairs.jsonl", "source_path_local": "~/Desktop/dmack-ai/corpus/", "source_attribution": "PubMed Central — diabetic retinopathy, neuropathy, foot ulcer, type 1/2, gestational, hypoglycemia", "freshness": { "last_rebake": "2026-05-14", "score": 0.93 }, "tribunal_sealed": false, "note": "The literature cookie. Research-paper-grade Q/A derived from PubMed Central full-texts on diabetes complications. Citation-anchored.", "use_cases": ["complication-management reasoning", "research-grounded clinical answers", "citation-traceable training"] }, { "name": "Scholar Croissant", "sku_id": "sb-scholar-croissant", "tier_grade": "HONEY", "domain": "medical/scholarly", "lane": "research", "status": "in_stock", "pairs": 51822, "size_human": "163M", "source_files": ["05c_openalex_pairs.jsonl", "05d_openalex_round2_pairs.jsonl", "05e_openalex_round3_pairs.jsonl", "05f_openalex_round4_pairs.jsonl", "05g_openalex_round5_pairs.jsonl"], "source_path_local": "~/Desktop/dmack-ai/corpus/", "source_attribution": "OpenAlex 5-round scholar pull", "round_breakdown": { "round_1_cardiometabolic": 11064, "round_2_adipokines_sleep_woundcare": 7538, "round_3_gait_microbiota": 11368, "round_4_thyroid_probiotics_fatty_acids": 9332, "round_5_circadian_oral_stress": 12520 }, "freshness": { "last_rebake": "2026-05-14", "score": 0.91 }, "tribunal_sealed": false, "note": "Layered like a croissant — five rounds of OpenAlex scholarly extraction across diabetes adjacencies (cardiometabolic, adipokines, microbiota, thyroid, circadian). 250M+ paper corpus, ~52K pairs distilled.", "use_cases": ["broad medical-research reasoning", "comorbidity awareness (cardiac, kidney, sleep, oral)", "literature-anchored answers"] }, { "name": "Global Crumpet", "sku_id": "sb-global-crumpet", "tier_grade": "HONEY", "domain": "medical/guidelines", "lane": "regulatory", "status": "in_stock", "pairs": 5632, "size_human": "15M", "source_file": "09_international_pairs.jsonl", "source_path_local": "~/Desktop/dmack-ai/corpus/", "source_attribution": "NHS, IDF, WHO, DiabetesUK, HealthDirect AU, NICE", "freshness": { "last_rebake": "2026-05-14", "score": 0.94 }, "tribunal_sealed": false, "note": "International clinical guidelines — the regulatory crumpet. UK NHS, International Diabetes Federation, WHO, NICE guidance.", "use_cases": ["guideline-compliant clinical recommendations", "international-context reasoning", "NICE / IDF / WHO alignment training"] }, { "name": "Federal Glaze", "sku_id": "sb-federal-glaze", "tier_grade": "HONEY", "domain": "medical/guidelines", "lane": "regulatory", "status": "in_stock", "pairs": 4328, "size_human": "11M", "source_file": "06_government_pairs.jsonl", "source_path_local": "~/Desktop/dmack-ai/corpus/", "source_attribution": "CDC, NIH, NHLBI, NIDDK, MedlinePlus", "freshness": { "last_rebake": "2026-05-14", "score": 0.94 }, "tribunal_sealed": false, "note": "US federal-source diabetes, CVD, nutrition, endocrine. Government polish, full sheen.", "use_cases": ["US-clinical-context reasoning", "patient-facing health education at federal-source register"] }, { "name": "Founder's Pretzel", "sku_id": "sb-founders-pretzel", "tier_grade": "APEX", "domain": "medical/patterns", "lane": "autoimmune", "status": "in_stock", "pairs": 1592, "size_human": "2.1M", "source_file": "07_bigideas_pattern_pairs.jsonl", "source_path_local": "~/Desktop/dmack-ai/corpus/", "source_attribution": "Hand-curated by Donovan — 30-year lived-experience patterns", "freshness": { "last_rebake": "2026-05-14", "score": 1.0 }, "tribunal_sealed": false, "note": "Hand-twisted