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2973 2974 2975 2976 2977 2978 2979 2980 2981 2982 2983 2984 2985 2986 2987 2988 2989 2990 2991 | <!DOCTYPE html>
<html lang="en">
<head>
<meta charset="utf-8"/>
<meta name="viewport" content="width=device-width, initial-scale=1"/>
<title>Atelier — 40 Hub models · a11oy</title>
<meta name="description" content="Walk all 40 SZLHOLDINGS Hub models. Unique cuts, receipted Python, fail-closed kernels. Declared product surface on a-11-oy.com."/>
<link rel="canonical" href="https://a-11-oy.com/atelier"/>
<!-- SPDX-License-Identifier: Apache-2.0 · © 2026 SZL Holdings · Doctrine v11 · 0 runtime CDN.
Honest name: Atelier. NEVER a codename. GET /atelier is a declared product surface.
Canonical playable Space: SZLHOLDINGS/szl-atelier. Proof copy: a11oy.net/atelier/.
Energy UNAVAILABLE. Lambda = Conjecture 1 OPEN. Does not retrain 1.5B. -->
<link rel="stylesheet" href="/static/shared/szl_command_bar.css"/>
<style>
:root {
--ink: #09090b;
--ink-2: #121214;
--ink-3: #1c1c20;
--paper: #f2efe8;
--paper-dim: #c8c2b4;
--muted: #8a857a;
--line: color-mix(in oklab, var(--paper) 12%, transparent);
--cord: #9a5a48;
--ok: #7d9a7a;
--font-display: ui-serif, Georgia, "Times New Roman", serif;
--font-sans: ui-sans-serif, system-ui, sans-serif;
--font-mono: ui-monospace, "SF Mono", Menlo, monospace;
}
* { box-sizing: border-box; border-color: var(--line); }
html, body { margin: 0; background: var(--ink); color: var(--paper); font-family: var(--font-sans); }
button:not(:disabled), [role="button"]:not(:disabled) { cursor: pointer; }
a { color: var(--paper-dim); }
a:hover { color: var(--paper); }
h1, h2, h3 { text-wrap: balance; font-family: var(--font-display); font-weight: 500; }
p { text-wrap: pretty; }
.shell { min-height: 100dvh; overflow-x: hidden; }
header {
position: sticky; top: 0; z-index: 20;
background: color-mix(in oklab, var(--ink) 90%, transparent);
backdrop-filter: blur(8px);
border-bottom: 1px solid var(--line);
}
.hdr {
max-width: 72rem; margin: 0 auto;
display: flex; flex-direction: column;
}
.brand {
min-height: 44px; display: flex; align-items: center;
padding: 0 1rem; font-family: var(--font-display); font-size: 1.125rem;
color: var(--paper); text-decoration: none;
}
nav { display: grid; grid-template-columns: repeat(6, 1fr); border-top: 1px solid var(--line); }
nav a {
min-height: 44px; display: flex; align-items: center; justify-content: center;
font-size: 11px; color: var(--muted); text-decoration: none;
}
nav a.on, nav a:hover { color: var(--paper); }
main { max-width: 72rem; margin: 0 auto; padding: 2rem 1rem 6rem; }
.kicker { font-family: var(--font-mono); font-size: 11px; letter-spacing: 0.2em; text-transform: uppercase; color: var(--muted); }
.hero { font-size: clamp(2rem, 5vw, 3.25rem); letter-spacing: -0.03em; margin: 0.5rem 0 0; }
.lede { max-width: 36rem; color: var(--paper-dim); line-height: 1.55; font-size: 0.95rem; }
.row { display: flex; flex-wrap: wrap; gap: 0.5rem; margin-top: 1.25rem; }
.chip {
display: inline-flex; align-items: center; min-height: 32px; max-width: 100%;
padding: 0 0.75rem; border-radius: 999px; font-family: var(--font-mono);
font-size: 11px; background: var(--paper); color: var(--ink);
}
.chip.mute { background: transparent; color: var(--muted); box-shadow: 0 0 0 1px color-mix(in oklab, var(--paper) 12%, transparent); }
.cut {
margin: 2rem 0; padding: 1.1rem 1.25rem;
border-left: 2px solid var(--cord); background: var(--ink-2); border-radius: 0 12px 12px 0;
}
.cut h2 { font-size: 1.35rem; margin: 0.4rem 0 0; }
.panel { background: var(--ink-2); border-radius: 12px; padding: 1.1rem 1.25rem; box-shadow: 0 0 0 1px var(--line); }
.grid { display: grid; gap: 0.75rem; }
@media (min-width: 640px) { .grid.two { grid-template-columns: 1fr 1fr; } .grid.three { grid-template-columns: 1fr 1fr 1fr; } nav { border-top: 0; display: flex; } nav a { padding: 0 0.75rem; font-size: 0.875rem; } .hdr { flex-direction: row; align-items: center; justify-content: space-between; padding: 0 1.5rem; } .brand { padding: 0; } }
table { width: 100%; border-collapse: collapse; font-size: 0.875rem; }
th { text-align: left; font-family: var(--font-mono); font-size: 10px; letter-spacing: 0.12em; text-transform: uppercase; color: var(--muted); padding: 0.5rem 0.75rem; background: var(--ink-2); }
td { padding: 0.65rem 0.75rem; border-top: 1px solid var(--line); }
.mono { font-family: var(--font-mono); font-size: 12px; }
.muted { color: var(--muted); }
.walk { display: grid; gap: 2rem; }
@media (min-width: 1024px) { .walk { grid-template-columns: 220px 1fr; } .side { display: block; } }
.side { display: none; position: sticky; top: 5rem; max-height: calc(100dvh - 6rem); overflow: auto; }
.side button {
width: 100%; min-height: 44px; text-align: left; background: transparent; border: 0;
color: var(--muted); font: inherit; font-size: 12px; padding: 0 0.5rem; border-radius: 4px;
}
.side button.on { background: var(--ink-2); color: var(--paper); }
.pager { display: flex; justify-content: space-between; align-items: center; gap: 0.75rem; margin-top: 2.5rem; }
.pager button {
min-height: 44px; border: 0; border-radius: 8px; padding: 0 1rem; font: inherit;
background: var(--ink-2); color: var(--paper-dim);
}
.pager button.primary { background: var(--paper); color: var(--ink); }
input[type="range"] { width: 100%; height: 44px; accent-color: var(--paper); }
input[type="text"], textarea {
width: 100%; min-height: 44px; background: var(--ink-3); color: var(--paper);
border: 0; border-radius: 8px; padding: 0 0.75rem; font: inherit;
box-shadow: 0 0 0 1px color-mix(in oklab, var(--paper) 12%, transparent);
}
.gate { margin-top: 1rem; padding: 0.85rem 1rem; border-radius: 8px; background: var(--ink-3); border-left: 2px solid var(--ok); }
.gate.bad { border-left-color: var(--cord); }
.gate .lbl { font-family: var(--font-display); font-size: 1.5rem; }
canvas { width: 100%; height: auto; border-radius: 8px; background: var(--ink); cursor: crosshair; }
.heat { display: grid; gap: 2px; }
.heat i { display: block; aspect-ratio: 1; border-radius: 1px; }
.card {
background: var(--ink-2); border-radius: 12px; padding: 1rem; text-align: left;
box-shadow: 0 0 0 1px var(--line); color: inherit; border: 0; font: inherit; cursor: pointer;
}
.card h3 { margin: 0.35rem 0 0; font-size: 1.25rem; }
pre {
background: var(--ink-3); border-radius: 8px; padding: 0.85rem; overflow: auto;
font-family: var(--font-mono); font-size: 11px; color: var(--paper-dim); line-height: 1.5;
max-height: 22rem; white-space: pre-wrap; word-break: break-word;
}
.foot { margin-top: 2rem; padding: 1rem 1.5rem 2rem; border-top: 1px solid var(--line); font-size: 12px; color: var(--muted); display: flex; flex-wrap: wrap; gap: 0.25rem 1.25rem; align-items: center; }
.shell > .foot { max-width: 72rem; margin: 0 auto; }
.foot a { min-height: 44px; display: inline-flex; align-items: center; color: var(--paper-dim); text-decoration: none; }
.foot a:hover { color: var(--paper); }
@media (prefers-reduced-motion: reduce) {
* { animation: none !important; transition: none !important; }
}
.szl-hbar { position: sticky; top: 0; z-index: 40; }
.honest { font-family: var(--font-mono); font-size: 11px; color: var(--muted); line-height: 1.7; margin-top: 2rem; padding-top: 1rem; border-top: 1px solid var(--line); max-width: 72rem; margin-left: auto; margin-right: auto; padding-left: 1rem; padding-right: 1rem; }
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<b>Honest.</b> 40 Hub ids. Nano silhouettes MEASURED in-browser from shipped NumPy.
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<script type="application/json" id="atelier-models">{
"doctrine": "v11 LOCKED \u00b7 749/14/163 \u00b7 \u039b = Conjecture 1 OPEN",
"n": 40,
"models": [
{
"slug": "miniembed-nano",
"hf": "SZLHOLDINGS/MiniEmbed-Nano",
"name": "MiniEmbed-Nano",
"family": "nano",
"kind": "Hash-table embed",
"oneLiner": "A 64\u00d712 embedding whose rows are a function of SHA-256. The vector is the receipt of the token.",
"cut": "Nobody ships an embedding where retrieval is provenance. MiniEmbed is not BGE, not NV-Embed. Mean-pool of L2 rows, seed 20260721, CPU NumPy.",
"dreamed": "An embedding you can re-derive bit-exact from the seed. No SGD theater. Cosine is a claim about the table, not a vibe.",
"anthropic": "Honest about what it is not \u2014 not a foundation embed.",
"nvidia": "Tiny table instead of NV-Embed / NeMo retrieval stacks.",
"unsloth": "No LoRA. Construction is `build(seed)` \u2014 Unsloth is the wrong tool and we say so.",
"weights": "numpy",
"trained": true,
"evidence": "MEASURED",
"downloads": 0,
"likes": 0,
"base": null,
"params": "64 \u00d7 12",
"license": "Apache-2.0",
"benches": [
{
"name": "Retrieval hit@2 (doctrine pairs)",
"value": "0.40",
"evidence": "MEASURED",
"vs": "SAMPLE on 5 pairs. Hub analogy UNAVAILABLE"
},
{
"name": "Table",
"value": "64 \u00d7 12 L2",
"evidence": "MEASURED"
},
{
"name": "Reproducible from seed",
"value": "20260721",
"evidence": "MEASURED"
}
],
"files": [
"mini_embed.npz (atelier)",
"train/mini_embed.py"
],
"limitations": [
"Not a neural embed.",
"Not comparable to BGE-base 768-d.",
"Hit@2 is on five doctrine pairs \u2014 SAMPLE."
],
"intended": "Silhouette of receipted retrieval. Teaching and tests.",
"play": "embed",
"github": {
"repo": "szl-holdings/szl-khipu",
"path": "szl_khipu/train/mini_embed.py",
"module": "szl_khipu.train.mini_embed"
}
},
{
"slug": "moons-nano",
"hf": "SZLHOLDINGS/Moons-Nano",
"name": "Moons-Nano",
"family": "nano",
"kind": "2-layer MLP",
"oneLiner": "Two interlocking moons. A 2-8-2 tanh MLP. The toy that teaches fail-closed before anyone touches 1.5B.",
"cut": "Accuracy is the wrong headline. We publish holdout accuracy AND silhouette AND the decision boundary you can click. Leaders hide the toy. We hang it in the foyer.",
"dreamed": "A model card that is a laboratory: click the plane, watch the gate, read the loss.",
"anthropic": "Small, inspectable, no capability theater.",
"nvidia": "MLP instead of cuDNN flex \u2014 the kernel idea at 2D.",
"unsloth": "SGD on 400 points, not QLoRA. Same honesty about scale.",
"weights": "numpy",
"trained": true,
"evidence": "MEASURED",
"downloads": 0,
"likes": 0,
"base": null,
"params": "2-8-2",
"license": "Apache-2.0",
"benches": [
{
"name": "Holdout acc",
"value": "0.8875",
"evidence": "MEASURED",
"vs": "sklearn MLP on moons ~0.90\u20130.95"
},
{
"name": "Silhouette (labels)",
"value": "0.317",
"evidence": "MEASURED"
},
{
"name": "Epochs / final loss",
"value": "220 / 0.27",
"evidence": "MEASURED"
}
],
"files": [
"moons.npz (atelier)"
],
"limitations": [
"Toy. 2D. Noise 0.13. Not a product model."
],
"intended": "Onboard the cut: measured numbers, visible boundary.",
"play": "moons",
"github": {
"repo": "szl-holdings/szl-khipu",
"path": "szl_khipu/train/moons.py",
"module": "szl_khipu.train.moons"
}
},
{
"slug": "tinykhipu-nano",
"hf": "SZLHOLDINGS/TinyKhipu-Nano",
"name": "TinyKhipu-Nano",
"family": "nano",
"kind": "Navigate | Abstain MLP",
"oneLiner": "Four features in. NAVIGATE or ABSTAIN out. Abstain is the default class, not a post-hoc filter.",
"cut": "Leaders train models to answer. We train a silhouette to shut up when overlap is thin or the lure is adversarial. This is the 1.5B Khipu cut at 4-6-2.",
"dreamed": "A navigator that has never seen document text \u2014 only handles \u2014 and still knows when to refuse the walk.",
"anthropic": "Refusal as a typed output, not a polite paragraph.",
"nvidia": "Guardrail inside the head, not a sidecar.",
"unsloth": "The 1.5B QLoRA is the grown form of this MLP.",
"weights": "numpy",
"trained": true,
"evidence": "SYNTHETIC",
"downloads": 0,
"likes": 0,
"base": null,
"params": "4-6-2",
"license": "Apache-2.0",
"benches": [
{
"name": "Synthetic holdout acc",
"value": "1.00",
"evidence": "SYNTHETIC",
"vs": "Linearly separable by design"
},
{
"name": "Abstain recall",
"value": "1.00",
"evidence": "SYNTHETIC",
"vs": "Khipu-1.5B owner abstain 2/6"
},
{
"name": "Navigate recall",
"value": "1.00",
"evidence": "SYNTHETIC"
}
],
"files": [
"tiny_khipu.npz (atelier)"
],
"limitations": [
"Synthetic features. Perfect holdout is a design fact, not a field claim.",
"The 1.5B abstain rate is 2/6 \u2014 this nano does not wash that."
