quiz signals: read tutor recency from node_mastery_events, with the message scan as fallback #596

Description

@AndresL230

What

services/quiz_signals.py::_tutor_recency answers "when did the tutor last cover THIS concept?"
by reading sessions (owner + offering scoped, bounded) and then scanning the
graph_update_json column of the messages in those sessions for a matching concept_name.

node_mastery_events is the better primary read for that question:

Why this is a follow-up and not a drop-in

The reviewer who proposed it and the one who checked it disagreed, and the checker was right —
it is a supplement, not a replacement:

  • Unclassified turns write a NULL event_type. A mastery event exists but does not identify
    itself as a tutor turn, so "last tutored" cannot be read off it without deciding what a NULL
    means.
  • A new-node introduction writes no mastery event at all. The first time the tutor introduces
    a concept — often the most interesting "we just covered this" case — there is nothing in
    node_mastery_events to find.

So a straight swap would trade one silent miss for two different ones. The work is to decide the
combination: node_mastery_events as the primary read (cheap, indexed, keyspace-proof) with the
sessions/messages scan kept as the fallback that covers introductions and unclassified turns —
and to pin both halves with tests that fail against the primary read alone.

Where

  • backend/services/quiz_signals.py::_tutor_recency (and _TUTOR_SESSION_SCAN /
    _TUTOR_MESSAGE_SCAN, which exist only to bound the current shape)
  • backend/tests/test_quiz_signals.py::TestTutorRecency

Raised in the #592 merge-gate review (finding C14) against #556 / epic #537. Not blocking:
the current read is correct, just more expensive and more fragile than it needs to be.

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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

      quiz signals: read tutor recency from node_mastery_events, with the message scan as fallback #596

      Description

      @AndresL230

      What

      services/quiz_signals.py::_tutor_recency answers "when did the tutor last cover THIS concept?"
      by reading sessions (owner + offering scoped, bounded) and then scanning the
      graph_update_json column of the messages in those sessions for a matching concept_name.

      node_mastery_events is the better primary read for that question:

      Why this is a follow-up and not a drop-in

      The reviewer who proposed it and the one who checked it disagreed, and the checker was right —
      it is a supplement, not a replacement:

      • Unclassified turns write a NULL event_type. A mastery event exists but does not identify
        itself as a tutor turn, so "last tutored" cannot be read off it without deciding what a NULL
        means.
      • A new-node introduction writes no mastery event at all. The first time the tutor introduces
        a concept — often the most interesting "we just covered this" case — there is nothing in
        node_mastery_events to find.

      So a straight swap would trade one silent miss for two different ones. The work is to decide the
      combination: node_mastery_events as the primary read (cheap, indexed, keyspace-proof) with the
      sessions/messages scan kept as the fallback that covers introductions and unclassified turns —
      and to pin both halves with tests that fail against the primary read alone.

      Where

      • backend/services/quiz_signals.py::_tutor_recency (and _TUTOR_SESSION_SCAN /
        _TUTOR_MESSAGE_SCAN, which exist only to bound the current shape)
      • backend/tests/test_quiz_signals.py::TestTutorRecency

      Raised in the #592 merge-gate review (finding C14) against #556 / epic #537. Not blocking:
      the current read is correct, just more expensive and more fragile than it needs to be.

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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

          quiz signals: read tutor recency from node_mastery_events, with the message scan as fallback #596

          Description

          @AndresL230

          What

          services/quiz_signals.py::_tutor_recency answers "when did the tutor last cover THIS concept?"
          by reading sessions (owner + offering scoped, bounded) and then scanning the
          graph_update_json column of the messages in those sessions for a matching concept_name.

          node_mastery_events is the better primary read for that question:

          Why this is a follow-up and not a drop-in

          The reviewer who proposed it and the one who checked it disagreed, and the checker was right —
          it is a supplement, not a replacement:

          • Unclassified turns write a NULL event_type. A mastery event exists but does not identify
            itself as a tutor turn, so "last tutored" cannot be read off it without deciding what a NULL
            means.
          • A new-node introduction writes no mastery event at all. The first time the tutor introduces
            a concept — often the most interesting "we just covered this" case — there is nothing in
            node_mastery_events to find.

          So a straight swap would trade one silent miss for two different ones. The work is to decide the
          combination: node_mastery_events as the primary read (cheap, indexed, keyspace-proof) with the
          sessions/messages scan kept as the fallback that covers introductions and unclassified turns —
          and to pin both halves with tests that fail against the primary read alone.