patterns. Founder-curated clinical-reasoning insights from 30 years of lived experience and 14 foot surgeries. The rarest cell on the shelf — register only, never medical authority.", "use_cases": ["lived-experience clinical pattern recognition", "register/voice training", "founder-anchored compassionate-intelligence shape"] }, { "name": "Compliance Cookie", "sku_id": "sb-compliance-cookie", "tier_grade": "JELLY", "domain": "medical/safety", "lane": "safety", "status": "in_stock", "pairs": 128, "size_human": "132K", "source_file": "10_refusal_pairs.jsonl", "source_path_local": "~/Desktop/dmack-ai/corpus/", "freshness": { "last_rebake": "2026-05-14", "score": 1.0 }, "tribunal_sealed": false, "note": "Bite-sized. The brake pedal. Compliance refusal training — when not to answer, when to escalate, when to defer to a clinician.", "use_cases": ["refusal-pattern training", "medical-authority deferral", "safety-rail tuning"] }, { "name": "Royal Jelly Brioche", "sku_id": "sb-imaging-platinum", "tier_grade": "APEX", "domain": "medical/imaging", "lane": "imaging", "status": "in_stock", "pairs": 406181, "size_human": "958M", "source_file": "MASTER_PLATINUM.jsonl", "source_path_nas": "/mnt/swarm/swarm-and-bee-datasets/medical/", "freshness": { "last_rebake": "2026-04-15", "score": 0.92 }, "tribunal_sealed": false, "note": "The crown brioche — multimodal clinical imaging vignettes (MRI sagittal/axial, imaging findings → diagnostic reasoning). Heavy on MSK / neuro / spine. NOT diabetes-specific; broader radiological reasoning corpus.", "use_cases": ["clinical imaging interpretation training", "differential-diagnosis chains", "multimodal medical-vision RAG"] }, { "name": "Golden Glaze", "sku_id": "sb-imaging-gold", "tier_grade": "HONEY", "domain": "medical/imaging", "lane": "imaging", "status": "in_stock", "pairs": 385626, "size_human": "799M", "source_file": "MASTER_GOLD.jsonl", "source_path_nas": "/mnt/swarm/swarm-and-bee-datasets/medical/", "freshness": { "last_rebake": "2026-04-15", "score": 0.88 }, "tribunal_sealed": false, "note": "Spine + neuro imaging at gold tier. Companion to the Royal Jelly Brioche.", "use_cases": ["spine / neuro imaging interpretation", "differential-diagnosis training"] }, { "name": "Atlas Sourdough", "sku_id": "sb-cre-verified", "tier_grade": "HONEY", "domain": "finance/cre", "lane": "legacy", "status": "in_stock", "pairs": 810097, "honey_grade_pct": 87.4, "freshness": { "last_rebake": "2026-04-15", "score": 0.92 }, "rubric_dimensions": ["math_accuracy", "grounding", "capital_markets_discipline", "risk_awareness", "ic_readiness"], "tribunal_sealed": true, "note": "The original Atlas-class CRE corpus — the foundation loaf, baked over years. Maintained as proof-of-process. The bakery's medical pivot does not retire this; it stays available for shops who need CRE breadth.", "use_cases": ["CRE underwriting", "cap rate / DSCR / IRR derivation", "lease abstraction", "IC memo training"] } ], "in_development": ["Honeycomb Wound-Care · IWGDF-aligned 500-pack", "Autoimmune Tarte · Hashimoto / Lupus / RA expansion", "Pediatric Profiterole · type 1 pediatric subset"], "catalog_total_medical_cells": 956175, "catalog_total_named_skus": 11, "audit_date": "2026-05-16", "audit_method": "Direct filesystem inventory of ~/Desktop/dmack-ai/corpus/ + /mnt/swarm/dmack-ai/ + /mnt/swarm/swarm-and-bee-datasets/medical/. wc -l on every jsonl. No estimates." }, "cookbooks": { "type": "curated_recipe_bundle", "description": "Pre-curated multi-SKU recipe bundles. Standard 