RAG embedding path sits below the SAPLING_MODEL_MODE seam — live embed calls fire even in function mode #439

Closed
#454
Closed
RAG embedding path sits below the SAPLING_MODEL_MODE seam — live embed calls fire even in function mode#439
#454
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P2Medium priorityagentsPydantic AI agents / LLM layerbackendBackend / APIbugSomething isn't working

Description

@AndresL230
AndresL230
opened on Jul 28, 2026

Found independently by three journey PRs (#432 upload, #434 tutor, #437 quiz) and verified by the #432 review panel.

services/rag_service.py (_embed_query, _embed_documents_batch) and routes/documents.py::_index_document_chunks (~:1088–1109, incl. the catalog-relevance gate) construct raw google.genai.Clients directly — they predate the #391 seam (agents/_providers.py::model_for) and never consult SAPLING_MODEL_MODE. Consequences in function mode:

  • one live gemini-embedding-001 call per document upload (post-roll, fire-and-forget, except Exception swallowed)
  • one per quiz generate (RAG grounding)
  • one per tutor turn when the course has a course_code

Determinism is unaffected (failures are swallowed → empty results), but the 'hermetic' E2E lane silently bills when a real GEMINI_API_KEY is present. The pytest hermetic guard (#379) can't help — it's an autouse fixture, absent in the live uvicorn.

Fix direction: route embeddings through a seam-aware provider (mode-gated no-op or scripted vectors in non-real modes), or gate _index_document_chunks/_embed_query on _model_mode() == "real". Also relevant to the #354/#358 fresh-client sweep.

Interim mitigation used by the journeys: dummy GEMINI_API_KEY during verification runs.

Part of #402 follow-ups.

