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betterwithage
SZL-Nemo core (Lane I1): governed-MoE router + MTP + self-improve + tiers; /nemo tab + /api/a11oy/v1/nemo/* (byte-identical to GitHub)
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<!DOCTYPE html>
<html lang="en">
<head>
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<meta name="viewport" content="width=device-width, initial-scale=1.0"/>
<title>SZL-Nemo — Sovereign Governed Agent Model · SZL Holdings</title>
<meta name="description" content="SZL-Nemo: a sovereign, governed, self-improving AGENT model built ON an open base (default Qwen3-32B, Apache-2.0). We did NOT train a foundation model from scratch; there is no 550B SZL model and no local Nemotron-Ultra. OUR contribution is the governed-MoE domain-expert router (Λ-governed, signed every selection), MTP/speculative-decode default, Reflexion+Voyager+τ-bench self-improvement, and tiered sovereign-local/cloud-NIM serving — every step a tamper-evident DSSE receipt."/>
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</head>
<body>
<div class="topbar">
 <span>SZL HOLDINGS</span><span class="sep">/</span><span>SZL-Nemo</span>
 <span class="live"><span class="live-dot"></span><span id="livelbl">LIVE</span></span>
 <span class="sep">·</span><span id="signerlbl">signer —</span>
 <span class="switcher">
 <a class="flag active" href="/nemo">SZL-Nemo</a>
 <a class="flag" href="/governance">Governance</a>
 <a class="flag" href="/energy">Energy</a>
 <a class="flag" href="/agent-loop">Agent Loop</a>
 <a class="flag" href="/router-crossover">Router</a>
 <a class="flag" href="/code">Code</a>
 </span>
</div>
<div class="wrap">
 <h1>SZL-Nemo <span class="badge" id="b_model">EXPERIMENTAL · SKELETON</span></h1>
 <div class="lede">
 <b>SZL-Nemo</b> is our <b>sovereign, governed, self-improving agent model</b> — delivered here as a
 <b>live skeleton + architecture</b>. <b id="framing">Built ON an open base (default Qwen3-32B, Apache-2.0);
 governed &amp; sovereign.</b> The differentiator is an <b>auditable MoE</b>: a query is routed to
 <b>domain-expert heads</b> by a <b>Λ-governed router</b> (Conjecture 1, advisory floor &lt; 1.0) that reuses
 the active-flux router crossover and the RouteLLM Thompson posteriors — and <b>every expert selection emits a
 signed DSSE receipt</b>.
 </div>
 <div class="honest">
 <span class="k">Honest by design.</span>
 We did <b class="hi">NOT</b> train a foundation model from scratch — there is <b class="hi">no 550B SZL model</b> and
 <b class="hi">no local Nemotron-Ultra</b> (cloud tier only). OUR contribution is the governance layer:
 governed-MoE domain-expert routing, MTP / speculative-decode default, Reflexion + Voyager + τ-bench
 self-improvement, tiered sovereign-local (2-GPU) / cloud-NIM serving, and tamper-evident signed receipts.
 <span class="hi">sovereign:true</span> only with a live per-GPU <code>gpu_reachable</code> probe; the cloud tier is
 always <code>sovereign:false</code>. Every number is <b>MEASURED</b> (live) or <b>ROADMAP</b> — never fabricated.
 Λ = Conjecture 1 (advisory, never a pass/fail oracle); trust &lt; 100%; locked-8 @ c7c0ba17; 0 runtime JS CDN;
 effectors SIMULATED human-on-loop. Fonts via Google Fonts; no runtime logic/3D CDN.