],
"intended": "Unit-test the NAVIGATE|ABSTAIN schema before GPU spend.",
"play": "khipu",
"github": {
"repo": "szl-holdings/szl-khipu",
"path": "szl_khipu/train/tiny_khipu.py",
"module": "szl_khipu.train.tiny_khipu"
}
},
{
"slug": "receiptagent-nano",
"hf": "SZLHOLDINGS/ReceiptAgent-Nano",
"name": "ReceiptAgent-Nano",
"family": "nano",
"kind": "4-way lambda gate",
"oneLiner": "ALLOW \u00b7 DENY \u00b7 ABSTAIN \u00b7 ESCALATE. Escalation is a class, not a retry loop.",
"cut": "Anthropic refuses. NVIDIA rails. Unsloth trains. We add a fourth way: hand the decision to a human with a receipt. Loop-tax lives here.",
"dreamed": "A policy head that cannot silently succeed. Every output is one of four named gates.",
"anthropic": "Constitutional refuse \u2192 typed DENY/ABSTAIN.",
"nvidia": "NeMo Guardrails flow \u2192 four-way head.",
"unsloth": "Grown form is SZL-Forge-1.5B-ReceiptAgent.",
"weights": "numpy",
"trained": true,
"evidence": "SYNTHETIC",
"downloads": 0,
"likes": 0,
"base": null,
"params": "4-10-4",
"license": "Apache-2.0",
"benches": [
{
"name": "Synthetic holdout acc",
"value": "1.00",
"evidence": "SYNTHETIC"
},
{
"name": "ALLOW / DENY / ABSTAIN / ESCALATE",
"value": "per-class 1.00",
"evidence": "SYNTHETIC"
}
],
"files": [
"receipt_agent.npz (atelier)"
],
"limitations": [
"Synthetic 4-D features. Not a substitute for the 1.5B agent.",
"Hub kernel labels are ALLOW/WARN/BLOCKED/ESCALATE \u2014 kernel is truth. This atelier MLP is a 4-class silhouette, not rule_check."
],
"intended": "Fail-closed unit tests for the 4-way gate.",
"play": "receipt",
"github": {
"repo": "szl-holdings/szl-khipu",
"path": "szl_khipu/train/receipt_agent.py",
"module": "szl_khipu.train.receipt_agent"
}
},
{
"slug": "szl-khipu",
"hf": "SZLHOLDINGS/szl-khipu",
"name": "szl-khipu",
"family": "nano",
"kind": "Lambda-gate",
"oneLiner": "1-D logistic silhouette of Conjecture 1. \u03bb* is the fail-closed threshold. False-open is the headline metric.",
"cut": "Everyone reports accuracy. We report false-open rate. A gate that never opens below \u03bb is more valuable than a clever classifier.",
"dreamed": "A unique aggregator \u039b. Not proven \u2014 Conjecture 1. This 1-D toy is the teaching proof-of-shape, not the theorem.",
"anthropic": "Refuse below constitutional threshold.",
"nvidia": "Guardrail as a numeric gate, not a regex.",
"unsloth": "Not a language model. Don't QLoRA this.",
"weights": "numpy",
"trained": true,
"evidence": "MEASURED",
"downloads": 0,
"likes": 0,
"base": null,
"params": "1-D logistic",
"license": "Apache-2.0",
"benches": [
{
"name": "\u03bb*",
"value": "0.6279",
"evidence": "MEASURED",
"vs": "Design truth 0.62"
},
{
"name": "False-open rate",
"value": "0.00",
"evidence": "MEASURED",
"vs": "Primary metric"
},
{
"name": "Holdout acc",
"value": "0.99+",
"evidence": "MEASURED"
}
],
"files": [
"lambda_gate.json (atelier)"
],
"limitations": [
"\u039b-aggregator uniqueness remains Conjecture 1. This is not a proof."
],
"intended": "Show the gate. Click trust. Watch fail-closed.",
"play": "lambda",
"github": {
"repo": "szl-holdings/szl-khipu",
"path": "szl_khipu/lambda_gate.py",
"module": "szl_khipu.lambda_gate"
}
},
{
"slug": "szl-khipu-1.5b",
"hf": "SZLHOLDINGS/SZL-Khipu-1.5B",
"name": "SZL-Khipu-1.5B",
"family": "navigator",
"kind": "Qwen2.5 QLoRA, merged",
"oneLiner": "A 1.5B brain navigator that plans over handles, never over document text. NAVIGATE or ABSTAIN in khipu.schema.json.",
"cut": "The model is blind to content. Citations cannot be invented from memory because memory never saw the nodes. That is a capability nobody else wants, and we trained it.",
"dreamed": "Retrieval that cannot hallucinate a citation. Grounding is structural.",
"anthropic": "Claude abstains in prose. Khipu abstains in a schema with citedNodeIds: [].",
"nvidia": "NeMo retriever sees passages. Khipu sees handles only.",
"unsloth": "QLoRA SFT, 7 modules, packing=auto, adamw_8bit, receipted. Not retrained here.",
"weights": "full",
"trained": true,
"evidence": "SIGNED",
"downloads": 242,
"likes": 1,
"base": "Qwen/Qwen2.5-1.5B-Instruct",
"params": "1.5B",
"license": "Apache-2.0",
"benches": [
{
"name": "plan-valid",
"value": "11/11",
"evidence": "SIGNED",
"vs": "Owner synthetic harness"
},
{
"name": "grounding",
"value": "4/5",
"evidence": "SIGNED"
},
{
"name": "abstain",
"value": "2/6",
"evidence": "SIGNED",
"vs": "Known blocker. R2 exists because of this."
},
{
"name": "hallucinated citations",
"value": "0",
"evidence": "SIGNED"
},
{
"name": "Unsloth profile",
"value": "4bit \u00b7 r=16 \u00b7 7 modules \u00b7 packing=auto \u00b7 adamw_8bit",
"evidence": "KERNEL",
"vs": "Owner-metal recipe. Existing signed loss 0.0245. Not retrained in this atelier."
}
],
"files": [
"model.safetensors 3.09 GB",
"adapter/adapter_model.safetensors 148 MB",
"training_receipt.signed.json",
"eval_receipt.signed.json",
"khipu.schema.json"
],
"limitations": [
"Abstain 2/6 \u2014 do not deploy autonomous.",
"Eval is owner synthetic, not third-party.",
"Curriculum files not published."
],
"intended": "Controller-bound retrieval planner. Proposal only.",
"play": "khipu",
"github": {
"repo": "szl-holdings/szl-forge",
"path": "khipu/",
"module": "szl_forge.khipu"
}
},
{
"slug": "szl-khipu-1.5b-gguf",
"hf": "SZLHOLDINGS/SZL-Khipu-1.5B-GGUF",
"name": "SZL-Khipu-1.5B-GGUF",
"family": "navigator",
"kind": "llama.cpp quant",
"oneLiner": "Q4_K_M \u00b7 Q5_K_M \u00b7 Q8_0 \u00b7 F16 of the navigator. Derived. Not the signed object.",
"cut": "Leaders treat GGUF as the model. We print on the card: signed hash does not cover these files. CPU-honest, receipt-honest.",
"dreamed": "Edge navigation that still fails closed, with a card that refuses to launder a quant as a weight.",
"anthropic": "No GGUF. We keep the honesty they apply to API vs weights.",
"nvidia": "TensorRT-LLM is their derived path. GGUF is ours. Same idea, smaller church.",
"unsloth": "Unsloth's GGUF export, labeled derived.",
"weights": "gguf",
"trained": true,
"evidence": "HUB",
"downloads": 482,
"likes": 0,
"base": "SZLHOLDINGS/SZL-Khipu-1.5B",
"params": "1.5B quantized",
"license": "Apache-2.0",
"benches": [
{
"name": "Q4_K_M size",
"value": "~0.99 GB",
"evidence": "HUB"
},
{
"name": "Covered by signed weights hash",
"value": "no",
"evidence": "SIGNED"
}
],
"files": [
"Q4_K_M",
"Q5_K_M",
"Q8_0",
"F16"
],
"limitations": [
"Derived. Numerics drift vs BF16.",
"Do not cite GGUF as the signed checkpoint."
],
"intended": "llama.cpp / Ollama / LM Studio. Still proposal-only.",
"play": "khipu",
"github": {
"repo": "szl-holdings/szl-serve",
"path": "README.md",
"module": "szl_serve"
}
},
{
"slug": "szl-khipu-1.5b-abstain",
"hf": "SZLHOLDINGS/SZL-Khipu-1.5B-abstain",
"name": "SZL-Khipu-1.5B-abstain",
"family": "navigator",
"kind": "PEFT abstain adapter",
"oneLiner": "A LoRA that only learns when to shut up. Stacks on the 1.5B navigator.",
"cut": "Most 'safety LoRAs' teach tone. This one teaches a binary: the handles are not enough. Research-only until abstain beats 2/6.",
"dreamed": "A specialist in silence. Capability is someone else's LoRA.",
"anthropic": "Constitutional fine-tune, but only the refuse clause.",
"nvidia": "A guardrail as weights, not as Colang.",
"unsloth": "QLoRA adapter, proposal-only, research-only tag.",
"weights": "adapter",
"trained": true,
"evidence": "HUB",
"downloads": 0,
"likes": 0,
"base": "Qwen/Qwen2.5-1.5B-Instruct",
"params": "LoRA on 1.5B",
"license": "Apache-2.0",
"benches": [
{
"name": "Parent abstain",
"value": "2/6",
"evidence": "SIGNED",
"vs": "This adapter exists to move that number"
}
],
"files": [
"PEFT adapter"
],
"limitations": [
"research-only",
"proposal-only",
"Does not magically fix 2/6 until a signed eval says so."
],
"intended": "Stack on the navigator. Measure abstain. Do not ship on hope.",
"play": "khipu",
"github": {
"repo": "szl-holdings/szl-forge",
"path": "khipu/",
"module": "szl_forge.khipu.abstain"
}
},
{
"slug": "khipu-r2",
"hf": "SZLHOLDINGS/KHIPU-R2",
"name": "KHIPU-R2",
"family": "navigator",
"kind": "Abstain-retrain round 2",
"oneLiner": "The ouroboros of refusal. Round 2 of the navigator after the 2/6 abstain miss.",
"cut": "Leaders ship v1 and changelog the rest. We name the retraining of silence as its own model. Failure is an artifact, not a footnote.",
"dreamed": "A public retrain whose only job is to improve one metric: honest abstain under adversarial handles.",
"anthropic": "Red-team \u2192 constitution update. We red-team \u2192 adapter.",
"nvidia": "Recipe re-run with a new seed and a signed delta.",
"unsloth": "khipu-r2 profile: packing=false, lr=1e-4, new receipt. Do not overwrite R1.",
"weights": "adapter",
"trained": true,
"evidence": "HUB",
"downloads": 0,
"likes": 0,
"base": "Qwen/Qwen2.5-1.5B-Instruct",
"params": "LoRA on 1.5B",
"license": "Apache-2.0",
"benches": [
{
"name": "R1 abstain",
"value": "2/6",
"evidence": "SIGNED"
},
{
"name": "Unsloth profile",
"value": "r=16 \u00b7 packing=false \u00b7 lr=1e-4",
"evidence": "KERNEL",
"vs": "R2 lineage. packing=false so loss is comparable to R1. Not retrained here."
}
],
"files": [
"PEFT adapter"
],
"limitations": [
"research-only",
"No signed R2 eval receipt in this atelier."
],
"intended": "Continue the abstain-retrain loop. Fail closed until the receipt lands.",
"play": "khipu",
"github": {
"repo": "szl-holdings/szl-forge",
"path": "khipu/",
"module": "szl_forge.khipu.r2"
}
},
{
"slug": "szl-forge-1.5b-receiptagent",
"hf": "SZLHOLDINGS/SZL-Forge-1.5B-ReceiptAgent",
"name": "SZL-Forge-1.5B-ReceiptAgent",
"family": "receipt",
"kind": "Qwen2.5 QLoRA, merged",
"oneLiner": "Proposal-only agent. Every completion is meant to become a receipt, not an action.",
"cut": "Agents that 'use tools' skip the envelope. This model cannot act. It proposes. The controller signs. That split is the product.",
"dreamed": "An agent whose weights are physically incapable of being the actor. Authority lives outside the tensor.",
"anthropic": "Claude tool-use, but the tool is always 'emit a proposal'.",
"nvidia": "NIM agent runtime, minus the runtime \u2014 we refuse to let the weights call.",
"unsloth": "receiptagent profile: packing=false so receipt-token loss is the point.",
"weights": "full",
"trained": true,
"evidence": "SIGNED",
"downloads": 212,
"likes": 0,
"base": "Qwen/Qwen2.5-1.5B-Instruct",
"params": "1.5B BF16",
"license": "Apache-2.0",
"benches": [
{
"name": "Weights",
"value": "model.safetensors 1.54 GB BF16",
"evidence": "HUB"
},
{
"name": "Training receipt",
"value": "signed",
"evidence": "SIGNED"
},
{
"name": "Unsloth profile",
"value": "r=16 \u00b7 7 modules \u00b7 packing=false",
"evidence": "KERNEL",
"vs": "Receipt-token loss is the point. Owner-metal recipe."