🤖 Generated with Claude Code

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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
      RAG embedding path sits below the SAPLING_MODEL_MODE seam — live embed calls fire even in function mode #439
      Closed
      #454
      Closed
      RAG embedding path sits below the SAPLING_MODEL_MODE seam — live embed calls fire even in function mode#439
      #454
      Labels
      P2Medium priorityagentsPydantic AI agents / LLM layerbackendBackend / APIbugSomething isn't working
      Description
      @AndresL230
      AndresL230
      opened on Jul 28, 2026
      Found independently by three journey PRs (#432 upload, #434 tutor, #437 quiz) and verified by the #432 review panel.
      services/rag_service.py (_embed_query, _embed_documents_batch) and routes/documents.py::_index_document_chunks (~:1088–1109, incl. the catalog-relevance gate) construct raw google.genai.Clients directly — they predate the #391 seam (agents/_providers.py::model_for) and never consult SAPLING_MODEL_MODE. Consequences in function mode:
      • one live gemini-embedding-001 call per document upload (post-roll, fire-and-forget, except Exception swallowed)
      • one per quiz generate (RAG grounding)
      • one per tutor turn when the course has a course_code
      Determinism is unaffected (failures are swallowed → empty results), but the 'hermetic' E2E lane silently bills when a real GEMINI_API_KEY is present. The pytest hermetic guard (#379) can't help — it's an autouse fixture, absent in the live uvicorn.
      Fix direction: route embeddings through a seam-aware provider (mode-gated no-op or scripted vectors in non-real modes), or gate _index_document_chunks/_embed_query on _model_mode() == "real". Also relevant to the #354/#358 fresh-client sweep.
      Interim mitigation used by the journeys: dummy GEMINI_API_KEY during verification runs.
      Part of #402 follow-ups.
      🤖 Generated with Claude Code
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      Metadata
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      No one assigned
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          None yet
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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
          RAG embedding path sits below the SAPLING_MODEL_MODE seam — live embed calls fire even in function mode #439
          Closed
          #454
          Closed
          RAG embedding path sits below the SAPLING_MODEL_MODE seam — live embed calls fire even in function mode#439
          #454
          Labels
          P2Medium priorityagentsPydantic AI agents / LLM layerbackendBackend / APIbugSomething isn't working
          Description
          @AndresL230
          AndresL230
          opened on Jul 28, 2026
          Found independently by three journey PRs (#432 upload, #434 tutor, #437 quiz) and verified by the #432 review panel.
          services/rag_service.py (_embed_query, _embed_documents_batch) and routes/documents.py::_index_document_chunks (~:1088–1109, incl. the catalog-relevance gate) construct raw google.genai.Clients directly — they predate the #391 seam (agents/_providers.py::model_for) and never consult SAPLING_MODEL_MODE. Consequences in function mode:
          • one live gemini-embedding-001 call per document upload (post-roll, fire-and-forget, except Exception swallowed)
          • one per quiz generate (RAG grounding)
          • one per tutor turn when the course has a course_code
          Determinism is unaffected (failures are swallowed → empty results), but the 'hermetic' E2E lane silently bills when a real GEMINI_API_KEY is present. The pytest hermetic guard (#379) can't help — it's an autouse fixture, absent in the live uvicorn.
          Fix direction: route embeddings through a seam-aware provider (mode-gated no-op or scripted vectors in non-real modes), or gate _index_document_chunks/_embed_query on _model_mode() == "real". Also relevant to the #354/#358 fresh-client sweep.
          Interim mitigation used by the journeys: dummy GEMINI_API_KEY during verification runs.
          Part of #402 follow-ups.
          🤖 Generated with Claude Code
          Metadata
          Metadata
          Assignees
          No one assigned
            Labels
            P2Medium priorityagentsPydantic AI agents / LLM layerbackendBackend / APIbugSomething isn't working
            Type
            No type
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              No milestone
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              None yet
              Development
              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
              RAG embedding path sits below the SAPLING_MODEL_MODE seam — live embed calls fire even in function mode #439
              Closed
              #454
              Closed
              RAG embedding path sits below the SAPLING_MODEL_MODE seam — live embed calls fire even in function mode#439
              #454
              Labels
              P2Medium priorityagentsPydantic AI agents / LLM layerbackendBackend / APIbugSomething isn't working
              Description
              @AndresL230
              AndresL230
              opened on Jul 28, 2026
              Found independently by three journey PRs (#432 upload, #434 tutor, #437 quiz) and verified by the #432 review panel.
              services/rag_service.py (_embed_query, _embed_documents_batch) and routes/documents.py::_index_document_chunks (~:1088–1109, incl. the catalog-relevance gate) construct raw google.genai.Clients directly — they predate the #391 seam (agents/_providers.py::model_for) and never consult SAPLING_MODEL_MODE. Consequences in function mode:
              • one live gemini-embedding-001 call per document upload (post-roll, fire-and-forget, except Exception swallowed)