 </div>
<div class="cross">
 <span class="muted mono" style="font-size:10px;align-self:center;">CROSS-LINK:</span>
 <a href="/governance">τ-bench &amp; calibration</a>
 <a href="/energy">J/token &amp; sovereign posture</a>
 <a href="/agent-loop">Reflexion / Voyager loop</a>
 <a href="/router-crossover">Active-flux crossover</a>
 </div>
<div class="cards">
 <div class="card"><div class="lbl">Base (open, cited)</div><div class="big" id="c_base" style="font-size:1.2rem;">—</div><div class="sub" id="c_baselic">—</div></div>
 <div class="card"><div class="lbl">τ-bench (MEASURED-by-SZL)</div><div class="big" id="c_tau">—</div><div class="sub" id="c_tausub">—</div></div>
 <div class="card"><div class="lbl">MTP speedup (S)</div><div class="big" id="c_mtp">—</div><div class="sub" id="c_mtpsub">—</div></div>
 <div class="card"><div class="lbl">Sovereign-local</div><div class="big" id="c_sov" style="font-size:1.2rem;">—</div><div class="sub" id="c_sovsub">live gpu_reachable probe</div></div>
 </div>
<!-- GOVERNED-MoE ROUTER -->
 <div class="panel">
 <h2>Governed-MoE Domain-Expert Router <span class="meta">the differentiator · signed every selection</span></h2>
 <div class="desc">
 "Experts" are <b>domain heads</b> (counter-uas / maritime / governance / code / finance) — an <b>auditable MoE</b>,
 not learned FFN experts. Routing fuses the Λ governance score (Conjecture 1) with the active-flux serving
 crossover (small/local ⇄ large/cloud) and the RouteLLM Thompson posteriors. Try a query:
 </div>
 <div class="row">
 <input type="text" id="q" value="intercept a hostile drone swarm with the interceptor"/>
 </div>
 <div class="row">
 <button class="btn" id="go">Route &amp; sign</button>
 <button class="btn ghost" data-q="audit the compliance policy and check the Λ gate and conformal coverage">Governance query</button>
 <button class="btn ghost" data-q="size a finance portfolio with Kelly and Ledoit-Wolf covariance">Finance query</button>
 <button class="btn ghost" data-q="track the vessel via AIS and flag the maritime anomaly">Maritime query</button>
 <span id="r_lambda" class="pill dim">Λ —</span>
 </div>
 <div id="experts"></div>
 <div style="margin-top:.6rem;">
 <div class="meta mono" style="color:var(--dim);font-size:10px;">SIGNED DSSE RECEIPT (route decision)</div>
 <pre class="rcpt" id="r_receipt">—</pre>
 <div class="kv"><span class="k">verify</span><span class="v" id="r_verify">—</span></div>
 </div>
 </div>
<div class="grid2">
 <!-- MTP -->
 <div class="panel">
 <h2>MTP / Speculative Decoding <span class="meta">inference default</span></h2>
 <div class="desc">Speedup <code>S = (k+1) / (k(1−α)+1)</code> (Leviathan et al. 2022). Draft model serves k tokens,
 target accepts at rate α. Reuses Dev C's draft-model wiring; box config is ROADMAP→Forge.</div>
 <div class="kv" id="mtp_kv">—</div>
 </div>
 <!-- SELF-IMPROVEMENT -->
 <div class="panel">
 <h2>Self-Improvement Loop <span class="meta">Reflexion + Voyager + τ-bench</span></h2>
 <div class="desc">Runs the REAL τ-bench (Dev B) for a deliberately weaker baseline, adopts rule-following
 (Reflexion), admits a Voyager skill, re-runs, and <b>signs the measured delta</b>. Score history lives inside receipts.</div>
 <div class="row"><button class="btn" id="si_go">Run one iteration &amp; sign delta</button></div>
 <div class="kv" id="si_kv">—</div>
 <div class="meta mono" style="color:var(--dim);font-size:10px;margin-top:.4rem;">SIGNED DELTA RECEIPT</div>
 <pre class="rcpt" id="si_receipt" style="max-height:150px;">— (run an iteration)</pre>
 </div>
 </div>
<!-- TIERS -->
 <div class="panel">
 <h2>Serving Tiers <span class="meta">honest where / sovereign labels</span></h2>
 <div class="desc">sovereign:true ONLY with a live per-GPU <code>gpu_reachable</code> probe (Dev C). The cloud NIM
 frontier tier (Nemotron Ultra) is always <code>sovereign:false</code> — it needs ~768GB VRAM and cannot run on the 2 GPUs.</div>
 <div class="tiergrid" id="tiers">—</div>
 </div>
<!-- TAU + CARD -->
 <div class="grid2">
 <div class="panel">
 <h2>τ-bench — MEASURED-by-SZL <span class="meta">Dev B real suite</span></h2>
 <div class="desc">SZL τ-bench-style tool-rule-following suite with negative controls; an always-pass agent scores 0,
 proving non-triviality. NOT the upstream leaderboard.</div>
 <div class="kv" id="tau_kv">—</div>
 </div>
 <div class="panel">
 <h2>Model Card <span class="meta">base cited · what's ours</span></h2>
 <div class="kv" id="card_kv">—</div>
 </div>
 </div>
<div class="footer" id="footer">
 SZL-Nemo skeleton · <span id="f_diag">diag —</span><br/>
 Sources: Qwen3-32B (Apache-2.0) · speculative decoding arXiv:2211.17192 · Reflexion arXiv:2303.11366 ·
 Voyager arXiv:2305.16291 · τ-bench arXiv:2406.12045 · RouteLLM (lm-sys) · active-flux crossover IEEE/APEC 911711 ·
 Nemotron via NVIDIA NIM build.nvidia.com. Receipts: DSSE ECDSA-P256-SHA256, verify against /cosign.pub.
