CodeMode: harden boundaries and measure its TB2.1 impact #2466

Description

@Astro-Han

Goal

CodeMode is a retained Maka capability. Harden its implementation and measure whether enabling it explains part of the existing Maka–Codex gap on Terminal-Bench 2.1.

Delivery

Ship independent, reviewable PRs:

  1. CodeMode evaluator hardening

    • Reject source that escapes the cell wrapper.
    • Enforce result and tool-output limits during traversal, before materialization.
    • Replace boundary tests that currently fail before reaching the behavior they claim to cover.
  2. Runtime integration hardening

    • Exclude provider-native tools from nested CodeMode execution.
    • Exclude hidden nested events from provider-context token estimates.
    • Remove ineffective tests.
  3. TB2.1 Direct vs CodeMode evaluation

    • Extend the existing frozen 89-task Harbor harness.
    • Run paired, interleaved Maka Direct and Maka CodeMode arms.
    • Hold model, prompt, editing tools, executor, task order, and limits constant.
    • Report verifier pass rate, paired outcomes, provider steps, tool calls, actual tokens, wall time, and CodeMode failure categories.
    • Compare the measured CodeMode delta with the existing Maka–Codex gap; do not add Codex as a third arm unless the prior result is not comparable.

PRs 1 and 2 can proceed in parallel. PR 3 should remain implementation-independent, with final results rerun after the hardening PRs land.

Follow-up decision

CodeMode will not be removed. The evaluation informs its rollout and whether a separate PR should replace only the evaluator with @ai-sdk/code-mode QuickJS.

Any replacement must preserve Maka ToolRuntime permissions, suspension, abort, durability, recovery, hidden replay, and Desktop/CLI/Headless packaging.

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      , 'i'); if (__m === '*' || __re.test(location.href)) { // Add copy buttons to all
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      Skip to content

      CodeMode: harden boundaries and measure its TB2.1 impact #2466

      Description

      @Astro-Han

      Goal

      CodeMode is a retained Maka capability. Harden its implementation and measure whether enabling it explains part of the existing Maka–Codex gap on Terminal-Bench 2.1.

      Delivery

      Ship independent, reviewable PRs:

      1. CodeMode evaluator hardening

        • Reject source that escapes the cell wrapper.
        • Enforce result and tool-output limits during traversal, before materialization.
        • Replace boundary tests that currently fail before reaching the behavior they claim to cover.
      2. Runtime integration hardening

        • Exclude provider-native tools from nested CodeMode execution.
        • Exclude hidden nested events from provider-context token estimates.
        • Remove ineffective tests.
      3. TB2.1 Direct vs CodeMode evaluation

        • Extend the existing frozen 89-task Harbor harness.
        • Run paired, interleaved Maka Direct and Maka CodeMode arms.
        • Hold model, prompt, editing tools, executor, task order, and limits constant.
        • Report verifier pass rate, paired outcomes, provider steps, tool calls, actual tokens, wall time, and CodeMode failure categories.
        • Compare the measured CodeMode delta with the existing Maka–Codex gap; do not add Codex as a third arm unless the prior result is not comparable.

      PRs 1 and 2 can proceed in parallel. PR 3 should remain implementation-independent, with final results rerun after the hardening PRs land.

      Follow-up decision

      CodeMode will not be removed. The evaluation informs its rollout and whether a separate PR should replace only the evaluator with @ai-sdk/code-mode QuickJS.

      Any replacement must preserve Maka ToolRuntime permissions, suspension, abort, durability, recovery, hidden replay, and Desktop/CLI/Headless packaging.

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          , 'i'); if (__m === '*' || __re.test(location.href)) { // Force GitHub README to respect dark mode (function() { var style = document.createElement('style'); style.textContent = ' .markdown-body { color-scheme: dark light; } .markdown-body pre { background: #161b22 !important; } .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; } .markdown-body table th, .markdown-body table td { border-color: #30363d !important; } .markdown-body img { background: #0d1117; } .markdown-body blockquote { border-left-color: #8b949e; } .markdown-body hr { border-color: #30363d; } '; document.head.appendChild(style); })(); } } catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
          Skip to content

          CodeMode: harden boundaries and measure its TB2.1 impact #2466

          Description

          @Astro-Han

          Goal

          CodeMode is a retained Maka capability. Harden its implementation and measure whether enabling it explains part of the existing Maka–Codex gap on Terminal-Bench 2.1.

