fix(dashboard): remove localStorage cache entirely

- mergeCachedResults() deleted — no more hidden cache layer
- startAgentResearch() / startCellResearch() — no longer save to localStorage
- load() — pure API/JSON driven, no localStorage clearing logic
- Page now shows exactly what API returns — easier to verify fixes

agent-evolution/real-fit.html

@@ -161,7 +161,6 @@ async function load(){
   agents.forEach(a=>{for(const[m,s] of Object.entries(a.evaluations)){modelScores[m]=(modelScores[m]||0)+s;}});
   allModels=Object.keys(modelScores).filter(m=>modelScores[m]>0).sort();
 
-  mergeCachedResults();
   renderTable();
 }
 
@@ -294,32 +293,6 @@ function setProgress(pid,percent,label){
   wrap.classList.remove('hidden'); txt.textContent=label; bar.style.width=percent+'%';
 }
 
-function mergeCachedResults(){
-  try{
-    const store=JSON.parse(localStorage.getItem('__researchResults')||'{}');
-    for(const[agent,rec] of Object.entries(store)){
-      if(!reportData.agents[agent]){
-        reportData.agents[agent]={name:agent,evaluations:{},info:[],best_model:'',best_score:0};
-      }
-      for(const r of (rec.models||[])){
-        const shortM=modelShort(r.model);
-        // Only fill gaps — never override existing DB scores
-        const existing=reportData.agents[agent].evaluations[shortM];
-        if(existing===undefined||existing===0){
-          reportData.agents[agent].evaluations[shortM]=r.score;
-        }
-        if(r.score>reportData.agents[agent].best_score){
-          reportData.agents[agent].best_model=shortM;
-          reportData.agents[agent].best_score=r.score;
-        }
-        if(!allModels.includes(shortM)) allModels.push(shortM);
-        if(!allAvailableModels.some(m=>modelShort(m)===shortM)) allAvailableModels.push(shortM);
-      }
-    }
-    allModels.sort();
-  }catch(e){}
-}
-
 function renderTable(){
   const agents=Object.values(reportData.agents).filter(a=>Object.values(a.evaluations).some(s=>s>0));
   let html='<table><thead><tr><th>Agent</th>';
@@ -405,9 +378,6 @@ async function startAgentResearch(){
   html+='</tbody></table>';
   $('agentResults').innerHTML=html;
   $('agentProgressText').textContent='Done! Best score: '+Math.round(best);
-  const store=JSON.parse(localStorage.getItem('__researchResults')||'{}');
-  store[agent]={models:results,ts:Date.now()};
-  localStorage.setItem('__researchResults',JSON.stringify(store));
   $('agentStartBtn').disabled=false;
   $('evolveAgentBtn').disabled=false;
 }
@@ -463,11 +433,6 @@ async function startCellResearch(){
   updateCell(agent,result.model,result.score);
   $('cellResults').innerHTML='<table class="result-table"><tbody><tr onclick="openDetail(\''+agent+'\',\''+result.model+'\')"><td>'+result.model+'</td><td>'+Math.round(result.score)+'</td></tr></tbody></table>';
   $('cellProgressText').textContent='Done! Score: '+Math.round(result.score);
-  const store=JSON.parse(localStorage.getItem('__researchResults')||'{}');
-  if(!store[agent]) store[agent]={models:[],ts:Date.now()};
-  store[agent].models=store[agent].models.filter(m=>m.model!==result.model);
-  store[agent].models.push(result);
-  localStorage.setItem('__researchResults',JSON.stringify(store));
 }
 
 load().catch(e=>$('matrix').innerHTML='Error: '+e);