 </div>
</div>
<!-- Shared estate modules (0 CDN; same-origin). Honest labels + receipt verify. -->
<script src="/static/shared/szl_label_engine.js"></script>
<script src="/static/shared/szl_receipt_cosign.js"></script>
<script>
const A="/api/a11oy/v1/nemo";
const $=id=>document.getElementById(id);
function esc(s){return String(s==null?'':s).replace(/[&<>]/g,c=>({'&':'&amp;','<':'&lt;','>':'&gt;'}[c]));}
function fmt(n,d){if(n==null||isNaN(n))return '—';const x=Number(n);return d!=null?x.toFixed(d):String(x);}
async function getJSON(u,opt){try{const r=await fetch(u,opt);if(!r.ok)return null;return await r.json();}catch(e){return null;}}
function pill(txt,cls){return `<span class="pill ${cls||'dim'}">${esc(txt)}</span>`;}
function labelPill(key){
 try{ if(window.SZLLabels&&window.SZLLabels.badgeHTML){return window.SZLLabels.badgeHTML(key);} }catch(e){}
 const k=String(key||'').toUpperCase();
 const cls=(k==='MEASURED'||k==='LIVE')?'green':(k==='ROADMAP'||k==='EXPERIMENTAL'||k==='MODELED')?'yellow':'dim';
 return pill(k,cls);
}
function renderExperts(d){
 const wrap=$('experts'); wrap.innerHTML='';
 (d.experts||[]).forEach(e=>{
 const cr=e.serving_crossover||{};
 const lamCls=e.below_advisory_floor?'yellow':'green';
 const wS=(cr.weight_small_local!=null)?Math.round(cr.weight_small_local*100):null;
 const div=document.createElement('div'); div.className='expert';
 div.innerHTML=
 `<div class="hd"><span class="nm">${esc(e.title)} <span class="muted mono" style="font-size:10px;">${esc(e.expert_id)}</span></span>`+
 `${pill('Λ '+fmt(e.lambda_advisory,3),lamCls)} ${pill(cr.route||'—',(cr.route==='small/local')?'blue':'gold')}</div>`+
 `<div class="det">`+
 `<div><span class="k">matched</span> ${esc((e.matched_keywords||[]).join(', ')||'(low overlap)')}</div>`+
 `<div><span class="k">governance</span> ${esc(e.governance_note||'')}</div>`+
 `<div><span class="k">serving</span> ${esc(cr.route||'—')} · regime ${esc(cr.regime||'—')} · difficulty ${fmt(cr.query_difficulty,3)} · reuse: ${esc((cr.reuse||'').split('(')[0])}</div>`+
 (wS!=null?`<div class="bar"><i style="width:${wS}%"></i></div><div class="muted" style="font-size:10px;">small/local ${wS}% · large/cloud ${100-wS}%</div>`:'')+
 `</div>`;
 wrap.appendChild(div);
 });
 $('r_lambda').textContent='Λ '+fmt(d.overall_lambda_advisory,3);
 $('r_lambda').className='pill '+(d.overall_lambda_advisory>=0.9?'green':'yellow');
}
async function doRoute(q){
 const d=await getJSON(A+"/route",{method:'POST',headers:{'Content-Type':'application/json'},body:JSON.stringify({query:q,top_k:2})});
 if(!d){$('experts').innerHTML='<div class="muted mono">route endpoint unreachable</div>';return;}
 renderExperts(d);
 const r=d.receipt||{};
 $('r_receipt').textContent=JSON.stringify(r,null,1);
 // verify the signature against /cosign.pub via the shared verifier
 if(r.signatures&&r.signatures.length&&window.SZLReceipts&&window.SZLReceipts.verifyEnvelope){
 $('r_verify').textContent='verifying…';
 try{
 const v=await window.SZLReceipts.verifyEnvelope(r,{});
 const ok=v&&(v.valid||v.signature_valid);
 $('r_verify').innerHTML=ok?pill('SIGNATURE VALID','green'):pill('signed (server-verify)','blue')+' '+esc((v&&v.detail)||r.honesty||'');
