estimate.ts: size scriptless problem_spec solves from typed spec fields (drop the Julia-source regexes) #342

Open
#345
Open
estimate.ts: size scriptless problem_spec solves from typed spec fields (drop the Julia-source regexes)#342
#345

Description

@aarontrowbridge
aarontrowbridge
opened on Aug 12, 2026

Roadmap context: vault plan `plan-20260812-142100-problemspecs-issimo-roadmap` (W2.3).

The problem

`packages/amico-run/src/estimate.ts` scrapes `N`/`levels` out of Julia source with regexes (`extractKeyVars`) — and rejects scriptless `problem_spec` solvespecs outright ("no script to size"). Once Phase 3 (#340) makes spec-authored solves the default path, the estimator must not be the step that still demands a script.

Tasks

  • When the solvespec carries `problem_spec`, parse it (smol-toml) and read the typed fields: `problem.N`, `system.params.levels` (per-component for composites), `pulse.T`, trajectory kind (unitary vs ket vs density drives the dimension scaling), wrapper count (sampling multiplies).
  • Emit the same `{sizeClass, estimatedBytes, localRamBytes, offloadSuggested, reason}` JSON contract — the estimator's output shape is unchanged; only the input adapter is new.
  • Keep the regex path for script solves (free tier isn't going away); share the size model between both adapters.
  • Fixtures: minimal/rich/wrapped problemspec TOMLs from `packages/schema/test/fixtures` reused as estimator inputs.

Acceptance

  • `amico-run estimate` on a scriptless `problem_spec` solvespec prints the standard estimate JSON; numbers match the script-path estimate for an equivalent authored script within the model's own tolerance.

Activity

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      , 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all 
       blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '

      Skip to content
      estimate.ts: size scriptless problem_spec solves from typed spec fields (drop the Julia-source regexes) #342
      Open
      #345
      Open
      estimate.ts: size scriptless problem_spec solves from typed spec fields (drop the Julia-source regexes)#342
      #345
      Description
      @aarontrowbridge
      aarontrowbridge
      opened on Aug 12, 2026
      Roadmap context: vault plan `plan-20260812-142100-problemspecs-issimo-roadmap` (W2.3).
      The problem
      `packages/amico-run/src/estimate.ts` scrapes `N`/`levels` out of Julia source with regexes (`extractKeyVars`) — and rejects scriptless `problem_spec` solvespecs outright ("no script to size"). Once Phase 3 (#340) makes spec-authored solves the default path, the estimator must not be the step that still demands a script.
      Tasks
      •  When the solvespec carries `problem_spec`, parse it (smol-toml) and read the typed fields: `problem.N`, `system.params.levels` (per-component for composites), `pulse.T`, trajectory kind (unitary vs ket vs density drives the dimension scaling), wrapper count (sampling multiplies).
      •  Emit the same `{sizeClass, estimatedBytes, localRamBytes, offloadSuggested, reason}` JSON contract — the estimator's output shape is unchanged; only the input adapter is new.
      •  Keep the regex path for script solves (free tier isn't going away); share the size model between both adapters.
      •  Fixtures: minimal/rich/wrapped problemspec TOMLs from `packages/schema/test/fixtures` reused as estimator inputs.
      Acceptance
      • `amico-run estimate` on a scriptless `problem_spec` solvespec prints the standard estimate JSON; numbers match the script-path estimate for an equivalent authored script within the model's own tolerance.
      Activity
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, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix");
}
} catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

          Skip to content
          estimate.ts: size scriptless problem_spec solves from typed spec fields (drop the Julia-source regexes) #342
          Open
          #345
          Open
          estimate.ts: size scriptless problem_spec solves from typed spec fields (drop the Julia-source regexes)#342
          #345
          Description
          @aarontrowbridge
          aarontrowbridge
          opened on Aug 12, 2026
          Roadmap context: vault plan `plan-20260812-142100-problemspecs-issimo-roadmap` (W2.3).
          The problem
          `packages/amico-run/src/estimate.ts` scrapes `N`/`levels` out of Julia source with regexes (`extractKeyVars`) — and rejects scriptless `problem_spec` solvespecs outright ("no script to size"). Once Phase 3 (#340) makes spec-authored solves the default path, the estimator must not be the step that still demands a script.
          Tasks
          •  When the solvespec carries `problem_spec`, parse it (smol-toml) and read the typed fields: `problem.N`, `system.params.levels` (per-component for composites), `pulse.T`, trajectory kind (unitary vs ket vs density drives the dimension scaling), wrapper count (sampling multiplies).
          •  Emit the same `{sizeClass, estimatedBytes, localRamBytes, offloadSuggested, reason}` JSON contract — the estimator's output shape is unchanged; only the input adapter is new.
          •  Keep the regex path for script solves (free tier isn't going away); share the size model between both adapters.
          •  Fixtures: minimal/rich/wrapped problemspec TOMLs from `packages/schema/test/fixtures` reused as estimator inputs.
          Acceptance
          • `amico-run estimate` on a scriptless `problem_spec` solvespec prints the standard estimate JSON; numbers match the script-path estimate for an equivalent authored script within the model's own tolerance.
          Activity
          Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
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, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms");
}
} catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