          Where

          • backend/services/quiz_signals.py::_tutor_recency (and _TUTOR_SESSION_SCAN /
            _TUTOR_MESSAGE_SCAN, which exist only to bound the current shape)
          • backend/tests/test_quiz_signals.py::TestTutorRecency

          Raised in the #592 merge-gate review (finding C14) against #556 / epic #537. Not blocking:
          the current read is correct, just more expensive and more fragile than it needs to be.

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          No one assigned

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              No milestone

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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("// 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

              quiz signals: read tutor recency from node_mastery_events, with the message scan as fallback #596

              Description

              @AndresL230

              What

              services/quiz_signals.py::_tutor_recency answers "when did the tutor last cover THIS concept?"
              by reading sessions (owner + offering scoped, bounded) and then scanning the
              graph_update_json column of the messages in those sessions for a matching concept_name.

              node_mastery_events is the better primary read for that question:

              Why this is a follow-up and not a drop-in

              The reviewer who proposed it and the one who checked it disagreed, and the checker was right —
              it is a supplement, not a replacement:

              • Unclassified turns write a NULL event_type. A mastery event exists but does not identify
                itself as a tutor turn, so "last tutored" cannot be read off it without deciding what a NULL
                means.
              • A new-node introduction writes no mastery event at all. The first time the tutor introduces
                a concept — often the most interesting "we just covered this" case — there is nothing in
                node_mastery_events to find.

              So a straight swap would trade one silent miss for two different ones. The work is to decide the
              combination: node_mastery_events as the primary read (cheap, indexed, keyspace-proof) with the
              sessions/messages scan kept as the fallback that covers introductions and unclassified turns —
              and to pin both halves with tests that fail against the primary read alone.

              Where

              • backend/services/quiz_signals.py::_tutor_recency (and _TUTOR_SESSION_SCAN /
                _TUTOR_MESSAGE_SCAN, which exist only to bound the current shape)
              • backend/tests/test_quiz_signals.py::TestTutorRecency

              Raised in the #592 merge-gate review (finding C14) against #556 / epic #537. Not blocking:
              the current read is correct, just more expensive and more fragile than it needs to be.

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              No one assigned

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                  No branches or pull requests

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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

                  quiz signals: read tutor recency from node_mastery_events, with the message scan as fallback #596

                  Description

                  @AndresL230

                  What

                  services/quiz_signals.py::_tutor_recency answers "when did the tutor last cover THIS concept?"
                  by reading sessions (owner + offering scoped, bounded) and then scanning the
                  graph_update_json column of the messages in those sessions for a matching concept_name.

                  node_mastery_events is the better primary read for that question:

                  Why this is a follow-up and not a drop-in

                  The reviewer who proposed it and the one who checked it disagreed, and the checker was right —
                  it is a supplement, not a replacement:

                  • Unclassified turns write a NULL event_type. A mastery event exists but does not identify
                    itself as a tutor turn, so "last tutored" cannot be read off it without deciding what a NULL
                    means.
                  • A new-node introduction writes no mastery event at all. The first time the tutor introduces
                    a concept — often the most interesting "we just covered this" case — there is nothing in
                    node_mastery_events to find.

                  So a straight swap would trade one silent miss for two different ones. The work is to decide the
                  combination: node_mastery_events as the primary read (cheap, indexed, keyspace-proof) with the
                  sessions/messages scan kept as the fallback that covers introductions and unclassified turns —
                  and to pin both halves with tests that fail against the primary read alone.

                  Where

                  • backend/services/quiz_signals.py::_tutor_recency (and _TUTOR_SESSION_SCAN /
                    _TUTOR_MESSAGE_SCAN, which exist only to bound the current shape)
                  • backend/tests/test_quiz_signals.py::TestTutorRecency

                  Raised in the #592 merge-gate review (finding C14) against #556 / epic #537. Not blocking:
                  the current read is correct, just more expensive and more fragile than it needs to be.

                  Metadata

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                  No one assigned

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                    No type

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                    No projects

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                      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

                      quiz signals: read tutor recency from node_mastery_events, with the message scan as fallback #596

                      Description

                      @AndresL230

                      What

                      services/quiz_signals.py::_tutor_recency answers "when did the tutor last cover THIS concept?"
                      by reading sessions (owner + offering scoped, bounded) and then scanning the
                      graph_update_json column of the messages in those sessions for a matching concept_name.

                      node_mastery_events is the better primary read for that question:

                      Why this is a follow-up and not a drop-in

                      The reviewer who proposed it and the one who checked it disagreed, and the checker was right —
                      it is a supplement, not a replacement:

                      • Unclassified turns write a NULL event_type. A mastery event exists but does not identify
                        itself as a tutor turn, so "last tutored" cannot be read off it without deciding what a NULL
                        means.
                      • A new-node introduction writes no mastery event at all. The first time the tutor introduces
                        a concept — often the most interesting "we just covered this" case — there is nothing in
                        node_mastery_events to find.