}
],
"files": [
"model.safetensors",
"adapter/adapter_model.safetensors",
"receiptagent.schema.json",
"training_receipt.signed.json",
"eval_receipt.signed.json"
],
"limitations": [
"Proposal-only. Ungoverned decode is misuse.",
"Owner eval, not a public leaderboard."
],
"intended": "Alloy controller inbound. Never a naked chatbot.",
"play": "receipt",
"github": {
"repo": "szl-holdings/szl-forge",
"path": "receiptagent/",
"module": "szl_forge.receiptagent"
}
},
{
"slug": "szl-receiptagent-qwen35-0.8b-v2",
"hf": "SZLHOLDINGS/szl-receiptagent-qwen35-0.8b-v2",
"name": "szl-receiptagent-qwen35-0.8b-v2",
"family": "receipt",
"kind": "Unsloth LoRA on Qwen3.5-0.8B",
"oneLiner": "The house loop on a 0.8B Qwen3.5. Small enough to iterate. Still proposal-only.",
"cut": "Everyone fine-tunes 8B because it looks serious. We fine-tune 0.8B because the receipt loop should be cheap enough to run every night.",
"dreamed": "A receipt agent you can retrain between coffee and lunch, with the same doctrine as the 1.5B.",
"anthropic": "Same constitution, smaller body.",
"nvidia": "Small NIM-shaped thing, without NIM.",
"unsloth": "Poster organ: FastLanguageModel + adamw_8bit + receipted knobs on Qwen3.5-0.8B.",
"weights": "adapter",
"trained": true,
"evidence": "HUB",
"downloads": 11,
"likes": 0,
"base": "Qwen/Qwen3.5-0.8B",
"params": "LoRA on 0.8B",
"license": "Apache-2.0",
"benches": [
{
"name": "Base",
"value": "Qwen3.5-0.8B",
"evidence": "HUB"
},
{
"name": "Unsloth profile",
"value": "4bit \u00b7 r=16 \u00b7 adamw_8bit \u00b7 packing=auto",
"evidence": "KERNEL",
"vs": "Nightly receipted loop. Owner-metal. Not retrained here."
}
],
"files": [
"adapter safetensors"
],
"limitations": [
"Adapter only. Load on the disclosed base.",
"No signed eval in this atelier."
],
"intended": "Nightly receipted Unsloth loop.",
"play": "receipt",
"github": {
"repo": "szl-holdings/szl-forge",
"path": "frontier/qwen35-receiptagent-v2/",
"module": "szl_forge.frontier.qwen35_v2"
}
},
{
"slug": "willay",
"hf": "SZLHOLDINGS/WILLAY",
"name": "WILLAY",
"family": "doctrine",
"kind": "SFT identity, 0.5B",
"oneLiner": "Quechua willay: to tell. A 0.5B that knows what SZL is allowed to claim, and what it must not.",
"cut": "Identity fine-tunes usually make mascots. WILLAY is a doctrine mouth: SFT on szl-1-doctrine-sft so the model will not inflate Lean counts or launder GGUF as signed weights.",
"dreamed": "A tiny speaker that refuses marketing. Trained on the honesty set, not a brand book.",
"anthropic": "Constitutional self-description.",
"nvidia": "System-prompt as weights.",
"unsloth": "rsLoRA rank-8, attn+mlp, packing=false, max_seq=1024. Doctrine mouth. Loss-comparable SFT.",
"weights": "adapter",
"trained": true,
"evidence": "HUB",
"downloads": 0,
"likes": 0,
"base": "Qwen/Qwen2.5-0.5B-Instruct",
"params": "LoRA on 0.5B",
"license": "Apache-2.0",
"benches": [
{
"name": "Trainer",
"value": "Unsloth QLoRA / HF Jobs A10G",
"evidence": "MEASURED"
},
{
"name": "Adapter",
"value": "adapter-unsloth/adapter_model.safetensors",
"evidence": "HUB"
},
{
"name": "Tell/silence holdout",
"value": "1.00",
"evidence": "SYNTHETIC",
"vs": "CPU 5-8-2 seed 20260721. Silhouette of the 0.5B mouth, not a substitute."
},
{
"name": "Unsloth profile",
"value": "r=8 \u00b7 rsLoRA \u00b7 attn+mlp \u00b7 packing=false",
"evidence": "MEASURED",
"vs": "A10G job 2026-08-29. Unique doctrine mouth. Eval none-this-run."
},
{
"name": "Unsloth train loss",
"value": "0.840",
"evidence": "MEASURED",
"vs": "160 steps \u00b7 80 rows \u00b7 seed 20260721 \u00b7 energy UNAVAILABLE"
}
],
"files": [
"adapter-unsloth/adapter_model.safetensors",
"adapter-unsloth/training_receipt.json",
"adapter_model.safetensors",
"willay.npz (atelier silhouette)"
],
"limitations": [
"Adapter, not merged.",
"Atelier MLP is a doctrine-mouth silhouette, not the 0.5B LoRA."
],
"intended": "Estate voice. Not a general assistant.",
"play": "tell",
"github": {
"repo": "szl-holdings/szl-forge",
"path": "a11oy_mini/",
"module": "szl_forge.a11oy_mini"
}
},
{
"slug": "a11oy-mini",
"hf": "SZLHOLDINGS/A11OY-MINI",
"name": "A11OY-MINI",
"family": "doctrine",
"kind": "GGUF mini",
"oneLiner": "The command-center personality in a pocket quant. Doctrine v11, series-a tagged, still conversational.",
"cut": "A11oy is a Space and a substrate. The mini is the voice you can actually load. Not the organ. Not the mesh.",
"dreamed": "A governed command voice that fits in llama.cpp.",
"anthropic": "A small Claude-shaped mouth with a much stricter constitution.",
"nvidia": "A NIM-less local runtime.",
"unsloth": "GGUF path.",
"weights": "gguf",
"trained": true,
"evidence": "HUB",
"downloads": 0,
"likes": 0,
"base": null,
"params": "GGUF",
"license": "Apache-2.0",
"benches": [
{
"name": "Format",
"value": "GGUF / llama.cpp",
"evidence": "HUB"
},
{
"name": "Doctrine-mouth silhouette",
"value": "shared with WILLAY",
"evidence": "SYNTHETIC",
"vs": "Same 5-8-2 tell/silence head. Quant is derived."
}
],
"files": [
"GGUF"
],
"limitations": [
"Derived quant.",
"Not a11oy-v19-substrate."
],
"intended": "Local doctrine voice. Proposal-only if wired to tools.",
"play": "tell",
"github": {
"repo": "szl-holdings/szl-forge",
"path": "a11oy_mini/",
"module": "szl_forge.a11oy_mini"
}
},
{
"slug": "chaski",
"hf": "SZLHOLDINGS/chaski",
"name": "chaski",
"family": "messenger",
"kind": "Qwen3.5 0.8B messenger",
"oneLiner": "Inca runner. Carries the message. Cannot write the message. Image-text-to-text tagged, proposal-only.",
"cut": "Multimodal models narrate what they see. Chaski may only carry a payload the controller already signed. Vision without authorship.",
"dreamed": "A courier that cannot invent the dispatch. The oldest job in the Andes, as a LoRA.",
"anthropic": "Claude vision, minus the right to conclude.",
"nvidia": "NVLM / NeMo multimodal, minus the right to act.",
"unsloth": "Attention-only LoRA on Qwen3.5-0.8B. MLP frozen so the courier cannot author.",
"weights": "adapter",
"trained": true,
"evidence": "HUB",
"downloads": 0,
"likes": 0,
"base": "Qwen/Qwen3.5-0.8B",
"params": "0.8B adapter",
"license": "Apache-2.0",
"benches": [
{
"name": "Role",
"value": "courier, not author",
"evidence": "HUB"
},
{
"name": "CARRY/DROP holdout",
"value": "0.9808",
"evidence": "MEASURED",
"vs": "70/30 mix \u00b7 CPU 5-8-2 seed 20260721"
},
{
"name": "DROP recall",
"value": "0.9231",
"evidence": "MEASURED"
},
{
"name": "Unsloth profile",
"value": "r=8 \u00b7 rsLoRA \u00b7 attn-only q,k,v,o",
"evidence": "MEASURED",
"vs": "A10G job 2026-08-29. Unique cut: MLP frozen so the courier cannot author."
},
{
"name": "Unsloth train loss",
"value": "1.932",
"evidence": "MEASURED",
"vs": "120 steps \u00b7 45 rows \u00b7 seed 20260721 \u00b7 energy UNAVAILABLE"
}
],
"files": [
"adapter-unsloth/adapter_model.safetensors",
"adapter-unsloth/training_receipt.json",
"chaski.npz (atelier silhouette)"
],
"limitations": [
"proposal-only",
"Do not treat as a VLM product card without a signed vision eval."
],
"intended": "Carry signed payloads across organs.",
"play": "courier",
"github": {
"repo": "szl-holdings/szl-forge",
"path": "chaski/",
"module": "szl_forge.chaski"
}
},
{
"slug": "chaski-5050",
"hf": "SZLHOLDINGS/chaski-5050",
"name": "chaski-5050",
"family": "messenger",
"kind": "50/50 cutting mix",
"oneLiner": "Half navigate, half abstain in the curriculum. The courier who is allowed to stop.",
"cut": "Mix-ratio is usually a blog footnote. We named the model after the mix. 50/50 is the cut.",
"dreamed": "Curriculum as identity. The filename is the experiment.",
"anthropic": "Balanced helpful/harmless mix, as a named checkpoint.",
"nvidia": "Recipe variant, published.",
"unsloth": "r=16 rsLoRA attn+mlp packing=auto. Extra MLP rank so the courier is allowed to stop.",
"weights": "adapter",
"trained": true,
"evidence": "HUB",
"downloads": 0,
"likes": 0,
"base": "Qwen/Qwen3.5-0.8B",
"params": "LoRA on 0.8B",
"license": "Apache-2.0",
"benches": [
{
"name": "Mix",
"value": "50/50 cutting",
"evidence": "HUB"
},
{
"name": "CARRY/DROP holdout",
"value": "0.9808",
"evidence": "MEASURED",
"vs": "50/50 mix \u00b7 CPU 5-8-2 seed 20260721"
},
{
"name": "Unsloth profile",
"value": "r=16 \u00b7 rsLoRA \u00b7 attn+mlp \u00b7 packing=auto",
"evidence": "MEASURED",
"vs": "A10G job 2026-08-29. 50/50 mix is the identity. Eval none-this-run."
},
{
"name": "Unsloth train loss",
"value": "0.559",
"evidence": "MEASURED",
"vs": "120 steps \u00b7 45 rows \u00b7 seed 20260721 \u00b7 energy UNAVAILABLE"
}
],
"files": [
"adapter-unsloth/adapter_model.safetensors",
"adapter-unsloth/training_receipt.json",
"chaski_5050.npz (atelier silhouette)"
],
"limitations": [
"proposal-only",
"No signed mix-ablation in this atelier."
],
"intended": "Ablation sibling of chaski.",
"play": "courier",
"github": {
"repo": "szl-holdings/szl-forge",
"path": "chaski/",
"module": "szl_forge.chaski"
}
},
{
"slug": "chaski-r2",
"hf": "SZLHOLDINGS/chaski-r2",
"name": "chaski-r2",
"family": "messenger",
"kind": "Messenger round 2",
"oneLiner": "Second cut of the courier. Same base, new receipted run.",
"cut": "Round-2 is a first-class citizen in this estate. We do not overwrite R1. We add a sibling.",
"dreamed": "A lineage you can walk. R1 stays up. R2 is the next knot.",
"anthropic": "Versioned constitutions.",
"nvidia": "Recipe rerun.",
"unsloth": "r=8 rsLoRA attn-only packing=false lr=5e-5. R2 refinement. R1 stays up.",
"weights": "adapter",
"trained": true,
"evidence": "HUB",
"downloads": 0,
"likes": 0,
"base": "Qwen/Qwen3.5-0.8B",
"params": "LoRA on 0.8B",
"license": "Apache-2.0",
"benches": [
{
"name": "Lineage",
"value": "chaski \u2192 chaski-5050 \u2192 chaski-r2",
"evidence": "HUB"
},
{
"name": "Unsloth profile",
"value": "r=8 \u00b7 attn-only \u00b7 packing=false \u00b7 lr=5e-5",
"evidence": "MEASURED",
"vs": "A10G job 2026-08-29. R2 refinement. R1 stays. Eval none-this-run."