              • one per quiz generate (RAG grounding)
              • one per tutor turn when the course has a course_code
              Determinism is unaffected (failures are swallowed → empty results), but the 'hermetic' E2E lane silently bills when a real GEMINI_API_KEY is present. The pytest hermetic guard (#379) can't help — it's an autouse fixture, absent in the live uvicorn.
              Fix direction: route embeddings through a seam-aware provider (mode-gated no-op or scripted vectors in non-real modes), or gate _index_document_chunks/_embed_query on _model_mode() == "real". Also relevant to the #354/#358 fresh-client sweep.
              Interim mitigation used by the journeys: dummy GEMINI_API_KEY during verification runs.
              Part of #402 follow-ups.
              🤖 Generated with Claude Code
              Metadata
              Metadata
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              No one assigned
                Labels
                P2Medium priorityagentsPydantic AI agents / LLM layerbackendBackend / APIbugSomething isn't working
                Type
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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
                  RAG embedding path sits below the SAPLING_MODEL_MODE seam — live embed calls fire even in function mode #439
                  Closed
                  #454
                  Closed
                  RAG embedding path sits below the SAPLING_MODEL_MODE seam — live embed calls fire even in function mode#439
                  #454
                  Labels
                  P2Medium priorityagentsPydantic AI agents / LLM layerbackendBackend / APIbugSomething isn't working
                  Description
                  @AndresL230
                  AndresL230
                  opened on Jul 28, 2026
                  Found independently by three journey PRs (#432 upload, #434 tutor, #437 quiz) and verified by the #432 review panel.
                  services/rag_service.py (_embed_query, _embed_documents_batch) and routes/documents.py::_index_document_chunks (~:1088–1109, incl. the catalog-relevance gate) construct raw google.genai.Clients directly — they predate the #391 seam (agents/_providers.py::model_for) and never consult SAPLING_MODEL_MODE. Consequences in function mode:
                  • one live gemini-embedding-001 call per document upload (post-roll, fire-and-forget, except Exception swallowed)
                  • one per quiz generate (RAG grounding)
                  • one per tutor turn when the course has a course_code
                  Determinism is unaffected (failures are swallowed → empty results), but the 'hermetic' E2E lane silently bills when a real GEMINI_API_KEY is present. The pytest hermetic guard (#379) can't help — it's an autouse fixture, absent in the live uvicorn.
                  Fix direction: route embeddings through a seam-aware provider (mode-gated no-op or scripted vectors in non-real modes), or gate _index_document_chunks/_embed_query on _model_mode() == "real". Also relevant to the #354/#358 fresh-client sweep.
                  Interim mitigation used by the journeys: dummy GEMINI_API_KEY during verification runs.
                  Part of #402 follow-ups.
                  🤖 Generated with Claude Code
                  Metadata
                  Metadata
                  Assignees
                  No one assigned
                    Labels
                    P2Medium priorityagentsPydantic AI agents / LLM layerbackendBackend / APIbugSomething isn't working
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                    No type
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                    No projects
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                      No milestone
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                      None yet
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                      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
                      RAG embedding path sits below the SAPLING_MODEL_MODE seam — live embed calls fire even in function mode #439
                      Closed
                      #454
                      Closed
                      RAG embedding path sits below the SAPLING_MODEL_MODE seam — live embed calls fire even in function mode#439
                      #454
                      Labels
                      P2Medium priorityagentsPydantic AI agents / LLM layerbackendBackend / APIbugSomething isn't working
                      Description
                      @AndresL230
                      AndresL230
                      opened on Jul 28, 2026
                      Found independently by three journey PRs (#432 upload, #434 tutor, #437 quiz) and verified by the #432 review panel.
                      services/rag_service.py (_embed_query, _embed_documents_batch) and routes/documents.py::_index_document_chunks (~:1088–1109, incl. the catalog-relevance gate) construct raw google.genai.Clients directly — they predate the #391 seam (agents/_providers.py::model_for) and never consult SAPLING_MODEL_MODE. Consequences in function mode:
                      • one live gemini-embedding-001 call per document upload (post-roll, fire-and-forget, except Exception swallowed)
                      • one per quiz generate (RAG grounding)
                      • one per tutor turn when the course has a course_code
                      Determinism is unaffected (failures are swallowed → empty results), but the 'hermetic' E2E lane silently bills when a real GEMINI_API_KEY is present. The pytest hermetic guard (#379) can't help — it's an autouse fixture, absent in the live uvicorn.
                      Fix direction: route embeddings through a seam-aware provider (mode-gated no-op or scripted vectors in non-real modes), or gate _index_document_chunks/_embed_query on _model_mode() == "real". Also relevant to the #354/#358 fresh-client sweep.