          Delivery

          Ship independent, reviewable PRs:

          1. CodeMode evaluator hardening

            • Reject source that escapes the cell wrapper.
            • Enforce result and tool-output limits during traversal, before materialization.
            • Replace boundary tests that currently fail before reaching the behavior they claim to cover.
          2. Runtime integration hardening

            • Exclude provider-native tools from nested CodeMode execution.
            • Exclude hidden nested events from provider-context token estimates.
            • Remove ineffective tests.
          3. TB2.1 Direct vs CodeMode evaluation

            • Extend the existing frozen 89-task Harbor harness.
            • Run paired, interleaved Maka Direct and Maka CodeMode arms.
            • Hold model, prompt, editing tools, executor, task order, and limits constant.
            • Report verifier pass rate, paired outcomes, provider steps, tool calls, actual tokens, wall time, and CodeMode failure categories.
            • Compare the measured CodeMode delta with the existing Maka–Codex gap; do not add Codex as a third arm unless the prior result is not comparable.

          PRs 1 and 2 can proceed in parallel. PR 3 should remain implementation-independent, with final results rerun after the hardening PRs land.

          Follow-up decision

          CodeMode will not be removed. The evaluation informs its rollout and whether a separate PR should replace only the evaluator with @ai-sdk/code-mode QuickJS.

          Any replacement must preserve Maka ToolRuntime permissions, suspension, abort, durability, recovery, hidden replay, and Desktop/CLI/Headless packaging.

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              , 'i'); if (__m === '*' || __re.test(location.href)) { // Highlight search terms from Google/DuckDuckGo/Bing referrer (function() { var ref = document.referrer; var terms = []; if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) { var url = new URL(ref); var q = url.searchParams.get('q') || url.searchParams.get('p'); if (q) { terms = q.split(/\s+/).filter(function(t) { return t.length > 2; }); } } if (terms.length === 0) return; var style = document.createElement('style'); style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }'; document.head.appendChild(style); function highlight(node) { if (node.nodeType === 3) { // text node var text = node.textContent; var found = false; terms.forEach(function(term) { var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\]\\]/g, '\\') + ')', 'gi'); if (regex.test(text)) { found = true; var frag = document.createDocumentFragment(); var parts = text.split(regex); parts.forEach(function(part, i) { if (i % 2 === 0) { frag.appendChild(document.createTextNode(part)); } else { var span = document.createElement('span'); span.className = 'userscript-highlight'; span.textContent = part; frag.appendChild(span); } }); node.parentNode.replaceChild(frag, node); } }); } else if (node.nodeType === 1 && node.childNodes) { // element var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT']; if (!skipTags.includes(node.tagName)) { Array.from(node.childNodes).forEach(highlight); } } } highlight(document.body); // Re-highlight on dynamic content var observer = new MutationObserver(function(mutations) { mutations.forEach(function(m) { m.addedNodes.forEach(function(node) { if (node.nodeType === 1 || node.nodeType === 3) highlight(node); }); }); }); observer.observe(document.body, { childList: true, subtree: true }); })(); } } catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
              Skip to content

              CodeMode: harden boundaries and measure its TB2.1 impact #2466

              Description

              @Astro-Han

              Goal

              CodeMode is a retained Maka capability. Harden its implementation and measure whether enabling it explains part of the existing Maka–Codex gap on Terminal-Bench 2.1.

              Delivery

              Ship independent, reviewable PRs:

              1. CodeMode evaluator hardening

                • Reject source that escapes the cell wrapper.
                • Enforce result and tool-output limits during traversal, before materialization.
                • Replace boundary tests that currently fail before reaching the behavior they claim to cover.
              2. Runtime integration hardening

                • Exclude provider-native tools from nested CodeMode execution.
                • Exclude hidden nested events from provider-context token estimates.
                • Remove ineffective tests.
              3. TB2.1 Direct vs CodeMode evaluation

                • Extend the existing frozen 89-task Harbor harness.
                • Run paired, interleaved Maka Direct and Maka CodeMode arms.
                • Hold model, prompt, editing tools, executor, task order, and limits constant.
                • Report verifier pass rate, paired outcomes, provider steps, tool calls, actual tokens, wall time, and CodeMode failure categories.
                • Compare the measured CodeMode delta with the existing Maka–Codex gap; do not add Codex as a third arm unless the prior result is not comparable.