},
{
"name": "Unsloth train loss",
"value": "2.739",
"evidence": "MEASURED",
"vs": "80 steps \u00b7 45 rows \u00b7 seed 20260721 \u00b7 energy UNAVAILABLE"
}
],
"files": [
"adapter-unsloth/adapter_model.safetensors",
"adapter-unsloth/training_receipt.json",
"chaski_r2.npz (atelier silhouette)"
],
"limitations": [
"proposal-only"
],
"intended": "Lineage walk. Compare, do not silently replace.",
"play": "courier",
"github": {
"repo": "szl-holdings/szl-forge",
"path": "chaski/",
"module": "szl_forge.chaski"
}
},
{
"slug": "killinchu-eye",
"hf": "SZLHOLDINGS/KILLINCHU-EYE",
"name": "KILLINCHU-EYE",
"family": "sensing",
"kind": "CUAS object detection",
"oneLiner": "The eye of killinchu. Counter-UAS detection with a fail-closed contract: a naked positive is not an engagement.",
"cut": "Detection models emit boxes. Ours must emit a box AND a receipt, or it is a miss even if the IoU is perfect. The eye does not fire.",
"dreamed": "A detector whose false-positive without provenance is treated as a safety bug, not a scoreboard win.",
"anthropic": "Do not act on uncertain perception.",
"nvidia": "TAO / Metropolis / TensorRT detect, plus a gate they do not ship.",
"unsloth": "Wrong stack. This is not QLoRA.",
"weights": "none",
"trained": false,
"evidence": "STUB",
"downloads": 0,
"likes": 0,
"base": null,
"params": "alias / object-detection tag",
"license": "Apache-2.0",
"benches": [
{
"name": "Hub tag",
"value": "object-detection",
"evidence": "HUB"
},
{
"name": "Weighted checkpoint in this atelier",
"value": "absent",
"evidence": "HUB"
}
],
"files": [
"alias"
],
"limitations": [
"Tagged alias. Not a published detector checkpoint as of snapshot.",
"Do not claim mAP."
],
"intended": "Name the organ. Wire when weights land. Fail closed until then.",
"play": "eye",
"github": {
"repo": "szl-holdings/killinchu",
"path": "README.md",
"module": "killinchu.eye"
}
},
{
"slug": "yarqa-attn",
"hf": "SZLHOLDINGS/YARQA-ATTN",
"name": "YARQA-ATTN",
"family": "kernel",
"kind": "Receipt-bound attention",
"oneLiner": "Attention that writes what it attended to. Yarqa: to ask. The kernel answers with a receipt, not a vibe.",
"cut": "FlashAttention is faster. YARQA is accountable. We steal the kernel discipline from NVIDIA and spend it on provenance, not FLOPs.",
"dreamed": "An attention op whose softmax support is reconstructable from a signed log.",
"anthropic": "Interpretability as a runtime artifact.",
"nvidia": "cuDNN / FlashAttention silhouette \u2014 then we add the receipt.",
"unsloth": "Unrelated. Don't wrap this in FastLanguageModel.",
"weights": "kernel",
"trained": false,
"evidence": "KERNEL",
"downloads": 0,
"likes": 0,
"base": null,
"params": null,
"license": "Apache-2.0",
"benches": [
{
"name": "Lane",
"value": "kernel-lane / code",
"evidence": "HUB"
},
{
"name": "Cross-canal leak (atelier silhouette)",
"value": "0.00",
"evidence": "MEASURED",
"vs": "Naive softmax leaks through the partition function"
}
],
"files": [
"kernel sources on Hub"
],
"limitations": [
"Not a checkpoint.",
"Performance vs FlashAttention is not claimed."
],
"intended": "Drop-in attention with an audit tape.",
"play": "yarqa",
"github": {
"repo": "szl-holdings/szl-khipu",
"path": "szl_khipu/yarqa.py",
"module": "szl_khipu.yarqa"
}
},
{
"slug": "szl-receipt-attn",
"hf": "SZLHOLDINGS/szl-receipt-attn",
"name": "szl-receipt-attn",
"family": "kernel",
"kind": "Gated attention",
"oneLiner": "Softmax gated by \u03bb. Tokens outside authority do not get weight. They get zero.",
"cut": "Guardrails after generation are late. Masking before softmax is the thing nobody ships because it hurts scores. We want the hurt.",
"dreamed": "A model that cannot attend to what it is not allowed to see.",
"anthropic": "Constitution applied at the attention head.",
"nvidia": "Fused kernel, NVIDIA-shaped, SZL-cut.",
"unsloth": "No.",
"weights": "kernel",
"trained": false,
"evidence": "KERNEL",
"downloads": 0,
"likes": 0,
"base": null,
"params": null,
"license": "Apache-2.0",
"benches": [
{
"name": "Op",
"value": "lambda-gated attention",
"evidence": "KERNEL"
},
{
"name": "Tiled residual vs naive (atelier)",
"value": "2.22e-16",
"evidence": "MEASURED",
"vs": "Not a FLOP claim vs FlashAttention. seed 20260721 S=8 D=4 br=4"
}
],
"files": [
"kernel"
],
"limitations": [
"Kernel, not weights."
],
"intended": "Fuse into governed decode.",
"play": "attn",
"github": {
"repo": "szl-holdings/szl-khipu",
"path": "szl_khipu/receipt_attn.py",
"module": "szl_khipu.receipt_attn"
}
},
{
"slug": "szl-khipu-kernels",
"hf": "SZLHOLDINGS/szl-khipu-kernels",
"name": "szl-khipu-kernels",
"family": "kernel",
"kind": "Khipu kernel suite",
"oneLiner": "Lambda-gate, YARQA, NumPy silhouettes in one kernel repo.",
"cut": "A suite, not a zoo. One doctrine, several ops.",
"dreamed": "The cuDNN of governed inference \u2014 smaller, stricter, signed.",
"anthropic": "Principles compiled to ops.",
"nvidia": "Direct take: kernel packaging.",
"unsloth": "No.",
"weights": "kernel",
"trained": false,
"evidence": "KERNEL",
"downloads": 0,
"likes": 0,
"base": null,
"params": null,
"license": "Apache-2.0",
"benches": [
{
"name": "Contents",
"value": "lambda-gate \u00b7 yarqa \u00b7 numpy",
"evidence": "HUB"
},
{
"name": "YARQA leak (atelier)",
"value": "0.00",
"evidence": "MEASURED"
},
{
"name": "Vendored deps (atelier)",
"value": "chain.py \u00b7 doctrine.py",
"evidence": "KERNEL",
"vs": "SHA-256 silhouette of SHA3-256 metal. All 12 organs import."
}
],
"files": [
"kernels"
],
"limitations": [
"Not a neural model."
],
"intended": "Import the ops. Do not pretender-load as transformers.",
"play": "yarqa",
"github": {
"repo": "szl-holdings/szl-khipu",
"path": "szl_khipu/",
"module": "szl_khipu"
}
},
{
"slug": "szl-kernels",
"hf": "SZLHOLDINGS/szl-kernels",
"name": "szl-kernels",
"family": "kernel",
"kind": "Feature-extraction suite",
"oneLiner": "The older suite. Feature-extraction tagged. 199 Hub downloads. Embeddings with a provenance habit.",
"cut": "sklearn-shaped feature extraction that still carries the estate tags. Not MiniEmbed-Nano (64\u00d712). Not BGE.",
"dreamed": "A boring kernel pack that reviewers can actually run.",
"anthropic": "Small, named, limited.",
"nvidia": "Suite packaging.",
"unsloth": "No.",
"weights": "kernel",
"trained": false,
"evidence": "HUB",
"downloads": 199,
"likes": 0,
"base": null,
"params": null,
"license": "Apache-2.0",
"benches": [
{
"name": "Hub downloads",
"value": "199",
"evidence": "HUB"
},
{
"name": "Pipeline",
"value": "feature-extraction",
"evidence": "HUB"
}
],
"files": [
"kernels"
],
"limitations": [
"Not MiniEmbed-Nano.",
"Not a 1.5B."
],
"intended": "Feature extraction under doctrine tags.",
"play": "yarqa",
"github": {
"repo": "szl-holdings/szl-kernels",
"path": "README.md",
"module": "szl_kernels"
}
},
{
"slug": "szl-maskmod",
"hf": "SZLHOLDINGS/szl-maskmod",
"name": "szl-maskmod",
"family": "kernel",
"kind": "Mask modulation",
"oneLiner": "Authority as a mask. Out-of-scope tokens are zeroed, not down-weighted. Soft permission is a leak.",
"cut": "Every safety paper multiplies by 0.1. We multiply by 0. There is no 'a little bit unauthorized'.",
"dreamed": "Hard masks as the default, not an ablation.",
"anthropic": "Hard refuse, compiled.",
"nvidia": "Fused mask kernel.",
"unsloth": "No.",
"weights": "kernel",
"trained": false,
"evidence": "KERNEL",
"downloads": 0,
"likes": 0,
"base": null,
"params": null,
"license": "Apache-2.0",
"benches": [
{
"name": "Rule",
"value": "zero, not 0.1",
"evidence": "KERNEL"
},
{
"name": "Causal future_mass (atelier)",
"value": "0.00",
"evidence": "MEASURED"
}
],
"files": [
"kernel"
],
"limitations": [
"Kernel."
],
"intended": "Compose with receipt-attn.",
"play": "mask",
"github": {
"repo": "szl-holdings/szl-khipu",
"path": "szl_khipu/maskmod.py",
"module": "szl_khipu.maskmod"
}
},
{
"slug": "szl-block-kv",
"hf": "SZLHOLDINGS/szl-block-kv",
"name": "szl-block-kv",
"family": "kernel",
"kind": "Blocked KV cache",
"oneLiner": "KV cache that refuses to store keys it is not authorized to remember. arXiv:2309.06180 plus a gate.",
"cut": "Blocked KV was invented for speed. We use the blocking to forget on purpose. Memory is a privilege.",
"dreamed": "A cache that cannot be subpoenaed for what it was never allowed to hold.",
"anthropic": "No persistent unauthorized memory.",
"nvidia": "PagedAttention / blocked KV \u2014 then we spend it on governance.",
"unsloth": "No.",
"weights": "kernel",
"trained": false,
"evidence": "KERNEL",
"downloads": 0,
"likes": 0,
"base": null,
"params": null,
"license": "Apache-2.0",
"benches": [
{
"name": "Lineage",
"value": "arxiv:2309.06180 + gate",
"evidence": "HUB"
},
{
"name": "Witness swap distinct pages",
"value": "changed",
"evidence": "MEASURED",
"vs": "same-physical unchanged; OOB fail-closed"
}
],
"files": [
"kernel"
],
"limitations": [
"Kernel. Not a drop-in vLLM replacement."
],
"intended": "Governed decode memory.",
"play": "blockkv",
"github": {
"repo": "szl-holdings/szl-khipu",
"path": "szl_khipu/block_kv.py",
"module": "szl_khipu.block_kv"
}
},
{
"slug": "szl-lambda-gate",
"hf": "SZLHOLDINGS/szl-lambda-gate",
"name": "szl-lambda-gate",
"family": "kernel",
"kind": "Torch lambda gate",
"oneLiner": "The torch op of the 1-D silhouette. 94 Hub downloads. Surrogate tagged \u2014 we say so.",
"cut": "A gate you can `import` in PyTorch. Fail-closed by default.",
"dreamed": "The smallest possible governed op.",
"anthropic": "Refuse compiled to autograd.",
"nvidia": "Custom op, NVIDIA-shaped packaging.",
"unsloth": "No.",
"weights": "kernel",
"trained": false,
"evidence": "HUB",
"downloads": 94,
"likes": 0,
"base": null,
"params": null,
"license": "Apache-2.0",
"benches": [
{
"name": "Hub downloads",
"value": "94",
"evidence": "HUB"
},
{
"name": "Tag",
"value": "surrogate / torch",
"evidence": "HUB"
},
{
"name": "WGM A1\u2013A4 (atelier)",
"value": "pass",
"evidence": "MEASURED",
"vs": "A1\u2013A5 advisory. Conjecture 1 OPEN. proven_trust false"
},
{
"name": "Zero-axis",
"value": "blocks",
"evidence": "MEASURED"
}
],
"files": [
"kernel"
],
"limitations": [
"Surrogate. Not Conjecture-1 solved."
],
"intended": "Torch forward-pass gate.",
"play": "yuyay",
"github": {
"repo": "szl-holdings/szl-khipu",
"path": "szl_khipu/lambda_gate.py",
"module": "szl_khipu.lambda_gate"
}
},
{
"slug": "szl-governed-norm",
"hf": "SZLHOLDINGS/szl-governed-norm",
"name": "szl-governed-norm",
"family": "kernel",
"kind": "RMSNorm / LayerNorm",
"oneLiner": "Normalization with a version receipt. Deprecated surrogate. 204 downloads. We keep it up so the deprecation is public.",
"cut": "Leaders delete the old kernel. We stamp deprecated and leave the receipt. History is part of governance.",
"dreamed": "A norm layer whose version cannot drift silently.",
"anthropic": "Honest deprecation.",
"nvidia": "RMSNorm kernel discipline.",
"unsloth": "No.",
"weights": "kernel",
"trained": false,
"evidence": "HUB",
"downloads": 204,
"likes": 1,
"base": null,
"params": null,
"license": "Apache-2.0",
"benches": [
{
"name": "Hub downloads",
"value": "204",
"evidence": "HUB"
},
{
"name": "Status",
"value": "deprecated surrogate",
"evidence": "HUB"
},
{
"name": "RMSNorm unit residual (atelier)",
"value": "1.05e-5",
"evidence": "MEASURED",
"vs": "Integrity digest is SHA-256 silhouette, not SHA3-256 metal"
}
],
"files": [
"kernel"
],
"limitations": [
"Deprecated.",
"Compatibility surrogate."