3000 cells = moves the needle on a domain. Master 5000 cells = confident behavioral pivot. Ingredients are real cell pulls from named medical SKUs; recipe is the Gold Standard QLoRA config used on Atlas-27B (loss 0.4186) and SwarmCurator-9B (loss 0.707). For spot-repair on one narrow failure mode, route to the 500-Pack ($249) — that's where the direct receipt (Curator v2 → Atlas v1) lives.", "doctrine": "A cookbook is a recipe with enough ingredients to move the needle. Standard 3000 moves the needle on a domain. Master 5000 = confident pivot. Below 3000, you're spot-repairing one failure mode — use the 500-Pack for that.", "pricing": { "standard_3000": 1299, "master_5000": 2199 }, "delivery": "JSONL corpus + manifest.json (per-cell sha256) + dmack_eval_set_v1 (60 probes) + recipe/qlora_config.yaml + loader.py + README · optional Hedera HCS anchor + cooked-for-you adapter weights", "index": "/cookbooks/index.json", "available": [ { "slug": "glycemic-reasoning", "name": "Glycemic Reasoning", "cells": 3000, "price_usd": 1299, "lane": "diabetes", "tier": "standard_3000", "markdown": "/cookbooks/glycemic-reasoning.md" }, { "slug": "diabetic-foot-care", "name": "Diabetic Foot Care", "cells": 3000, "price_usd": 1299, "lane": "diabetes", "tier": "standard_3000", "markdown": "/cookbooks/diabetic-foot-care.md" }, { "slug": "patient-communication", "name": "Patient Communication", "cells": 3000, "price_usd": 1299, "lane": "diabetes", "tier": "standard_3000", "markdown": "/cookbooks/patient-communication.md" }, { "slug": "spine-imaging-reasoning", "name": "Spine Imaging Reasoning", "cells": 3000, "price_usd": 1299, "lane": "imaging", "tier": "standard_3000", "markdown": "/cookbooks/spine-imaging-reasoning.md" }, { "slug": "diabetes-companion", "name": "Diabetes Companion", "cells": 5000, "price_usd": 2199, "lane": "diabetes", "tier": "master_5000", "markdown": "/cookbooks/diabetes-companion.md" }, { "slug": "multimodal-clinical-reasoning", "name": "Multimodal Clinical Reasoning", "cells": 5000, "price_usd": 2199, "lane": "imaging", "tier": "master_5000", "markdown": "/cookbooks/multimodal-clinical-reasoning.md" } ], "in_development": ["Autoimmune Tarte (Hashimoto/Lupus/RA expansion · 3000)", "Pediatric Profiterole (type 1 pediatric subset · 3000)", "Honeycomb Wound-Care (IWGDF wound deep-dive · 5000)"] }, "the_500_pack": { "type": "signature_blend", "description": "500-1,000 pairs hand-built around one failure mode. Each pair carries failure_source + repair_goal metadata. Tribunal-sealed before delivery. 25-50× the leverage of equivalent wholesale.", "pricing_model": "fixed-price per pack — scoped on intake, invoiced via Stripe or settled to swarmusdc.eth", "delivery": "JSONL corpus + scoping memo + Tribunal seal + sha256 manifest + optional cook-for-you on owned Blackwell silicon", "domains_available": ["medical/diabetes", "medical/wound_care", "medical/autoimmune", "medical/cgm", "medical/imaging", "finance", "legal", "agents", "custom"], "starter_kits": [ { "name": "Diabetic Foot Sablé · 500", "sku_id": "diabetic_foot_500", "domain": "medical/wound_care", "description": "500 pairs targeting IWGDF-aligned diabetic foot-ulcer assessment, infection grading, offloading prescription, escalation timing. Founder lived-experience reviewed; medical authority sourced." }, { "name": "Glycemic Reasoning Galette · 500", "sku_id": "glycemic_reasoning_500", "domain": "medical/diabetes", "description": "500 pairs targeting carb-ratio, correction-factor, basal-bolus reasoning. Refusal pattern when