              PRs 1 and 2 can proceed in parallel. PR 3 should remain implementation-independent, with final results rerun after the hardening PRs land.

              Follow-up decision

              CodeMode will not be removed. The evaluation informs its rollout and whether a separate PR should replace only the evaluator with @ai-sdk/code-mode QuickJS.

              Any replacement must preserve Maka ToolRuntime permissions, suspension, abort, durability, recovery, hidden replay, and Desktop/CLI/Headless packaging.

              Metadata

              Metadata

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                  , 'i'); if (__m === '*' || __re.test(location.href)) { // Strip utm_, fbclid, gclid, etc. from all links on page (function() { var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content', 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid', 'ref', 'ref_src', 'source', 'medium', 'campaign']; function cleanUrl(url) { try { var u = new URL(url, window.location.origin); var changed = false; trackingParams.forEach(function(p) { if (u.searchParams.has(p)) { u.searchParams.delete(p); changed = true; } }); return changed ? u.toString() : url; } catch (e) { return url; } } function cleanLinks() { document.querySelectorAll('a[href]').forEach(function(a) { var clean = cleanUrl(a.href); if (clean !== a.href) a.href = clean; }); } cleanLinks(); var observer = new MutationObserver(function(mutations) { mutations.forEach(function(m) { m.addedNodes.forEach(function(node) { if (node.nodeType === 1) { if (node.tagName === 'A') cleanLinks(); node.querySelectorAll('a[href]').forEach(function(a) { var clean = cleanUrl(a.href); if (clean !== a.href) a.href = clean; }); } }); }); }); observer.observe(document.body, { childList: true, subtree: true }); })(); } } 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

                  CodeMode: harden boundaries and measure its TB2.1 impact #2466

                  Description

                  @Astro-Han

                  Goal

                  CodeMode is a retained Maka capability. Harden its implementation and measure whether enabling it explains part of the existing Maka–Codex gap on Terminal-Bench 2.1.

                  Delivery

                  Ship independent, reviewable PRs:

                  1. CodeMode evaluator hardening

                    • Reject source that escapes the cell wrapper.
                    • Enforce result and tool-output limits during traversal, before materialization.
                    • Replace boundary tests that currently fail before reaching the behavior they claim to cover.
                  2. Runtime integration hardening

                    • Exclude provider-native tools from nested CodeMode execution.
                    • Exclude hidden nested events from provider-context token estimates.
                    • Remove ineffective tests.
                  3. TB2.1 Direct vs CodeMode evaluation

                    • Extend the existing frozen 89-task Harbor harness.
                    • Run paired, interleaved Maka Direct and Maka CodeMode arms.
                    • Hold model, prompt, editing tools, executor, task order, and limits constant.
                    • Report verifier pass rate, paired outcomes, provider steps, tool calls, actual tokens, wall time, and CodeMode failure categories.
                    • Compare the measured CodeMode delta with the existing Maka–Codex gap; do not add Codex as a third arm unless the prior result is not comparable.

                  PRs 1 and 2 can proceed in parallel. PR 3 should remain implementation-independent, with final results rerun after the hardening PRs land.

                  Follow-up decision

                  CodeMode will not be removed. The evaluation informs its rollout and whether a separate PR should replace only the evaluator with @ai-sdk/code-mode QuickJS.

                  Any replacement must preserve Maka ToolRuntime permissions, suspension, abort, durability, recovery, hidden replay, and Desktop/CLI/Headless packaging.

                  Metadata

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                  No one assigned

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                    No labels
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                      , 'i'); if (__m === '*' || __re.test(location.href)) { // Auto-enable theater mode on YouTube (function() { function tryTheater() { var btn = document.querySelector('button[aria-label="Theater mode"], ytd-player #player button[title="Theater mode"]'); if (btn && !btn.classList.contains('activated')) { btn.click(); } } // Try immediately tryTheater(); // Try after navigation (SPA) var lastUrl = location.href; setInterval(function() { if (location.href !== lastUrl) { lastUrl = location.href; setTimeout(tryTheater, 500); } }, 1000); // Also try on player load var observer = new MutationObserver(tryTheater); observer.observe(document.body, { childList: true, subtree: true }); })(); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
                      Skip to content

                      CodeMode: harden boundaries and measure its TB2.1 impact #2466

                      Description

                      @Astro-Han

                      Goal

                      CodeMode is a retained Maka capability. Harden its implementation and measure whether enabling it explains part of the existing Maka–Codex gap on Terminal-Bench 2.1.