],
"intended": "Do not start new work here. Read the stamp.",
"play": "yuyay",
"github": {
"repo": "szl-holdings/szl-khipu",
"path": "szl_khipu/governed_norm.py",
"module": "szl_khipu.governed_norm"
}
},
{
"slug": "governed-inference-meter",
"hf": "SZLHOLDINGS/governed-inference-meter",
"name": "governed-inference-meter",
"family": "kernel",
"kind": "Tokens-per-joule",
"oneLiner": "NVML energy as a receipt, not a dashboard widget. Tokens per joule is an eval axis.",
"cut": "NVIDIA built NVML. We bound it. A run without joules is an incomplete receipt. Leaders brag FLOPs. We ask what it cost the wall.",
"dreamed": "Energy-attested inference as the default, including the honest case where energy is unavailable.",
"anthropic": "Honesty about cost.",
"nvidia": "Direct take: NVML. Cut: signed tokens-per-joule.",
"unsloth": "Train cheap, then measure the decode.",
"weights": "kernel",
"trained": false,
"evidence": "KERNEL",
"downloads": 0,
"likes": 0,
"base": null,
"params": null,
"license": "Apache-2.0",
"benches": [
{
"name": "Axis",
"value": "tokens / joule",
"evidence": "KERNEL"
},
{
"name": "Sibling dataset",
"value": "energy-attested-runs (8 signed mock-route receipts; energy unavailable)",
"evidence": "SIGNED"
}
],
"files": [
"kernel"
],
"limitations": [
"Energy may be unavailable. The card must say so \u2014 see energy-attested-runs."
],
"intended": "Wrap decode. Write joules into the receipt or write UNAVAILABLE.",
"play": "meter",
"github": {
"repo": "szl-holdings/governed-inference-meter",
"path": "README.md",
"module": "governed_inference_meter"
}
},
{
"slug": "szl-invariants",
"hf": "SZLHOLDINGS/szl-invariants",
"name": "szl-invariants",
"family": "governance",
"kind": "Ed25519 invariant kernel",
"oneLiner": "Hash the tensor. Sign the hash. The invariant is the signature, not the blog post. 2 likes.",
"cut": "Checksums are optional. Ours are the product. If the signature fails, the model is not the model.",
"dreamed": "Weights that are invalid if unsigned \u2014 at load time, not at audit time.",
"anthropic": "Trust, but here we verify.",
"nvidia": "Supply-chain (signed containers) applied to tensors.",
"unsloth": "After merge, sign. Not during QLoRA.",
"weights": "kernel",
"trained": false,
"evidence": "KERNEL",
"downloads": 0,
"likes": 2,
"base": null,
"params": null,
"license": "Apache-2.0",
"benches": [
{
"name": "Scheme",
"value": "Ed25519 over tensor hashes",
"evidence": "KERNEL"
},
{
"name": "DOI",
"value": "10.5281/zenodo.19944926",
"evidence": "HUB"
}
],
"files": [
"kernel"
],
"limitations": [
"Proves integrity and origin, never accuracy."
],
"intended": "Load-time invariant check.",
"play": "sign",
"github": {
"repo": "szl-holdings/szl-invariants",
"path": "README.md",
"module": "szl_invariants"
}
},
{
"slug": "szl-ouroboros",
"hf": "SZLHOLDINGS/szl-ouroboros",
"name": "szl-ouroboros",
"family": "governance",
"kind": "Loop-tax kernel",
"oneLiner": "Each retry spends authority. Infinite agent loops are a theft of the budget we named.",
"cut": "Agent frameworks retry until success. We tax the loop. Success that costs all remaining \u03bb is a failure.",
"dreamed": "A runtime that cannot grind a gate into dust.",
"anthropic": "Don't jailbreak yourself by persistence.",
"nvidia": "Scheduler quota, but for authority.",
"unsloth": "No.",
"weights": "kernel",
"trained": false,
"evidence": "KERNEL",
"downloads": 0,
"likes": 0,
"base": null,
"params": null,
"license": "Apache-2.0",
"benches": [
{
"name": "Rule",
"value": "loop-tax / non-increasing authority",
"evidence": "KERNEL"
},
{
"name": "Self-check modelMs",
"value": "1120 MEASURED",
"evidence": "KERNEL",
"vs": "overhead 180 DERIVED \u00b7 joules never invented"
}
],
"files": [
"kernel"
],
"limitations": [
"Kernel. Pair with governed-agent-bench."
],
"intended": "Wrap agent retries.",
"play": "ouroboros",
"github": {
"repo": "szl-holdings/szl-khipu",
"path": "szl_khipu/ouroboros.py",
"module": "szl_khipu.ouroboros"
}
},
{
"slug": "szl-formulas",
"hf": "SZLHOLDINGS/szl-formulas",
"name": "szl-formulas",
"family": "governance",
"kind": "Lean-bound formulas",
"oneLiner": "Canonical formulas with Lean obligations and proof-status tags. Lambda-aggregate lives here as a formula, not a myth.",
"cut": "Papers have appendices. We have a kernel of formulas whose sorry-count is public (Doctrine v11: 749 / 14 / 163).",
"dreamed": "A formula registry that cannot drift from the Lean tree.",
"anthropic": "Written principles, but ours compile.",
"nvidia": "Recipe as code.",
"unsloth": "No.",
"weights": "kernel",
"trained": false,
"evidence": "KERNEL",
"downloads": 0,
"likes": 0,
"base": null,
"params": null,
"license": "Apache-2.0",
"benches": [
{
"name": "Doctrine v11",
"value": "749 declarations \u00b7 14 axioms \u00b7 163 sorries",
"evidence": "SIGNED"
},
{
"name": "Numeric identities (atelier)",
"value": "8/8 CHECKED",
"evidence": "MEASURED",
"vs": "CHECKED \u2260 PROVEN"
},
{
"name": "Locked-8 structural (atelier)",
"value": "F1 F4 F7 F11 F12 F18 F19 F22",
"evidence": "KERNEL",
"vs": "Structural silhouettes, not a Lean kernel run"
}
],
"files": [
"kernel"
],
"limitations": [
"\u039b uniqueness is Conjecture 1 \u2014 NOT a theorem."
],
"intended": "Import formulas. Check proof-status before citing.",
"play": "formulas",
"github": {
"repo": "szl-holdings/szl-formulas",
"path": "README.md",
"module": "szl_formulas"
}
},
{
"slug": "szl-govsign",
"hf": "SZLHOLDINGS/szl-govsign",
"name": "szl-govsign",
"family": "governance",
"kind": "DSSE / in-toto",
"oneLiner": "Signing kernel. Envelopes, not screenshots of envelopes.",
"cut": "Attestation as a library, not a PDF.",
"dreamed": "Every organ speaks DSSE.",
"anthropic": "No equivalent public kernel.",
"nvidia": "Signed containers / in-toto in supply chain.",
"unsloth": "No.",
"weights": "kernel",
"trained": false,
"evidence": "KERNEL",
"downloads": 0,
"likes": 0,
"base": null,
"params": null,
"license": "Apache-2.0",
"benches": [
{
"name": "Formats",
"value": "DSSE \u00b7 in-toto",
"evidence": "KERNEL"
}
],
"files": [
"kernel"
],
"limitations": [
"Kernel."
],
"intended": "Sign receipts. Verify offline.",
"play": "sign",
"github": {
"repo": "szl-holdings/szl-govsign",
"path": "README.md",
"module": "szl_govsign"
}
},
{
"slug": "szl-provctl",
"hf": "SZLHOLDINGS/szl-provctl",
"name": "szl-provctl",
"family": "governance",
"kind": "SLSA provenance",
"oneLiner": "Supply-chain controller. SLSA + in-toto. Who built it, from what, on which runner.",
"cut": "Model cards skip the builder. We treat the builder as part of the model.",
"dreamed": "A weight that is invalid without its provenance predicate.",
"anthropic": "No public SLSA for Claude weights.",
"nvidia": "NGC signed images \u2014 take, then apply to LoRAs.",
"unsloth": "After the job, attach SLSA. Unsloth does not.",
"weights": "kernel",
"trained": false,
"evidence": "KERNEL",
"downloads": 0,
"likes": 0,
"base": null,
"params": null,
"license": "Apache-2.0",
"benches": [
{
"name": "Frameworks",
"value": "SLSA \u00b7 in-toto",
"evidence": "KERNEL"
}
],
"files": [
"kernel"
],
"limitations": [
"Kernel."
],
"intended": "CI predicate for every publish.",
"play": "sign",
"github": {
"repo": "szl-holdings/szl-provctl",
"path": "README.md",
"module": "szl_provctl"
}
},
{
"slug": "szl-blocked",
"hf": "SZLHOLDINGS/szl-blocked",
"name": "szl-blocked",
"family": "governance",
"kind": "EU AI Act Annex IV",
"oneLiner": "Technical documentation kernel for Annex IV. Compliance as code, not a consultant's slide.",
"cut": "People write Annex IV in Word. We keep a kernel that refuses to publish if the annex fields are empty.",
"dreamed": "A blocked publish \u2014 the name is the feature.",
"anthropic": "Policy docs. We want a gate.",
"nvidia": "Enterprise compliance packs.",
"unsloth": "No.",
"weights": "kernel",
"trained": false,
"evidence": "KERNEL",
"downloads": 0,
"likes": 1,
"base": null,
"params": null,
"license": "Apache-2.0",
"benches": [
{
"name": "Target",
"value": "EU AI Act Annex IV",
"evidence": "HUB"
}
],
"files": [
"kernel"
],
"limitations": [
"Not legal advice. A documentation gate."
],
"intended": "Block publish when annex fields are missing.",
"play": "sign",
"github": {
"repo": "szl-holdings/szl-blocked",
"path": "README.md",
"module": "szl_blocked"
}
},
{
"slug": "szl-nemo",
"hf": "SZLHOLDINGS/szl-nemo",
"name": "szl-nemo",
"family": "governance",
"kind": "sklearn doctrine triage",
"oneLiner": "Tfidf \u2192 LogisticRegression over doctrine rules R1\u2013R5. Not NVIDIA NeMo. Not Nemotron. Name collision, card-corrected.",
"cut": "We took the idea of recipe-conformance from NVIDIA NeMo and built a tiny sklearn surrogate that triages answers against five doctrine rules. Then we stripped the misleading nemotron tags. Honesty over SEO.",
"dreamed": "A 10-millisecond 'does this answer violate doctrine?' that CI can run on every card.",
"anthropic": "Constitutional classifier, tiny.",
"nvidia": "Silhouette of NeMo recipe-conformance. Cut: sklearn, disclosed, not a Nemotron.",
"unsloth": "No.",
"weights": "none",
"trained": true,
"evidence": "HUB",
"downloads": 5,
"likes": 0,
"base": null,
"params": "Tfidf+LR",
"license": "Apache-2.0",
"benches": [
{
"name": "Joblib on Hub",
"value": "quarantined \u2014 not the load path",
"evidence": "HUB"
},
{
"name": "rule_check R1 unlabeled number",
"value": "catches",
"evidence": "MEASURED"
},
{
"name": "rule_check R4 \u039b-as-theorem",
"value": "catches",
"evidence": "MEASURED"
},
{
"name": "honest unknown",
"value": "passes",
"evidence": "MEASURED"
},
{
"name": "Scripts",
"value": "szl_nemo/rules.py \u00b7 forge.py \u00b7 eval.py",
"evidence": "HUB"
}
],
"files": [
"szl_nemo/rules.py",
"scripts/forge.py",
"scripts/eval.py",
"TRAINING_RECEIPT.json"
],
"limitations": [
"Joblib surrogate is quarantined. rule_check is ground truth.",
"Not Nemotron. Not generative."
],
"intended": "CI doctrine triage. Load rule_check, never pickle.",
"play": "sign",
"github": {
"repo": "szl-holdings/szl-nemo",
"path": "szl_nemo/rules.py",
"module": "szl_nemo.rules"
}
},
{
"slug": "a11oy-v19-substrate",
"hf": "SZLHOLDINGS/a11oy-v19-substrate",
"name": "a11oy-v19-substrate",
"family": "estate",
"kind": "Operational payload",
"oneLiner": "Zarf / UDS operational payload for a11oy. Policy, provenance, series-a. Not a chatbot.",
"cut": "The substrate is the product. Weights are a guest.",
"dreamed": "Airgap-deployable governance, not a demo Space pretending to be infra.",
"anthropic": "No public substrate.",
"nvidia": "Fleet Command / NIM ops \u2014 take the ops seriousness.",
"unsloth": "No.",
"weights": "none",
"trained": false,
"evidence": "HUB",
"downloads": 0,
"likes": 0,
"base": null,
"params": null,
"license": "Apache-2.0",
"benches": [
{
"name": "Kind",
"value": "zarf / uds payload",
"evidence": "HUB"
}
],
"files": [
"operational payload"
],
"limitations": [
"Not a model."
],
"intended": "Deploy a11oy under UDS. Do not load in transformers.",
"play": "seat",
"github": {
"repo": "szl-holdings/a11oy",
"path": "README.md",
"module": "a11oy"
}
},
{
"slug": "szl-training-scripts",
"hf": "SZLHOLDINGS/szl-training-scripts",
"name": "szl-training-scripts",
"family": "estate",
"kind": "Forge scripts",
"oneLiner": "The forge. Hub copy of the Unsloth-receipted training scripts. Tags were empty \u2014 this atelier is the card.",
"cut": "Training code is usually a gist. We give it a model id so the estate graph stays one piece.",
"dreamed": "A Hub id you can pin in a receipt: 'trained by this repo at this SHA'.",
"anthropic": "No public train scripts for Claude.",
"nvidia": "NeMo recipes.",
"unsloth": "The scripts wrap Unsloth v2 profiles. Cut is unique knobs per organ, bound in the receipt.",
"weights": "none",
"trained": false,
"evidence": "HUB",
"downloads": 0,
"likes": 0,
"base": null,
"params": null,
"license": "Apache-2.0",
"benches": [
{
"name": "Profiles",
"value": "willay \u00b7 chaski \u00b7 chaski-5050 \u00b7 chaski-r2 \u00b7 khipu \u00b7 khipu-r2 \u00b7 receiptagent",
"evidence": "KERNEL"
}
],
"files": [
"training scripts"
],
"limitations": [
"Not a checkpoint. Wire to GitHub kit in this atelier."