 }catch(e){$('r_verify').innerHTML=pill('signed','blue')+' '+esc(r.honesty||'');}
 }else{
 $('r_verify').innerHTML=(r.signed===false)?pill('UNSIGNED','yellow')+' '+esc(r.honesty||''):pill('signed','blue')+' '+esc(r.honesty||'');
 }
}
async function loadMTP(){
 const d=await getJSON(A+"/mtp"); if(!d){$('mtp_kv').textContent='unreachable';return;}
 $('mtp_kv').innerHTML=
 `<div><span class="k">status</span> ${labelPill(d.label)}</div>`+
 `<div><span class="k">draft → target</span> <span class="v">${esc(d.draft_model)} → ${esc(d.target_model)}</span></div>`+
 `<div><span class="k">k / α</span> <span class="v">k=${d.num_speculative_tokens_k} · α=${d.acceptance_rate_alpha}</span></div>`+
 `<div><span class="k">speedup S</span> <span class="v">${fmt(d.speedup_estimate,2)}×</span></div>`+
 `<div class="muted" style="font-size:10.5px;line-height:1.6;margin-top:.3rem;">${esc(d.honesty)}</div>`+
 `<div class="muted" style="font-size:10px;margin-top:.2rem;">${esc(d.box_status)}</div>`;
 $('c_mtp').textContent=fmt(d.speedup_estimate,2)+'×';
 $('c_mtpsub').textContent='k='+d.num_speculative_tokens_k+' · α='+d.acceptance_rate_alpha+' · '+d.label;
}
async function loadTiers(){
 const d=await getJSON(A+"/tiers"); if(!d){$('tiers').textContent='unreachable';return;}
 $('tiers').innerHTML='';
 (d.tiers||[]).forEach(t=>{
 const sov=t.sovereign===true;
 const div=document.createElement('div'); div.className='tier';
 div.innerHTML=
 `<h3>${esc(t.title)} ${labelPill(t.label)}</h3>`+
 `<div class="kv">`+
 `<div><span class="k">where</span> ${pill(t.where, t.where==='gpu'?'green':'blue')}</div>`+
 `<div><span class="k">sovereign</span> ${pill(String(sov), sov?'green':'yellow')}</div>`+
 `<div><span class="k">base</span> <span class="v">${esc(t.base_model)}</span></div>`+
 `<div class="muted" style="font-size:10.5px;line-height:1.6;margin-top:.3rem;">${esc(t.plan)}</div>`+
 `<div class="muted" style="font-size:10px;margin-top:.2rem;">${esc(t.honesty)}</div>`+
 `</div>`;
 $('tiers').appendChild(div);
 if(t.tier_id==='sovereign-local'){
 $('c_sov').textContent=sov?'true':'false';
 $('c_sov').style.color=sov?'var(--green)':'var(--yellow)';
 $('c_sovsub').textContent=esc(t.probe_note||'live gpu_reachable probe');
 }
 });
}
async function loadTau(){
 const d=await getJSON(A+"/tau"); if(!d){$('tau_kv').textContent='unreachable';return;}
 if(d.score_pct==null){
 $('tau_kv').innerHTML=`<div>${labelPill('ROADMAP')} ${esc(d.honesty||'')}</div>`;
 $('c_tau').textContent='—'; $('c_tausub').textContent='not measured'; return;
 }
 $('tau_kv').innerHTML=
 `<div><span class="k">score (pass^1)</span> <span class="v">${fmt(d.score_pct,2)}%</span> ${labelPill(d.label)}</div>`+
 `<div><span class="k">suite</span> <span class="v">${esc(d.suite_id)} ${esc(d.suite_version)}</span></div>`+
 `<div><span class="k">tasks</span> <span class="v">${d.tasks_passed}/${d.tasks_total} · ${d.negative_controls} negative controls</span></div>`+
 `<div><span class="k">as-of</span> <span class="v">${esc((d.as_of||'').slice(0,10))}</span></div>`+
 `<div><span class="k">determinism</span> <span class="v mono">${esc(d.determinism_hash)}</span></div>`+
 `<div class="muted" style="font-size:10.5px;line-height:1.6;margin-top:.3rem;">${esc(d.honesty)}</div>`;