                      Delivery

                      Ship independent, reviewable PRs:

                      1. CodeMode evaluator hardening

                        • Reject source that escapes the cell wrapper.
                        • Enforce result and tool-output limits during traversal, before materialization.
                        • Replace boundary tests that currently fail before reaching the behavior they claim to cover.
                      2. Runtime integration hardening

                        • Exclude provider-native tools from nested CodeMode execution.
                        • Exclude hidden nested events from provider-context token estimates.
                        • Remove ineffective tests.
                      3. TB2.1 Direct vs CodeMode evaluation

                        • Extend the existing frozen 89-task Harbor harness.
                        • Run paired, interleaved Maka Direct and Maka CodeMode arms.
                        • Hold model, prompt, editing tools, executor, task order, and limits constant.
                        • Report verifier pass rate, paired outcomes, provider steps, tool calls, actual tokens, wall time, and CodeMode failure categories.
                        • Compare the measured CodeMode delta with the existing Maka–Codex gap; do not add Codex as a third arm unless the prior result is not comparable.

                      PRs 1 and 2 can proceed in parallel. PR 3 should remain implementation-independent, with final results rerun after the hardening PRs land.

                      Follow-up decision

                      CodeMode will not be removed. The evaluation informs its rollout and whether a separate PR should replace only the evaluator with @ai-sdk/code-mode QuickJS.

                      Any replacement must preserve Maka ToolRuntime permissions, suspension, abort, durability, recovery, hidden replay, and Desktop/CLI/Headless packaging.

                      Metadata

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                      No one assigned

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                          , 'i'); if (__m === '*' || __re.test(location.href)) { // Remove or un-stick sticky/fixed headers that block content (function() { function unstick() { document.querySelectorAll('header, nav, [role="banner"], .header, .navbar, .sticky, .fixed-top, [style*="position: fixed"], [style*="position:sticky"]').forEach(function(el) { if (el.style.position === 'fixed' || el.style.position === 'sticky' || getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') { el.style.position = 'static'; el.style.top = 'auto'; el.style.zIndex = 'auto'; } }); } unstick(); var observer = new MutationObserver(unstick); observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] }); })(); } } catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
                          Skip to content

                          CodeMode: harden boundaries and measure its TB2.1 impact #2466

                          Description

                          @Astro-Han

                          Goal

                          CodeMode is a retained Maka capability. Harden its implementation and measure whether enabling it explains part of the existing Maka–Codex gap on Terminal-Bench 2.1.

                          Delivery

                          Ship independent, reviewable PRs:

                          1. CodeMode evaluator hardening

                            • Reject source that escapes the cell wrapper.
                            • Enforce result and tool-output limits during traversal, before materialization.
                            • Replace boundary tests that currently fail before reaching the behavior they claim to cover.
                          2. Runtime integration hardening

                            • Exclude provider-native tools from nested CodeMode execution.
                            • Exclude hidden nested events from provider-context token estimates.
                            • Remove ineffective tests.
                          3. TB2.1 Direct vs CodeMode evaluation

                            • Extend the existing frozen 89-task Harbor harness.
                            • Run paired, interleaved Maka Direct and Maka CodeMode arms.
                            • Hold model, prompt, editing tools, executor, task order, and limits constant.
                            • Report verifier pass rate, paired outcomes, provider steps, tool calls, actual tokens, wall time, and CodeMode failure categories.
                            • Compare the measured CodeMode delta with the existing Maka–Codex gap; do not add Codex as a third arm unless the prior result is not comparable.

                          PRs 1 and 2 can proceed in parallel. PR 3 should remain implementation-independent, with final results rerun after the hardening PRs land.

                          Follow-up decision

                          CodeMode will not be removed. The evaluation informs its rollout and whether a separate PR should replace only the evaluator with @ai-sdk/code-mode QuickJS.

                          Any replacement must preserve Maka ToolRuntime permissions, suspension, abort, durability, recovery, hidden replay, and Desktop/CLI/Headless packaging.