                      So a straight swap would trade one silent miss for two different ones. The work is to decide the
                      combination: node_mastery_events as the primary read (cheap, indexed, keyspace-proof) with the
                      sessions/messages scan kept as the fallback that covers introductions and unclassified turns —
                      and to pin both halves with tests that fail against the primary read alone.

                      Where

                      • backend/services/quiz_signals.py::_tutor_recency (and _TUTOR_SESSION_SCAN /
                        _TUTOR_MESSAGE_SCAN, which exist only to bound the current shape)
                      • backend/tests/test_quiz_signals.py::TestTutorRecency

                      Raised in the #592 merge-gate review (finding C14) against #556 / epic #537. Not blocking:
                      the current read is correct, just more expensive and more fragile than it needs to be.

                      Metadata

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                      Assignees

                      No one assigned

                        Labels

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                        No type

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                        No projects

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                          No milestone

                          Relationships

                          None yet

                          Development

                          No branches or pull requests

                          Issue actions

                          , '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

                          quiz signals: read tutor recency from node_mastery_events, with the message scan as fallback #596

                          Description

                          @AndresL230

                          What

                          services/quiz_signals.py::_tutor_recency answers "when did the tutor last cover THIS concept?"
                          by reading sessions (owner + offering scoped, bounded) and then scanning the
                          graph_update_json column of the messages in those sessions for a matching concept_name.

                          node_mastery_events is the better primary read for that question:

                          Why this is a follow-up and not a drop-in

                          The reviewer who proposed it and the one who checked it disagreed, and the checker was right —
                          it is a supplement, not a replacement:

                          • Unclassified turns write a NULL event_type. A mastery event exists but does not identify
                            itself as a tutor turn, so "last tutored" cannot be read off it without deciding what a NULL
                            means.
                          • A new-node introduction writes no mastery event at all. The first time the tutor introduces
                            a concept — often the most interesting "we just covered this" case — there is nothing in
                            node_mastery_events to find.

                          So a straight swap would trade one silent miss for two different ones. The work is to decide the
                          combination: node_mastery_events as the primary read (cheap, indexed, keyspace-proof) with the
                          sessions/messages scan kept as the fallback that covers introductions and unclassified turns —
                          and to pin both halves with tests that fail against the primary read alone.

                          Where

                          • backend/services/quiz_signals.py::_tutor_recency (and _TUTOR_SESSION_SCAN /
                            _TUTOR_MESSAGE_SCAN, which exist only to bound the current shape)
                          • backend/tests/test_quiz_signals.py::TestTutorRecency

                          Raised in the #592 merge-gate review (finding C14) against #556 / epic #537. Not blocking:
                          the current read is correct, just more expensive and more fragile than it needs to be.

                          Metadata

                          Metadata

                          Assignees

                          No one assigned

                            Labels

                            No labels
                            No labels

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                            No type

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                            No projects

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                              No milestone

                              Relationships

                              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

                              quiz signals: read tutor recency from node_mastery_events, with the message scan as fallback #596

                              Description

                              @AndresL230

                              What

                              services/quiz_signals.py::_tutor_recency answers "when did the tutor last cover THIS concept?"
                              by reading sessions (owner + offering scoped, bounded) and then scanning the
                              graph_update_json column of the messages in those sessions for a matching concept_name.

                              node_mastery_events is the better primary read for that question:

                              Why this is a follow-up and not a drop-in

                              The reviewer who proposed it and the one who checked it disagreed, and the checker was right —
                              it is a supplement, not a replacement:

                              • Unclassified turns write a NULL event_type. A mastery event exists but does not identify
                                itself as a tutor turn, so "last tutored" cannot be read off it without deciding what a NULL
                                means.
                              • A new-node introduction writes no mastery event at all. The first time the tutor introduces
                                a concept — often the most interesting "we just covered this" case — there is nothing in
                                node_mastery_events to find.

                              So a straight swap would trade one silent miss for two different ones. The work is to decide the
                              combination: node_mastery_events as the primary read (cheap, indexed, keyspace-proof) with the
                              sessions/messages scan kept as the fallback that covers introductions and unclassified turns —
                              and to pin both halves with tests that fail against the primary read alone.

                              Where

                              • backend/services/quiz_signals.py::_tutor_recency (and _TUTOR_SESSION_SCAN /
                                _TUTOR_MESSAGE_SCAN, which exist only to bound the current shape)
                              • backend/tests/test_quiz_signals.py::TestTutorRecency

                              Raised in the #592 merge-gate review (finding C14) against #556 / epic #537. Not blocking:
                              the current read is correct, just more expensive and more fragile than it needs to be.

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