              Skip to content
              estimate.ts: size scriptless problem_spec solves from typed spec fields (drop the Julia-source regexes) #342
              Open
              #345
              Open
              estimate.ts: size scriptless problem_spec solves from typed spec fields (drop the Julia-source regexes)#342
              #345
              Description
              @aarontrowbridge
              aarontrowbridge
              opened on Aug 12, 2026
              Roadmap context: vault plan `plan-20260812-142100-problemspecs-issimo-roadmap` (W2.3).
              The problem
              `packages/amico-run/src/estimate.ts` scrapes `N`/`levels` out of Julia source with regexes (`extractKeyVars`) — and rejects scriptless `problem_spec` solvespecs outright ("no script to size"). Once Phase 3 (#340) makes spec-authored solves the default path, the estimator must not be the step that still demands a script.
              Tasks
              •  When the solvespec carries `problem_spec`, parse it (smol-toml) and read the typed fields: `problem.N`, `system.params.levels` (per-component for composites), `pulse.T`, trajectory kind (unitary vs ket vs density drives the dimension scaling), wrapper count (sampling multiplies).
              •  Emit the same `{sizeClass, estimatedBytes, localRamBytes, offloadSuggested, reason}` JSON contract — the estimator's output shape is unchanged; only the input adapter is new.
              •  Keep the regex path for script solves (free tier isn't going away); share the size model between both adapters.
              •  Fixtures: minimal/rich/wrapped problemspec TOMLs from `packages/schema/test/fixtures` reused as estimator inputs.
              Acceptance
              • `amico-run estimate` on a scriptless `problem_spec` solvespec prints the standard estimate JSON; numbers match the script-path estimate for an equivalent authored script within the model's own tolerance.
              Activity
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, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links");
}
} catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); }
})();
(function(){
try {
var __m = "youtube.com";
var __re = new RegExp('^' + "youtube\\.com" + '

                  Skip to content
                  estimate.ts: size scriptless problem_spec solves from typed spec fields (drop the Julia-source regexes) #342
                  Open
                  #345
                  Open
                  estimate.ts: size scriptless problem_spec solves from typed spec fields (drop the Julia-source regexes)#342
                  #345
                  Description
                  @aarontrowbridge
                  aarontrowbridge
                  opened on Aug 12, 2026
                  Roadmap context: vault plan `plan-20260812-142100-problemspecs-issimo-roadmap` (W2.3).
                  The problem
                  `packages/amico-run/src/estimate.ts` scrapes `N`/`levels` out of Julia source with regexes (`extractKeyVars`) — and rejects scriptless `problem_spec` solvespecs outright ("no script to size"). Once Phase 3 (#340) makes spec-authored solves the default path, the estimator must not be the step that still demands a script.
                  Tasks
                  •  When the solvespec carries `problem_spec`, parse it (smol-toml) and read the typed fields: `problem.N`, `system.params.levels` (per-component for composites), `pulse.T`, trajectory kind (unitary vs ket vs density drives the dimension scaling), wrapper count (sampling multiplies).
                  •  Emit the same `{sizeClass, estimatedBytes, localRamBytes, offloadSuggested, reason}` JSON contract — the estimator's output shape is unchanged; only the input adapter is new.
                  •  Keep the regex path for script solves (free tier isn't going away); share the size model between both adapters.
                  •  Fixtures: minimal/rich/wrapped problemspec TOMLs from `packages/schema/test/fixtures` reused as estimator inputs.
                  Acceptance
                  • `amico-run estimate` on a scriptless `problem_spec` solvespec prints the standard estimate JSON; numbers match the script-path estimate for an equivalent authored script within the model's own tolerance.
                  Activity
                  Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
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                    No type
                    Projects
                    No projects
                      Milestone
                      No milestone
                      Relationships
                      None yet
                      Development
                      No branches or pull requests
                      Issue actions
                      
, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default");
}
} catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