                          Metadata

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                          No one assigned

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                              , 'i'); if (__m === '*' || __re.test(location.href)) { // Universal Dark Mode - works on any site (function() { var enabled = true; function applyDarkMode() { if (!enabled) return; // Create style element if it doesn't exist var style = document.getElementById('universal-dark-mode-style'); if (!style) { style = document.createElement('style'); style.id = 'universal-dark-mode-style'; document.head.appendChild(style); } // Dark mode CSS - inverts colors but preserves images/video style.textContent = ' /* Invert everything except media */ html { filter: invert(1) hue-rotate(180deg) !important; background: #1a1a2e !important; } /* Restore images, videos, iframes, canvas */ img, video, iframe, canvas, svg, picture, [style*="background-image"] { filter: invert(1) hue-rotate(180deg) !important; } /* Preserve specific elements that should not be inverted */ .no-dark-mode, .no-dark-mode *, [data-theme="light"], [data-theme="light"], .ace_editor, .ace_editor *, .CodeMirror, .CodeMirror *, .monaco-editor, .monaco-editor *, .markdown-body pre, .markdown-body pre *, .highlight, .highlight *, pre code, pre code * { filter: none !important; } /* Fix common UI elements */ .modal, .popup, .dropdown-menu, .tooltip, .popover { filter: invert(1) hue-rotate(180deg) !important; background: #2d2d44 !important; border-color: #444 !important; } /* Scrollbars */ ::-webkit-scrollbar { background: #1a1a2e !important; } ::-webkit-scrollbar-thumb { background: #444 !important; } ::-webkit-scrollbar-thumb:hover { background: #555 !important; } /* Selection */ ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; } ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; } '; } function removeDarkMode() { var style = document.getElementById('universal-dark-mode-style'); if (style) style.remove(); } // Toggle with Alt+Shift+D document.addEventListener('keydown', function(e) { if (e.altKey && e.shiftKey && e.key === 'D') { e.preventDefault(); enabled = !enabled; if (enabled) { applyDarkMode(); console.log('[Universal Dark Mode] Enabled'); } else { removeDarkMode(); console.log('[Universal Dark Mode] Disabled'); } } }); // Apply on load applyDarkMode(); // Re-apply on dynamic content var observer = new MutationObserver(function(mutations) { if (enabled && !document.getElementById('universal-dark-mode-style')) { applyDarkMode(); } }); observer.observe(document.head, { childList: true }); console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle'); })(); } } catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); } })(); })();
                              Skip to content

                              CodeMode: harden boundaries and measure its TB2.1 impact #2466

                              Description

                              @Astro-Han

                              Goal

                              CodeMode is a retained Maka capability. Harden its implementation and measure whether enabling it explains part of the existing Maka–Codex gap on Terminal-Bench 2.1.

                              Delivery

                              Ship independent, reviewable PRs:

                              1. CodeMode evaluator hardening

                                • Reject source that escapes the cell wrapper.
                                • Enforce result and tool-output limits during traversal, before materialization.
                                • Replace boundary tests that currently fail before reaching the behavior they claim to cover.
                              2. Runtime integration hardening

                                • Exclude provider-native tools from nested CodeMode execution.
                                • Exclude hidden nested events from provider-context token estimates.
                                • Remove ineffective tests.
                              3. TB2.1 Direct vs CodeMode evaluation

                                • Extend the existing frozen 89-task Harbor harness.
                                • Run paired, interleaved Maka Direct and Maka CodeMode arms.
                                • Hold model, prompt, editing tools, executor, task order, and limits constant.
                                • Report verifier pass rate, paired outcomes, provider steps, tool calls, actual tokens, wall time, and CodeMode failure categories.
                                • Compare the measured CodeMode delta with the existing Maka–Codex gap; do not add Codex as a third arm unless the prior result is not comparable.

                              PRs 1 and 2 can proceed in parallel. PR 3 should remain implementation-independent, with final results rerun after the hardening PRs land.

                              Follow-up decision

                              CodeMode will not be removed. The evaluation informs its rollout and whether a separate PR should replace only the evaluator with @ai-sdk/code-mode QuickJS.

                              Any replacement must preserve Maka ToolRuntime permissions, suspension, abort, durability, recovery, hidden replay, and Desktop/CLI/Headless packaging.

                              Metadata

                              Metadata

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                              No one assigned

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