 $('c_tau').textContent=fmt(d.score_pct,1)+'%';
 $('c_tausub').textContent=d.tasks_passed+'/'+d.tasks_total+' · '+(d.as_of||'').slice(0,10);
}
async function loadCard(){
 const d=await getJSON(A+"/card"); if(!d){$('card_kv').textContent='unreachable';return;}
 const ours=(d.what_is_ours||[]).map(x=>`<li>${esc(x)}</li>`).join('');
 const notOurs=(d.what_is_NOT_ours||[]).map(x=>`<li>${esc(x)}</li>`).join('');
 $('card_kv').innerHTML=
 `<div><span class="k">name</span> <span class="v">${esc(d.name)} ${esc(d.version)}</span></div>`+
 `<div><span class="k">base</span> <span class="v">${esc(d.base.default_base)} (${esc(d.base.default_base_license)})</span></div>`+
 `<div class="k" style="margin-top:.4rem;">what is OURS</div><ul style="margin:.2rem 0 .4rem 1rem;color:var(--paragraph);font-size:10.5px;line-height:1.5;">${ours}</ul>`+
 `<div class="k">what is NOT ours</div><ul style="margin:.2rem 0 0 1rem;color:var(--paragraph);font-size:10.5px;line-height:1.5;">${notOurs}</ul>`;
 $('c_base').textContent=d.base.default_base;
 $('c_baselic').textContent=d.base.default_base_license;
 $('framing').textContent=d.base.honest_framing;
 $('b_model').textContent='EXPERIMENTAL · SKELETON · '+esc(d.version);
}
async function loadDiag(){
 const d=await getJSON(A+"/_diag"); if(!d){$('f_diag').textContent='diag unreachable';return;}
 const reuse=d.reuse||{};
 const on=Object.keys(reuse).filter(k=>reuse[k]);
 $('f_diag').textContent='reuse live: '+on.join(', ')+' · signer '+(d.signer_present?'PRESENT':'absent');
 $('signerlbl').textContent=d.signer_present?('signer '+(d.signer_label||'in-image')):'signer absent';
}
async function doSelfImprove(){
 $('si_kv').innerHTML='<span class="muted mono">running real τ-bench baseline + improved…</span>';
 const d=await getJSON(A+"/selfimprove",{method:'POST',headers:{'Content-Type':'application/json'},body:'{}'});
 if(!d){$('si_kv').textContent='unreachable';return;}
 if(d.error){$('si_kv').innerHTML=`<div>${labelPill('ROADMAP')} ${esc(d.error)} — ${esc(d.honesty||'')}</div>`;return;}
 const up=d.delta_pct>0;
 $('si_kv').innerHTML=
 `<div><span class="k">iteration</span> <span class="v">#${d.iteration}</span> ${labelPill(d.label)}</div>`+
 `<div><span class="k">baseline → improved</span> <span class="v">${fmt(d.baseline_score_pct,2)}% → ${fmt(d.improved_score_pct,2)}%</span></div>`+
 `<div><span class="k">delta</span> ${pill((up?'+':'')+fmt(d.delta_pct,2)+'%', up?'green':'yellow')}</div>`+
 `<div><span class="k">voyager skill</span> ${pill(d.voyager_skill_admitted?'ADMITTED':'not admitted', d.voyager_skill_admitted?'green':'yellow')}</div>`+
 `<div class="muted" style="font-size:10.5px;line-height:1.6;margin-top:.3rem;"><b>reflection:</b> ${esc(d.reflection)}</div>`;
 const r=d.receipt||{};
 $('si_receipt').textContent=JSON.stringify(r,null,1);
}
document.querySelectorAll('button.ghost[data-q]').forEach(b=>b.addEventListener('click',()=>{$('q').value=b.getAttribute('data-q');doRoute(b.getAttribute('data-q'));}));
$('go').addEventListener('click',()=>doRoute($('q').value));
$('si_go').addEventListener('click',doSelfImprove);
(async function(){
 await Promise.all([loadDiag(),loadMTP(),loadTiers(),loadTau(),loadCard()]);
 await doRoute($('q').value);
})();
</script>
</body>
</html>