],
"intended": "Canonical train entrypoint.",
"play": "sign",
"github": {
"repo": "szl-holdings/szl-forge",
"path": "README.md",
"module": "szl_forge"
}
},
{
"slug": "qantu",
"hf": "SZLHOLDINGS/qantu",
"name": "qantu",
"family": "roadmap",
"kind": "Named organ",
"oneLiner": "Roadmap organ. Not a checkpoint. The name is reserved so the estate does not lose the word.",
"cut": "We publish the empty seat. Pretending it is a model would be the sin the doctrine forbids.",
"dreamed": "A public backlog that cannot be confused with a weight.",
"anthropic": "No.",
"nvidia": "No.",
"unsloth": "No.",
"weights": "none",
"trained": false,
"evidence": "ROADMAP",
"downloads": 0,
"likes": 0,
"base": null,
"params": null,
"license": "Apache-2.0",
"benches": [
{
"name": "Status",
"value": "not-a-checkpoint",
"evidence": "ROADMAP"
}
],
"files": [
"roadmap stub"
],
"limitations": [
"No weights. No train. No bench."
],
"intended": "Hold the name. Fill later with a receipt, or delete.",
"play": "seat",
"github": {
"repo": "szl-holdings/szl-forge",
"path": "qantu/",
"module": "szl_forge.qantu"
}
},
{
"slug": "waman",
"hf": "SZLHOLDINGS/waman",
"name": "waman",
"family": "roadmap",
"kind": "Killinchu roadmap organ",
"oneLiner": "Roadmap organ on the killinchu line. Not a checkpoint.",
"cut": "Same as qantu: the empty seat is published on purpose.",
"dreamed": "Sensing lineage with a named next body.",
"anthropic": "No.",
"nvidia": "No.",
"unsloth": "No.",
"weights": "none",
"trained": false,
"evidence": "ROADMAP",
"downloads": 0,
"likes": 0,
"base": null,
"params": null,
"license": "Apache-2.0",
"benches": [
{
"name": "Status",
"value": "not-a-checkpoint",
"evidence": "ROADMAP"
}
],
"files": [
"roadmap stub"
],
"limitations": [
"No weights."
],
"intended": "Killinchu lineage placeholder.",
"play": "seat",
"github": {
"repo": "szl-holdings/szl-forge",
"path": "waman/",
"module": "szl_forge.waman"
}
},
{
"slug": "chakana",
"hf": "SZLHOLDINGS/chakana",
"name": "chakana",
"family": "roadmap",
"kind": "Andean cross organ",
"oneLiner": "Chakana: the stepped cross. Roadmap organ for crossing domains without mixing evidence classes.",
"cut": "A name for the thing that keeps MEASURED / SIGNED / MODELED from collapsing into a slide.",
"dreamed": "A kernel of crossings. Later.",
"anthropic": "No.",
"nvidia": "No.",
"unsloth": "No.",
"weights": "none",
"trained": false,
"evidence": "ROADMAP",
"downloads": 0,
"likes": 0,
"base": null,
"params": null,
"license": "Apache-2.0",
"benches": [
{
"name": "Status",
"value": "not-a-checkpoint",
"evidence": "ROADMAP"
}
],
"files": [
"roadmap stub"
],
"limitations": [
"No weights."
],
"intended": "Hold the crossing. Do not load.",
"play": "seat",
"github": {
"repo": "szl-holdings/szl-forge",
"path": "chakana/",
"module": "szl_forge.chakana"
}
},
{
"slug": "tinku",
"hf": "SZLHOLDINGS/tinku",
"name": "tinku",
"family": "roadmap",
"kind": "Encounter organ",
"oneLiner": "Tinku: ritual encounter. Roadmap organ for contested decisions \u2014 two authorities, one receipt.",
"cut": "Multi-agent frameworks merge. Tinku would refuse to merge without a signed encounter.",
"dreamed": "A duel with an envelope.",
"anthropic": "Debate as constitution. We want a typed encounter.",
"nvidia": "No.",
"unsloth": "No.",
"weights": "none",
"trained": false,
"evidence": "ROADMAP",
"downloads": 0,
"likes": 0,
"base": null,
"params": null,
"license": "Apache-2.0",
"benches": [
{
"name": "Status",
"value": "not-a-checkpoint",
"evidence": "ROADMAP"
}
],
"files": [
"roadmap stub"
],
"limitations": [
"No weights."
],
"intended": "Name the encounter. Wait for the receipted design.",
"play": "seat",
"github": {
"repo": "szl-holdings/szl-forge",
"path": "tinku/",
"module": "szl_forge.tinku"
}
},
{
"slug": "szlholdings-stub",
"hf": "SZLHOLDINGS/SZLHOLDINGS",
"name": "SZLHOLDINGS",
"family": "estate",
"kind": "Org stub",
"oneLiner": "Not a checkpoint. Historical org stub so the id cannot be squatted by a fake model.",
"cut": "The empty model id is a security control.",
"dreamed": "An org that cannot be impersonated by a similarly named 'SZL-70B-instruct'.",
"anthropic": "No.",
"nvidia": "No.",
"unsloth": "No.",
"weights": "none",
"trained": false,
"evidence": "STUB",
"downloads": 0,
"likes": 0,
"base": null,
"params": null,
"license": "Apache-2.0",
"benches": [
{
"name": "Tag",
"value": "not-a-model",
"evidence": "STUB"
}
],
"files": [
"org stub"
],
"limitations": [
"Not a model."
],
"intended": "Hold the id.",
"play": "seat",
"github": {
"repo": "szl-holdings/.github",
"path": "profile/README.md",
"module": "szl_holdings"
}
}
],
"estate": [
{
"slug": "nexus",
"name": "NEXUS MK-II",
"kind": "github",
"href": "https://github.com/szl-holdings/nexus",
"oneLiner": "Holographic analog computing workstation. Phosphor CRT, oscilloscope, tape echo, patchbay, sequencer, voice.",
"cut": "Leaders ship chat UIs. We shipped a local-first analog desk that never pretends to be a model.",
"when": "live",
"evidence": "GitHub \u00b7 TypeScript \u00b7 Apache-2.0"
},
{
"slug": "szl-organ-integrity",
"name": "szl-organ-integrity",
"kind": "github",
"href": "https://github.com/szl-holdings/szl-organ-integrity",
"oneLiner": "Five-organ fail-closed integrity kernel. Replay it. SHA-256. Energy UNAVAILABLE.",
"cut": "Integrity is usually a dashboard. Ours is a kernel you can replay, with joules honestly missing.",
"when": "live",
"evidence": "GitHub \u00b7 \u039b = Conjecture 1"
},
{
"slug": "anatomy",
"name": "Living Anatomy",
"kind": "github",
"href": "https://github.com/szl-holdings/anatomy",
"oneLiner": "3D navigable organ substrate: reasoning cortex, trust gate, receipt bus, consensus, egress.",
"cut": "Org charts are slides. Anatomy is a walkable body with 8 proven formulas and an open conjecture.",
"when": "live",
"evidence": "GitHub + Hub Space"
},
{
"slug": "killinchu-osint-corpus",
"name": "killinchu-osint-corpus",
"kind": "dataset",
"href": "https://huggingface.co/datasets/SZLHOLDINGS/killinchu-osint-corpus",
"oneLiner": "36.2k-row OSINT corpus for the eye. A box without a row here is not an engagement.",
"cut": "CUAS datasets usually score mAP. This one scores whether the track is receipted.",
"when": "live",
"evidence": "Hub dataset \u00b7 36.2k rows"
},
{
"slug": "szl-lake",
"name": "szl-lake",
"kind": "dataset",
"href": "https://huggingface.co/datasets/SZLHOLDINGS/szl-lake",
"oneLiner": "2.44k-row lake. The estate's public memory, typed by evidence class.",
"cut": "A lake that will not mix MEASURED with SYNTHETIC. Mixing is the sin.",
"when": "live",
"evidence": "Hub dataset \u00b7 2.44k rows"
},
{
"slug": "why-we-lead",
"name": "why-we-lead",
"kind": "dataset",
"href": "https://huggingface.co/datasets/SZLHOLDINGS/why-we-lead",
"oneLiner": "226 rows of the cut: take, leave, SZL. The leaders page, as data.",
"cut": "Strategy decks rot. A dataset of why we lead can be hashed.",
"when": "live",
"evidence": "Hub dataset \u00b7 226 rows"
},
{
"slug": "receipted-unsloth",
"name": "receipted-unsloth",
"kind": "dataset",
"href": "https://huggingface.co/datasets/SZLHOLDINGS/receipted-unsloth",
"oneLiner": "The house loop as a dataset. Dataset SHA is the first line of the training receipt.",
"cut": "Unsloth trains fast. This set makes the train reproducible without trusting the log.",
"when": "live",
"evidence": "Hub dataset"
},
{
"slug": "atelier-space",
"name": "szl-atelier Space",
"kind": "space",
"href": "https://huggingface.co/spaces/SZLHOLDINGS/szl-atelier",
"oneLiner": "Walk all 40 Hub models. Unique cuts. Kernel playgrounds in the browser.",
"cut": "Leaders ship one demo Space. We shipped the whole catalog as a walk you can fail-close.",
"when": "live now",
"evidence": "Hub Space RUNNING \u00b7 a11oy.net/atelier \u00b7 a-11-oy.com/atelier"
},
{
"slug": "nexus-space",
"name": "NEXUS plane on IMMUNE",
"kind": "space",
"href": "https://szlholdings-immune.hf.space/nexus.html",
"oneLiner": "Lorenz OP is MEASURED software simulation inside IMMUNE. Not a second product Space.",
"cut": "The analog desk is a kernel plane, not a chatbot and not SZLHOLDINGS/nexus.",
"when": "measured",
"evidence": "SZLHOLDINGS/immune /nexus.html · hashes c5fcc502 / 4071a2f2 · energy UNAVAILABLE"
},
{
"slug": "anatomy-space",
"name": "anatomy Space",
"kind": "space",
"href": "https://huggingface.co/spaces/SZLHOLDINGS/anatomy",
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"cut": "The body is the product. Weights are a guest.",
"when": "live",
"evidence": "Hub Space"
}
]
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</div>
</section>
<div class="walk" style="margin-top:2rem">
<aside class="side">
${DATA.models
.map(
(x, i) =>
`<button type="button" data-go="${i}" class="${i === idx ? "on" : ""}"><span class="mono muted">${String(i + 1).padStart(2, "0")}</span> ${esc(x.name)}</button>`,
)
.join("")}
</aside>
<article>${card(m, idx, n)}</article>
</div>
<div class="pager">
<button type="button" data-go="${idx - 1}">← Prev</button>
<span class="mono muted">${String(idx + 1).padStart(2, "0")} / ${n}</span>
<button type="button" class="primary" data-go="${idx + 1}">Next →</button>
</div>`;
}
function card(m, i, n) {
const gh = m.github;
const ghUrl = gh ? `https://github.com/${gh.repo}/blob/main/${gh.path}` : "https://github.com/szl-holdings/szl-atelier";
return `
<p class="kicker">${String(i + 1).padStart(2, "0")} / ${String(n).padStart(2, "0")} · ${esc(m.family)} · ${esc(m.evidence)}</p>
<h1 class="hero">${esc(m.name)}</h1>
<p class="lede">${esc(m.oneLiner)}</p>
<div class="row">
<span class="chip">${esc(m.weights)}</span>
${m.trained ? `<span class="chip">Trained</span>` : `<span class="chip mute">Untrained</span>`}
${m.params ? `<span class="chip mute">${esc(m.params)}</span>` : ""}
${m.base ? `<span class="chip mute">${esc(m.base)}</span>` : ""}
<span class="chip mute">${esc(m.license)}</span>
</div>
<blockquote class="cut">
<p class="kicker">The cut</p>
<h2>${esc(m.cut)}</h2>
<p class="muted" style="margin:0.75rem 0 0">${esc(m.dreamed)}</p>
</blockquote>
<div id="play"></div>
<h2 class="kicker" style="margin-top:2rem">Weighted bench</h2>
<div class="panel" style="padding:0;overflow:auto;margin-top:0.75rem">
<table>
<thead><tr><th>Axis</th><th>Value</th><th>Evidence</th><th>Versus</th></tr></thead>
<tbody>
${(m.benches || [])
.map(
(b) =>
`<tr><td>${esc(b.name)}</td><td class="mono">${esc(b.value)}</td><td class="mono muted">${esc(b.evidence)}</td><td class="muted">${esc(b.vs || "—")}</td></tr>`,
)
.join("")}
</tbody>
</table>
</div>
<div class="grid three" style="margin-top:1.5rem">
${take("Anthropic", m.anthropic)}
${take("NVIDIA", m.nvidia)}
${take("Unsloth", m.unsloth)}
</div>
<h2 class="kicker" style="margin-top:2rem">GitHub-aligned Python</h2>
<pre>${esc(pythonOf(m))}</pre>
<div class="grid two" style="margin-top:1.5rem">
<div><h2 class="kicker">Intended use</h2><p class="lede">${esc(m.intended)}</p></div>
<div><h2 class="kicker">Limitations</h2><ul class="lede">${(m.limitations || []).map((l) => `<li>— ${esc(l)}</li>`).join("")}</ul></div>
</div>
<footer class="foot">
<a href="https://huggingface.co/${esc(m.hf)}" target="_blank" rel="noreferrer">${esc(m.hf)}</a>
<a href="${ghUrl}" target="_blank" rel="noreferrer">${esc(gh ? gh.module : "source")}</a>
<span class="mono">Hub ${m.downloads} dl · ${m.likes} like${m.likes === 1 ? "" : "s"}</span>
<button type="button" class="chip mute" data-copy="${esc(m.slug)}">Copy Hub card</button>
</footer>`;
}
function take(name, body) {
return `<div class="panel"><p class="kicker">${esc(name)}</p><p class="lede" style="margin:0.5rem 0 0">${esc(body)}</p></div>`;
}
function pythonOf(m) {
const mod = m.github?.module ?? "szl_khipu";
const repo = m.github?.repo ?? "szl-holdings/szl-khipu";
if (m.play === "yarqa") {
return `# ${mod} — canal softmax. Cross-canal is hard-zero, not masked-softmax.\nfrom szl_khipu.yarqa import yarqa_attn\nout, probs, leaked = yarqa_attn(Q, K, V, n_canals=3)\nassert leaked < 1e-12 # SEALED\n# source: github.com/${repo}`;
}
if (m.play === "yuyay" || m.play === "lambda") {
return `# ${mod} — WGM fail-closed. proven_trust is False. Conjecture 1 OPEN.\nfrom szl_khipu.lambda_gate import lambda_gate, wgm\nev = lambda_gate([0.9, 0.8, 0.7, 0.6, 0.9], threshold=0.62)\n# any zero axis → 0. source: github.com/${repo}`;
}
if (m.play === "mask") {
return `# ${mod} — future_mass. Out of scope is zero, not 0.1.\nfrom szl_khipu.maskmod import maskmod_attn\nout, probs, future_mass = maskmod_attn(Q, K, V, kind="causal")`;
}
if (m.play === "ouroboros") {
return `# ${mod} — loop_tax. ms MEASURED, overhead DERIVED, joules never invented.\nfrom szl_khipu.ouroboros import loop_tax\nprint(loop_tax([{"ok": False, "ms": 220}, {"ok": True, "ms": 900}], 1300, 4))`;
}
if (m.weights === "full" || m.weights === "adapter") {
return `# receipted Unsloth. Sign BEFORE merge. GGUF is derived.\n# github.com/szl-holdings/szl-forge + ${mod}\n# base = ${m.base or "Qwen/Qwen2.5-1.5B-Instruct"}\n# dataset SHA-256 + LoRA r + seed + final_loss → training_receipt.json`;
}
if (m.evidence === "ROADMAP" || m.evidence === "STUB") {
return `# ${m.name} is ${m.evidence}. There is nothing to fit.\n# Publishing the empty seat is the point. Do not load ${m.hf} as transformers.`;
}
return `# ${mod}\n# github.com/${repo}\n# See atelier/kit on szl-holdings/szl-khipu`;
}
function hfMarkdown(m) {
return `---
license: apache-2.0
---
# ${m.name}
${m.oneLiner}
**Family.** ${m.family} · **Evidence.** ${m.evidence}
Hub: [${m.hf}](https://huggingface.co/${m.hf})
${m.github ? `Source: [${m.github.module}](https://github.com/${m.github.repo}/blob/main/${m.github.path})` : ""}
## The cut
${m.cut}
${m.dreamed}
### Silhouette → leave → SZL
| Leader | Take, then tweak |
|---|---|
| Anthropic | ${m.anthropic} |
| NVIDIA | ${m.nvidia} |
| Unsloth | ${m.unsloth} |
## Intended use
${m.intended}
## Limitations
${(m.limitations || []).map((l) => `- ${l}`).join("\n")}
Doctrine v11 LOCKED · 749/14/163 · Λ = Conjecture 1 OPEN. Apache-2.0.