                      Skip to content
                      estimate.ts: size scriptless problem_spec solves from typed spec fields (drop the Julia-source regexes) #342
                      Open
                      #345
                      Open
                      estimate.ts: size scriptless problem_spec solves from typed spec fields (drop the Julia-source regexes)#342
                      #345
                      Description
                      @aarontrowbridge
                      aarontrowbridge
                      opened on Aug 12, 2026
                      Roadmap context: vault plan `plan-20260812-142100-problemspecs-issimo-roadmap` (W2.3).
                      The problem
                      `packages/amico-run/src/estimate.ts` scrapes `N`/`levels` out of Julia source with regexes (`extractKeyVars`) — and rejects scriptless `problem_spec` solvespecs outright ("no script to size"). Once Phase 3 (#340) makes spec-authored solves the default path, the estimator must not be the step that still demands a script.
                      Tasks
                      •  When the solvespec carries `problem_spec`, parse it (smol-toml) and read the typed fields: `problem.N`, `system.params.levels` (per-component for composites), `pulse.T`, trajectory kind (unitary vs ket vs density drives the dimension scaling), wrapper count (sampling multiplies).
                      •  Emit the same `{sizeClass, estimatedBytes, localRamBytes, offloadSuggested, reason}` JSON contract — the estimator's output shape is unchanged; only the input adapter is new.
                      •  Keep the regex path for script solves (free tier isn't going away); share the size model between both adapters.
                      •  Fixtures: minimal/rich/wrapped problemspec TOMLs from `packages/schema/test/fixtures` reused as estimator inputs.
                      Acceptance
                      • `amico-run estimate` on a scriptless `problem_spec` solvespec prints the standard estimate JSON; numbers match the script-path estimate for an equivalent authored script within the model's own tolerance.
                      Activity
                      Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
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                        Labels
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                          None yet
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                          No branches or pull requests
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, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers");
}
} catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

                          Skip to content
                          estimate.ts: size scriptless problem_spec solves from typed spec fields (drop the Julia-source regexes) #342
                          Open
                          #345
                          Open
                          estimate.ts: size scriptless problem_spec solves from typed spec fields (drop the Julia-source regexes)#342
                          #345
                          Description
                          @aarontrowbridge
                          aarontrowbridge
                          opened on Aug 12, 2026
                          Roadmap context: vault plan `plan-20260812-142100-problemspecs-issimo-roadmap` (W2.3).
                          The problem
                          `packages/amico-run/src/estimate.ts` scrapes `N`/`levels` out of Julia source with regexes (`extractKeyVars`) — and rejects scriptless `problem_spec` solvespecs outright ("no script to size"). Once Phase 3 (#340) makes spec-authored solves the default path, the estimator must not be the step that still demands a script.
                          Tasks
                          •  When the solvespec carries `problem_spec`, parse it (smol-toml) and read the typed fields: `problem.N`, `system.params.levels` (per-component for composites), `pulse.T`, trajectory kind (unitary vs ket vs density drives the dimension scaling), wrapper count (sampling multiplies).
                          •  Emit the same `{sizeClass, estimatedBytes, localRamBytes, offloadSuggested, reason}` JSON contract — the estimator's output shape is unchanged; only the input adapter is new.
                          •  Keep the regex path for script solves (free tier isn't going away); share the size model between both adapters.
                          •  Fixtures: minimal/rich/wrapped problemspec TOMLs from `packages/schema/test/fixtures` reused as estimator inputs.
                          Acceptance
                          • `amico-run estimate` on a scriptless `problem_spec` solvespec prints the standard estimate JSON; numbers match the script-path estimate for an equivalent authored script within the model's own tolerance.
                          Activity
                          Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
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                              None yet
                              Development
                              No branches or pull requests
                              Issue actions
                              
, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode");
}
} catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); }
})();
})();

                              Skip to content
                              estimate.ts: size scriptless problem_spec solves from typed spec fields (drop the Julia-source regexes) #342
                              Open
                              #345
                              Open
                              estimate.ts: size scriptless problem_spec solves from typed spec fields (drop the Julia-source regexes)#342
                              #345
                              Description
                              @aarontrowbridge
                              aarontrowbridge
                              opened on Aug 12, 2026
                              Roadmap context: vault plan `plan-20260812-142100-problemspecs-issimo-roadmap` (W2.3).
                              The problem
                              `packages/amico-run/src/estimate.ts` scrapes `N`/`levels` out of Julia source with regexes (`extractKeyVars`) — and rejects scriptless `problem_spec` solvespecs outright ("no script to size"). Once Phase 3 (#340) makes spec-authored solves the default path, the estimator must not be the step that still demands a script.
                              Tasks
                              •  When the solvespec carries `problem_spec`, parse it (smol-toml) and read the typed fields: `problem.N`, `system.params.levels` (per-component for composites), `pulse.T`, trajectory kind (unitary vs ket vs density drives the dimension scaling), wrapper count (sampling multiplies).
                              •  Emit the same `{sizeClass, estimatedBytes, localRamBytes, offloadSuggested, reason}` JSON contract — the estimator's output shape is unchanged; only the input adapter is new.
                              •  Keep the regex path for script solves (free tier isn't going away); share the size model between both adapters.
                              •  Fixtures: minimal/rich/wrapped problemspec TOMLs from `packages/schema/test/fixtures` reused as estimator inputs.
                              Acceptance
                              • `amico-run estimate` on a scriptless `problem_spec` solvespec prints the standard estimate JSON; numbers match the script-path estimate for an equivalent authored script within the model's own tolerance.
                              Activity
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