                      Interim mitigation used by the journeys: dummy GEMINI_API_KEY during verification runs.
                      Part of #402 follow-ups.
                      🤖 Generated with Claude Code
                      Metadata
                      Metadata
                      Assignees
                      No one assigned
                        Labels
                        P2Medium priorityagentsPydantic AI agents / LLM layerbackendBackend / APIbugSomething isn't working
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                          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
                          RAG embedding path sits below the SAPLING_MODEL_MODE seam — live embed calls fire even in function mode #439
                          Closed
                          #454
                          Closed
                          RAG embedding path sits below the SAPLING_MODEL_MODE seam — live embed calls fire even in function mode#439
                          #454
                          Labels
                          P2Medium priorityagentsPydantic AI agents / LLM layerbackendBackend / APIbugSomething isn't working
                          Description
                          @AndresL230
                          AndresL230
                          opened on Jul 28, 2026
                          Found independently by three journey PRs (#432 upload, #434 tutor, #437 quiz) and verified by the #432 review panel.
                          services/rag_service.py (_embed_query, _embed_documents_batch) and routes/documents.py::_index_document_chunks (~:1088–1109, incl. the catalog-relevance gate) construct raw google.genai.Clients directly — they predate the #391 seam (agents/_providers.py::model_for) and never consult SAPLING_MODEL_MODE. Consequences in function mode:
                          • one live gemini-embedding-001 call per document upload (post-roll, fire-and-forget, except Exception swallowed)
                          • one per quiz generate (RAG grounding)
                          • one per tutor turn when the course has a course_code
                          Determinism is unaffected (failures are swallowed → empty results), but the 'hermetic' E2E lane silently bills when a real GEMINI_API_KEY is present. The pytest hermetic guard (#379) can't help — it's an autouse fixture, absent in the live uvicorn.
                          Fix direction: route embeddings through a seam-aware provider (mode-gated no-op or scripted vectors in non-real modes), or gate _index_document_chunks/_embed_query on _model_mode() == "real". Also relevant to the #354/#358 fresh-client sweep.
                          Interim mitigation used by the journeys: dummy GEMINI_API_KEY during verification runs.
                          Part of #402 follow-ups.
                          🤖 Generated with Claude Code
                          Metadata
                          Metadata
                          Assignees
                          No one assigned
                            Labels
                            P2Medium priorityagentsPydantic AI agents / LLM layerbackendBackend / APIbugSomething isn't working
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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("// 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
                              RAG embedding path sits below the SAPLING_MODEL_MODE seam — live embed calls fire even in function mode #439
                              Closed
                              #454
                              Closed
                              RAG embedding path sits below the SAPLING_MODEL_MODE seam — live embed calls fire even in function mode#439
                              #454
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                              P2Medium priorityagentsPydantic AI agents / LLM layerbackendBackend / APIbugSomething isn't working
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                              @AndresL230
                              AndresL230
                              opened on Jul 28, 2026
                              Found independently by three journey PRs (#432 upload, #434 tutor, #437 quiz) and verified by the #432 review panel.
                              services/rag_service.py (_embed_query, _embed_documents_batch) and routes/documents.py::_index_document_chunks (~:1088–1109, incl. the catalog-relevance gate) construct raw google.genai.Clients directly — they predate the #391 seam (agents/_providers.py::model_for) and never consult SAPLING_MODEL_MODE. Consequences in function mode:
                              • one live gemini-embedding-001 call per document upload (post-roll, fire-and-forget, except Exception swallowed)
                              • one per quiz generate (RAG grounding)
                              • one per tutor turn when the course has a course_code
                              Determinism is unaffected (failures are swallowed → empty results), but the 'hermetic' E2E lane silently bills when a real GEMINI_API_KEY is present. The pytest hermetic guard (#379) can't help — it's an autouse fixture, absent in the live uvicorn.
                              Fix direction: route embeddings through a seam-aware provider (mode-gated no-op or scripted vectors in non-real modes), or gate _index_document_chunks/_embed_query on _model_mode() == "real". Also relevant to the #354/#358 fresh-client sweep.
                              Interim mitigation used by the journeys: dummy GEMINI_API_KEY during verification runs.
                              Part of #402 follow-ups.
                              🤖 Generated with Claude Code
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