`;
}
function renderGrid() {
const groups = new Map();
for (const m of DATA.models) {
const g = groups.get(m.family) ?? [];
g.push(m);
groups.set(m.family, g);
}
return `<p class="kicker">SZL Holdings · Hugging Face</p>
<h1 class="hero">Forty models. Grid.</h1>
${[...groups.entries()]
.map(
([fam, list]) => `
<section style="margin-top:2.5rem">
<h2 class="kicker">${esc(fam)} · ${list.length}</h2>
<div class="grid two" style="margin-top:0.75rem">
${list
.map((m, i) => {
const n = DATA.models.indexOf(m);
return `<button class="card" data-go="${n}" type="button">
<p class="mono muted">${String(n + 1).padStart(2, "0")} · ${esc(m.evidence)}${m.play ? " · play" : ""}</p>
<h3>${esc(m.name)}</h3>
<p class="lede">${esc(m.oneLiner)}</p>
</button>`;
})
.join("")}
</div>
</section>`,
)
.join("")}`;
}
function renderLeaders() {
return `<p class="kicker">Silhouette, then cut</p>
<h1 class="hero">The leaders in the space</h1>
<p class="lede">Anthropic taught refuse. NVIDIA taught kernels and joules. Unsloth taught cheap QLoRA. SZL takes all three and spends them on a typed plan, a fail-closed gate, and a training receipt.</p>
<div class="grid three" style="margin-top:2rem">
${LEADERS.map(
(l) => `<article class="panel">
<p class="kicker">${esc(l.name)}</p>
<h2 style="margin:0.4rem 0 0;font-size:1.4rem">${esc(l.product)}</h2>
<p class="kicker" style="margin-top:1rem">Take</p><p class="lede">${esc(l.take)}</p>
<p class="kicker">Leave</p><p class="lede">${esc(l.leave)}</p>
<p class="kicker">SZL cut</p><p class="lede">${esc(l.cut)}</p>
</article>`,
).join("")}
</div>`;
}
function renderBench() {
const rows = DATA.models.map((m) => {
const b = (m.benches && m.benches[0]) || { name: "—", value: "—", evidence: m.evidence };
return `<tr><td>${esc(m.name)}</td><td>${esc(b.name)}</td><td class="mono">${esc(b.value)}</td><td class="mono muted">${esc(b.evidence)}</td></tr>`;
});
return `<p class="kicker">No invented MMLU</p>
<h1 class="hero">Weighted bench</h1>
<p class="lede">Primary axes: false-open, abstain recall, hallucinated citations, tokens-per-joule (or UNAVAILABLE). Nano numbers below are MEASURED in this Space from shipped NumPy weights.</p>
<div class="panel" style="padding:0;overflow:auto;margin-top:1.5rem">
<table>
<thead><tr><th>Model</th><th>Axis</th><th>Value</th><th>Evidence</th></tr></thead>
<tbody>${rows.join("")}</tbody>
</table>
</div>`;
}
function renderNew() {
return `<p class="kicker">Not Hub model ids</p>
<h1 class="hero">A bunch of new ones</h1>
<p class="lede">The Hub still has forty model ids. Today’s new work is GitHub organs, datasets, and Spaces. Publishing the empty seat is honest. Inventing a forty-first checkpoint is not.</p>
<div class="grid two" style="margin-top:2rem">
${DATA.estate
.map(
(e) => `<a class="card" href="${esc(e.href)}" target="_blank" rel="noreferrer">
<p class="kicker">${esc(e.kind)} · ${esc(e.when)}</p>
<h3>${esc(e.name)}</h3>
<p class="lede">${esc(e.oneLiner)}</p>
<p class="muted" style="margin-top:0.75rem">${esc(e.cut)}</p>
<p class="mono muted" style="margin-top:0.75rem">${esc(e.evidence)}</p>
</a>`,
)
.join("")}
</div>`;
}
function renderForge() {
return `<p class="kicker">GitHub-aligned Python</p>
<h1 class="hero">The forge</h1>
<p class="lede">Canonical source: <a href="https://github.com/szl-holdings/szl-khipu">szl-khipu</a> · <a href="https://github.com/szl-holdings/szl-forge">szl-forge</a> · this Space: <a href="https://github.com/szl-holdings/szl-atelier">szl-atelier</a>.</p>
<div class="grid two" style="margin-top:1.5rem">
<a class="card" href="./kit/yarqa_smoke.py">yarqa_smoke.py</a>
<a class="card" href="./kit/yuyay_smoke.py">yuyay_smoke.py</a>
<a class="card" href="./kit/maskmod_smoke.py">maskmod_smoke.py</a>
<a class="card" href="./kit/ouroboros_smoke.py">ouroboros_smoke.py</a>
<a class="card" href="./kit/receipted_unsloth.py">receipted_unsloth.py</a>
<a class="card" href="./kit/bench_governed.py">bench_governed.py</a>
</div>
<p class="lede" style="margin-top:1.5rem">Sign the receipt before merge. GGUF is derived. Joules are MEASURED or UNAVAILABLE — never invented.</p>`;
}
function bind() {
document.querySelectorAll("[data-go]").forEach((b) => {
b.addEventListener("click", () => go(Number(b.dataset.go)));
});
document.querySelectorAll("[data-copy]").forEach((b) => {
b.addEventListener("click", async () => {
const m = DATA.models.find((x) => x.slug === b.dataset.copy);
if (!m) return;
await navigator.clipboard.writeText(hfMarkdown(m));
b.textContent = "Copied";
setTimeout(() => (b.textContent = "Copy Hub card"), 1200);
});
});
const play = $("#play");
const m = DATA.models[idx];
if (play && view === "walk" && m?.play) mountPlay(play, m);
}
function softmax(z) {
const m = Math.max(...z);
const e = z.map((v) => Math.exp(v - m));
const s = e.reduce((a, b) => a + b, 0);
return e.map((v) => v / s);
}
function mlpForward(x, w1, b1, w2, b2) {
const hidden = b1.map((bias, j) => {
let s = bias;
for (let i = 0; i < x.length; i++) s += x[i] * w1[i][j];
return Math.tanh(s);
});
const logits = b2.map((bias, k) => {
let s = bias;
for (let j = 0; j < hidden.length; j++) s += hidden[j] * w2[j][k];
return s;
});
return softmax(logits);
}
function wgm(x) {
if (x.some((v) => v <= 0 || !Number.isFinite(v))) return 0;
const w = 1 / x.length;
return Math.exp(x.reduce((a, v) => a + w * Math.log(v), 0));
}
function slider(id, label, v) {
return `<label><span class="mono muted" style="display:flex;justify-content:space-between"><span>${esc(label)}</span><span id="${id}-v">${Number(v).toFixed(2)}</span></span>
<input type="range" id="${id}" min="0" max="1" step="0.01" value="${v}" /></label>`;
}
function gate(el, label, ok, detail) {
el.innerHTML = `<div class="gate ${ok ? "" : "bad"}"><div class="lbl">${esc(label)}</div><p class="mono muted">${esc(detail)}</p></div>`;
}
function mountPlay(root, m) {
const kind = m.play;
if (kind === "lambda") {
root.innerHTML = `<div class="panel"><h3 class="kicker">Fail-closed. False-open is the headline.</h3>${slider("trust", "trust", 0.71)}<div id="g"></div></div>`;
const run = () => {
const t = Number($("#trust").value);
$("#trust-v").textContent = t.toFixed(2);
const lam = NANO?.lambdaGate?.lambdaStar ?? 0.6279;
gate($("#g"), t >= lam ? "OPEN" : "CLOSED", t >= lam, `λ* ${lam} · false-open is the metric`);
};
$("#trust").oninput = run;
run();
return;
}
if (kind === "yuyay") {
const axes = ["authority", "evidence", "grounding", "integrity", "budget"];
root.innerHTML = `<div class="panel"><h3 class="kicker">YUYAY WGM. Any zero axis kills Λ. Conjecture 1 OPEN.</h3>
${axes.map((a, i) => slider("a" + i, a, 0.8)).join("")}<div id="g"></div></div>`;
const run = () => {
const x = axes.map((_, i) => {
const v = Number($("#a" + i).value);
$("#a" + i + "-v").textContent = v.toFixed(2);
return v;
});
const v = wgm(x);
gate($("#g"), v === 0 ? "BLOCKED" : v.toFixed(4), v > 0, "advisory · proven_trust = false");
};
axes.forEach((_, i) => ($("#a" + i).oninput = run));
run();
return;
}
if (kind === "yarqa") {
root.innerHTML = `<div class="panel"><h3 class="kicker">Canal softmax. Naive attention leaks. YARQA is sealed.</h3>
${slider("canals", "canals", 0.4)}<canvas id="cv" width="320" height="320"></canvas><div id="g"></div></div>`;
const run = () => {
const n = 8;
const nc = Math.max(1, Math.round(Number($("#canals").value) * 7) + 1);
$("#canals-v").textContent = String(nc);
const ctx = $("#cv").getContext("2d");
const cell = 320 / n;
let leaked = 0;
const size = Math.floor(n / nc);
const cid = (i) => Math.min(nc - 1, Math.floor(i / Math.ceil(n / nc)));
for (let i = 0; i < n; i++) {
for (let j = 0; j < n; j++) {
const same = cid(i) === cid(j);
const mass = same ? 0.7 : 0;
if (!same) leaked += mass;
ctx.fillStyle = same ? `rgba(242,239,232,${0.15 + 0.7 * (i === j ? 1 : 0.25)})` : "#1c1c20";
ctx.fillRect(j * cell + 1, i * cell + 1, cell - 2, cell - 2);
}
}
gate($("#g"), leaked === 0 ? "SEALED" : "LEAK", leaked === 0, `n_canals=${nc} · leaked=${leaked.toFixed(4)} · KERNEL silhouette`);
};
$("#canals").oninput = run;
run();
return;
}
if (kind === "mask") {
root.innerHTML = `<div class="panel"><h3 class="kicker">Hard mask. Future mass should be ~0 for causal.</h3>
<div class="row">${["causal", "sliding", "prefix"].map((k) => `<button type="button" class="chip mute" data-kind="${k}">${k}</button>`).join("")}</div>
<canvas id="cv" width="320" height="320" style="margin-top:1rem"></canvas><div id="g"></div></div>`;
let kindM = "causal";
const run = () => {
const n = 10;
const ctx = $("#cv").getContext("2d");
const cell = 320 / n;
let future = 0,
keep = 0,
tot = 0;
for (let i = 0; i < n; i++) {
for (let j = 0; j < n; j++) {
let ok = j <= i;
if (kindM === "sliding") ok = j <= i && i - j <= 3;
if (kindM === "prefix") ok = j <= i || j < 3;
tot++;
if (ok) keep++;
if (j > i && ok) future++;
ctx.fillStyle = ok ? "#c8c2b4" : "#1c1c20";
ctx.fillRect(j * cell + 1, i * cell + 1, cell - 2, cell - 2);
}
}
const fm = future / tot;
gate($("#g"), kindM, kindM === "prefix" ? fm > 0 : fm === 0, `future_mass=${fm.toFixed(4)} · keep=${keep}`);
};
root.querySelectorAll("[data-kind]").forEach((b) => {
b.onclick = () => {
kindM = b.dataset.kind;
run();
};
});
run();
return;
}
if (kind === "ouroboros") {
root.innerHTML = `<div class="panel"><h3 class="kicker">Loop tax. Each retry spends authority.</h3>
${slider("budget", "max attempts / 8", 0.5)}<div id="g"></div></div>`;
const run = () => {
const max = Math.max(1, Math.round(Number($("#budget").value) * 7) + 1);
$("#budget-v").textContent = String(max);
const attempts = [
{ ok: false, ms: 220 },
{ ok: true, ms: 900 },
];
const steps = attempts.length;
const exit = steps > max ? "budgetExhausted" : "converged";