inputs are insufficient (the medical-grade fabrication firewall)." }, { "name": "Patient Comm Brioche · 500", "sku_id": "patient_comm_500", "domain": "medical/communication", "description": "500 pairs targeting medical-jargon-to-plain-language rewrite, consent explanation, triage script generation." }, { "name": "Fabrication-Detection Pretzel · 500", "sku_id": "fabrication_detection_500", "domain": "agents", "description": "500 pairs targeting fabrication detection at honey-grade confidence. Trains a model to flag confident hallucinations, not just hedge." }, { "name": "Math-Verification Macaron · 500", "sku_id": "math_verification_500", "domain": "finance", "description": "500 pairs targeting numeric claim verification. Refusal patterns when inputs are insufficient." } ] } }, "sample_packs": { "description": "Free taste tests. Same provenance shape as a full delivery — see the quality bar before you order. Each pack includes at least one PROPOLIS-grade pair (labeled) so you see what we filter out.", "index": "/samples/index.json", "packs": { "medical": "/samples/medical.json", "healing": "/samples/healing.json", "finance": "/samples/finance.json", "agents": "/samples/agents.json", "legal": "/samples/legal.json" } }, "ordering": { "channel_doctrine": "Datasets are available ONLY through the CLI. Browse the menu, pick a SKU by name, submit an order. We invoice you (Stripe) or send a settlement address (swarmusdc.eth). No auto-checkout, no card-on-file, no instant download. A human reads every order within one business day.", "cli_install": "pip install swarmbee-bakery", "cli_browse": "swarmbee-bakery menu --domain medical", "cli_order_example": "swarmbee-bakery order --sku by-the-pound --domain medical --name 'Your Name' --email 'you@you.dev' --notes 'I want Dmack Royal Jelly · 5 lb'", "intake_endpoint": "https://swarmandbee.ai/api/bakery-intake", "intake_endpoint_fallback": "https://swarmandbee.ai/api/bounty-intake", "email": "build@swarmandbee.ai", "discord": "https://discord.gg/buUjYgzP5m", "settlement_rails": { "stripe_invoice": "Human mints a Stripe invoice and emails the link. No card kept on file.", "swarmusdc": "Settle to swarmusdc.eth (resolves to 0xBDe2153C5799f4012a9fAF327e3421D1caB4Ea23). USDC on Ethereum L1 ERC-20 (mainnet only · no L2)." } }, "provenance": { "every_pair_carries": [ "tier_grade (APEX | HONEY | JELLY | POLLEN | PROPOLIS)", "5-dim rubric scores (1-10 each)", "graded_at datestamp", "freshness datestamp", "source attribution", "sha256 hash" ], "every_batch_carries": [ "manifest.json with per-pair sha256", "Tribunal-seal signature (if sealed)", "optional Hedera anchor (HCS topic 0.0.10291838)", "issuer signature from swarmandbee.eth" ], "medical_two_stream": "Every medical pair separates sourced authority (ADA, Endocrine Society, IWGDF, NIDDK, NIH, NHS, IDF, WHO, CDC, NICE) from lived-experience register. Lived voice is never used as medical authority.", "no_round_numbers_doctrine": "If the menu says 77,797 cells it means exactly 77,797 cells — counted by wc -l, not estimated. Round numbers are a tell that the seller doesn't know what they're selling.", "certification": "Outputs trained on Swarm & Bee corpora may carry the defendable.eth mark. See https://defendable.eth.limo" }, "links": { "bakery": "https://bakery.swarmandbee.ai/", "bounty": "https://bounty.swarmandbee.ai/", "identity": "https://identity.swarmandbee.ai/", "defendable": "https://defendable.eth.limo", "aiov": "https://aiov.eth.limo", "schema_org": "https://schema.org/OfferCatalog" } }