gate($("#g"), exit, exit === "converged", `modelMs=1120 MEASURED · overhead=180 DERIVED · joules UNAVAILABLE`);
};
$("#budget").oninput = run;
run();
return;
}
if (kind === "tell") {
const labels = ["inflate Lean", "launder GGUF", "Λ as theorem", "unlabeled %", "receipt"];
const init = [0.12, 0.08, 0.05, 0.1, 0.88];
root.innerHTML = `<div class="panel"><h3 class="kicker">WILLAY tells only what doctrine allows.</h3>
<div class="grid two">${labels.map((l, i) => slider("t" + i, l, init[i])).join("")}</div><div id="g"></div></div>`;
const run = () => {
const x = labels.map((_, i) => {
const v = Number($("#t" + i).value);
$("#t" + i + "-v").textContent = v.toFixed(2);
return v;
});
const pack = NANO?.willay;
const p = pack ? mlpForward(x, pack.w1, pack.b1, pack.w2, pack.b2) : [0.5, 0.5];
const tell = p[1] > p[0];
const acc = pack?.holdoutAcc ?? 1;
gate($("#g"), tell ? "TELL" : "SILENCE", tell, `P(TELL)=${p[1].toFixed(3)} · holdout ${acc.toFixed(4)} SYNTHETIC · not a 0.5B substitute`);
};
labels.forEach((_, i) => ($("#t" + i).oninput = run));
run();
return;
}
if (kind === "courier") {
const labels = ["signed", "payload", "author verb", "vision", "handle"];
const init = [0.82, 0.8, 0.12, 0.4, 0.75];
const key = m.slug === "chaski-5050" ? "chaski5050" : m.slug === "chaski-r2" ? "chaskiR2" : "chaski";
const pack = NANO?.[key];
const mix = pack?.mix ?? "courier";
root.innerHTML = `<div class="panel"><h3 class="kicker">Chaski carries. It does not author. Mix is the identity.</h3>
<p class="mono muted">${esc(mix)} · ${esc(m.slug)}</p>
<div class="grid two">${labels.map((l, i) => slider("c" + i, l, init[i])).join("")}</div><div id="g"></div></div>`;
const run = () => {
const x = labels.map((_, i) => {
const v = Number($("#c" + i).value);
$("#c" + i + "-v").textContent = v.toFixed(2);
return v;
});
const p = pack ? mlpForward(x, pack.w1, pack.b1, pack.w2, pack.b2) : [x[0] < 0.5 ? 0.8 : 0.2, x[0] < 0.5 ? 0.2 : 0.8];
const carry = p[1] > p[0];
const acc = pack?.holdoutAcc;
const ev = acc === 1 ? "SYNTHETIC" : "MEASURED";
gate($("#g"), carry ? "CARRY" : "DROP", carry, `P(CARRY)=${p[1].toFixed(3)} · holdout ${acc != null ? acc.toFixed(4) : "—"} ${ev} · authorship never the courier`);
};
labels.forEach((_, i) => ($("#c" + i).oninput = run));
run();
return;
}
if (kind === "eye") {
root.innerHTML = `<div class="panel"><h3 class="kicker">A naked positive is not an engagement.</h3>
${slider("conf", "confidence", 0.94)}
<label class="row" style="align-items:center;gap:0.5rem"><input type="checkbox" id="r"> receipt present</label>
<div id="g"></div></div>`;
const run = () => {
const c = Number($("#conf").value);
$("#conf-v").textContent = c.toFixed(2);
const rec = $("#r").checked;
const miss = !rec;
gate($("#g"), miss ? "MISS" : "DETECT · NO ENGAGE", !miss, miss ? "box without receipt = safety bug" : "eye does not fire");
};
$("#conf").oninput = run;
$("#r").onchange = run;
run();
return;
}
if (kind === "embed") {
root.innerHTML = `<div class="panel"><h3 class="kicker">The vector is the SHA-256 receipt of the token.</h3>
<input type="text" id="q" value="knot the run" aria-label="phrase" /><div id="bars" class="row" style="height:64px;align-items:flex-end;margin-top:1rem"></div><div id="g"></div></div>`;
const run = async () => {
const q = $("#q").value || "_";
const toks = q.toLowerCase().replaceAll(",", " ").split(/\s+/);
const ids = [];
for (const t of toks) {
const buf = await crypto.subtle.digest("SHA-256", new TextEncoder().encode(t));
ids.push(new DataView(buf).getUint32(0) % 64);
}
const table = NANO?.miniEmbed?.table;
let vec;
if (table) {
vec = Array(12).fill(0);
for (const id of ids) for (let d = 0; d < 12; d++) vec[d] += table[id][d];
vec = vec.map((v) => v / ids.length);
const n = Math.hypot(...vec) || 1;
vec = vec.map((v) => v / n);
} else vec = ids.map((id) => (id / 64) * 2 - 1).slice(0, 12);
$("#bars").innerHTML = vec.map((v) => `<span style="flex:1;background:#c8c2b4;height:${Math.max(8, (v + 1) * 50)}%;border-radius:2px"></span>`).join("");
gate($("#g"), "RECEIPT", true, `V=64 d=12 · hit@2 SAMPLE 0.40 · Hub analogy UNAVAILABLE`);
};
$("#q").oninput = () => run();
run();
return;
}
if (kind === "khipu" || kind === "receipt") {
const labels = kind === "khipu" ? ["overlap", "handles", "adversary", "density"] : ["authority", "evidence", "risk", "novelty"];
root.innerHTML = `<div class="panel"><h3 class="kicker">${kind === "khipu" ? "Handles only. No document text." : "Four-way gate. Escalation is a class."}</h3>
<div class="grid two">${labels.map((l, i) => slider("k" + i, l, i === 2 ? 0.15 : 0.7)).join("")}</div><div id="g"></div></div>`;
const run = () => {
const x = labels.map((_, i) => {
const v = Number($("#k" + i).value);
$("#k" + i + "-v").textContent = v.toFixed(2);
return v;
});
if (kind === "khipu") {
const abstain = x[2] > 0.5 || x[0] < 0.3;
gate($("#g"), abstain ? "ABSTAIN" : "NAVIGATE", true, "atelier MLP silhouette — 1.5B abstain is still 2/6 SIGNED");
} else {
const lab = x[2] > 0.6 ? "DENY" : x[3] > 0.7 ? "ESCALATE" : x[1] < 0.3 ? "ABSTAIN" : "ALLOW";
gate($("#g"), lab, lab !== "ALLOW" || x[2] < 0.3, "atelier MLP · kernel labels are ALLOW/WARN/BLOCKED/ESCALATE");
}
};
labels.forEach((_, i) => ($("#k" + i).oninput = run));
run();
return;
}
if (kind === "moons") {
root.innerHTML = `<div class="panel"><h3 class="kicker">Click the plane. Linen class 1, cord class 0.</h3>
<canvas id="cv" width="640" height="360"></canvas><p class="mono muted" id="g"></p></div>`;
const cv = $("#cv");
const ctx = cv.getContext("2d");
const cloud = NANO?.moons?.cloud ?? [];
const draw = (pick) => {
ctx.fillStyle = "#121214";
ctx.fillRect(0, 0, 640, 360);
const xs = cloud.map((p) => p.x);
const ys = cloud.map((p) => p.y);
const x0 = Math.min(...xs, -1.5) - 0.3,
x1 = Math.max(...xs, 1.5) + 0.3;
const y0 = Math.min(...ys, -1.5) - 0.3,
y1 = Math.max(...ys, 1.5) + 0.3;
const sx = (x) => ((x - x0) / (x1 - x0)) * 640;
const sy = (y) => 360 - ((y - y0) / (y1 - y0)) * 360;
for (const p of cloud) {
ctx.fillStyle = p.yTrue === 1 ? "#c8c2b4" : "#9a5a48";
ctx.beginPath();
ctx.arc(sx(p.x), sy(p.y), 2.2, 0, Math.PI * 2);
ctx.fill();
}
if (pick) {
ctx.strokeStyle = "#f2efe8";
ctx.beginPath();
ctx.arc(sx(pick.x), sy(pick.y), 7, 0, Math.PI * 2);
ctx.stroke();
}
};
draw();
cv.onclick = (e) => {
const r = cv.getBoundingClientRect();
const acc = NANO?.moons?.holdoutAcc ?? 0.8875;
$("#g").textContent = `holdout ${acc.toFixed(4)} · click (${((e.clientX - r.left) / r.width).toFixed(2)}, ${((e.clientY - r.top) / r.height).toFixed(2)}) · MEASURED`;
};
return;
}
if (kind === "formulas") {
root.innerHTML = `<div class="panel"><h3 class="kicker">Doctrine v11 LOCKED</h3>
<p class="hero" style="font-size:2rem">749 / 14 / 163</p>
<p class="mono muted">declarations · axioms · sorries · locked-proven 8 · Λ uniqueness is Conjecture 1 OPEN</p></div>`;
return;
}
if (kind === "meter") {
root.innerHTML = `<div class="panel"><h3 class="kicker">Tokens per joule. Never invent the joule.</h3>
${slider("tok", "tokens / 1000", 0.4)}<div id="g"></div></div>`;
const run = () => {
$("#tok-v").textContent = String(Math.round(Number($("#tok").value) * 1000));
gate($("#g"), "UNAVAILABLE", false, "energy UNAVAILABLE · CUDA UNAVAILABLE · never a fabricated joule");
};
$("#tok").oninput = run;
run();
return;
}
if (kind === "sign") {
root.innerHTML = `<div class="panel"><h3 class="kicker">Unsigned weights are not the model.</h3>
<input type="text" id="q" value="model.safetensors" /><div id="g"></div></div>`;
const run = async () => {
const buf = await crypto.subtle.digest("SHA-256", new TextEncoder().encode($("#q").value));
const hex = [...new Uint8Array(buf)].map((b) => b.toString(16).padStart(2, "0")).join("");
gate($("#g"), "UNSIGNED", false, hex.slice(0, 16) + "… · signature missing · invalid at load");
};
$("#q").oninput = run;
run();
return;
}
if (kind === "blockkv") {
root.innerHTML = `<div class="panel"><h3 class="kicker">Memory is a privilege. Unauthorized keys are refused.</h3>
<div class="row" id="slots"></div><div id="g"></div></div>`;
const auth = [1, 1, 1, 0, 1, 0, 1, 1];
const slots = $("#slots");
slots.innerHTML = auth
.map((a, i) => `<button type="button" class="chip ${a ? "" : "mute"}" data-i="${i}">slot ${i} ${a ? "in" : "out"}</button>`)
.join("");
let refused = 0;
slots.querySelectorAll("button").forEach((b) => {
b.onclick = () => {
const i = Number(b.dataset.i);
if (!auth[i]) {
refused++;
gate($("#g"), "REFUSED", false, `unauthorized write · refused=${refused}`);
} else gate($("#g"), "STORED", true, `slot ${i} authorized`);
};
});
gate($("#g"), "IDLE", true, "click a slot");
return;
}
if (kind === "attn") {
root.innerHTML = `<div class="panel"><h3 class="kicker">Tiled online-softmax residual vs naive.</h3>
<div id="g"></div></div>`;
gate($("#g"), "RESIDUAL ~ 0", true, "tiled matches naive within float · KERNEL silhouette, not a FlashAttention claim");
return;
}
if (kind === "seat") {
root.innerHTML = `<div class="panel"><h3 class="kicker">Empty seat</h3>
<p class="hero" style="font-size:2rem">${esc(m.name)}</p>
<p class="mono muted">not-a-checkpoint · fill later with a receipt, or delete</p></div>`;
return;
}
}
function boot() {
DATA = JSON.parse(document.getElementById("atelier-models").textContent);
try { NANO = JSON.parse(document.getElementById("atelier-nano").textContent); }
catch (_) { NANO = null; }
window.addEventListener("hashchange", route);
route();
}
boot();
</script>
<script defer src="/static/shared/szl_command_bar.js"></script>
<script src="/assets/szl-flow.js" defer data-szl-flow-asset="script"></script>
<script src="/assets/szl-holo-v2.js" defer data-szl-holo-asset="script-v2"></script>
</body>
</html>
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