Files just over the 300-line threshold fall below the interception break-even #12

Description

@HackPoint

What

The 300-line interception threshold admits files that cannot repay what interception costs. Interception blocks a Read, so the model spends another round; break-even is 5,383 avoided tokens per read. Files just over the threshold avoid roughly 2,100-3,300 tokens, which is less than they cost. 17 of the 31 files in the repository's corpus fall short. The corpus is still net positive (+$2.64), so the threshold pays in aggregate, but "the optimizer saves 94%" is false for those 17 files. What is missing is a measured threshold rather than another guess at one.

Evidence

  • Break-even of 5,383 avoided tokens per read: Econ::s_min(), crates/lumen-core/src/econ.rs:139.
  • 17 of 31 files below break-even, named individually rather than averaged away: the_files_where_interception_does_not_pay_are_named, crates/lumen-mcp/tests/efficiency.rs:267.
  • Net +$2.64 across the corpus, with the extra round subtracted: the_net_value_prices_in_the_round_interception_costs, crates/lumen-mcp/tests/efficiency.rs:219.
  • Largest single win in the corpus: lumenator/src-tauri/src/setup.rs, 41,649 tokens avoided.
  • Threshold default: DEFAULT_LINE_THRESHOLD, crates/lumen-core/src/coverage.rs:44. The per-run override is read by the hook — .claude/hooks/lumen_read_intercept.sh:31, THRESHOLD="${LUMEN_LINE_THRESHOLD:-300}" — not by the Rust classifier, which uses the constant at coverage.rs:108.
  • The efficiency suite pins its own copy at crates/lumen-mcp/tests/efficiency.rs:31, which is what a sweep has to parameterize. The suite reads no environment variable, so LUMEN_LINE_THRESHOLD does not move it today.

Raising the threshold is the obvious response and it is not clearly right. The loss on a 310-line file is small and bounded; the gain on setup.rs is 41,649 tokens. Moving the threshold up to avoid small losses also forfeits the long tail of moderate wins, and nobody has measured where the crossover actually sits. Since the threshold is already configurable per run through the hook's LUMEN_LINE_THRESHOLD, the sweep needs no product change to perform — only the pinned constant in the test has to give way.

Acceptance criteria

  • The efficiency suite prints net value for candidate thresholds 300, 400, 500, 600 and 800, one line per candidate.
  • Each candidate line also reports how many corpus files fall below break-even at that threshold.
  • The 300 row reproduces the figures recorded here — 17 of 31 files below break-even, net +$2.64 — allowing for drift, since the corpus is walked from the working tree and moves as files are added or grow.
  • The sweep runs from the existing test binary with no source change to the MCP server.
  • Any published savings percentage states the corpus and threshold it was measured on, or is removed.
  • A new default threshold is adopted only if it improves net value on at least two independent corpora; otherwise the default stays 300 and the measured curve is recorded on this issue.

How to test

From the repository root:

cargo test --release -p lumen-mcp --test efficiency -- --nocapture

Today this prints a single net-value block and one named list of the files below break-even. Once the sweep lands, expect one net-value line per candidate threshold alongside that list, with the 300 candidate reproducing 17 of 31 files short and net +$2.64.

The environment variable does not reach this test:

LUMEN_LINE_THRESHOLD=500 cargo test --release -p lumen-mcp --test efficiency -- --nocapture

This runs and changes nothing — the suite reads no environment variable, so the constant at crates/lumen-mcp/tests/efficiency.rs:31 still selects the corpus. Whether the sweep is driven by that variable or by an in-test list of candidates is an implementation choice; either way the pinned constant has to go. The variable is honoured only by the hook (.claude/hooks/lumen_read_intercept.sh:31), which is where a candidate threshold can be tried against real reads without editing anything.

Activity

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Metadata

Metadata

Assignees

No one assigned

    Labels

    measurementMetering or reporting accuracy

    Projects

    No projects

      Relationships

      None yet

      Development

      No branches or pull requests

      Issue actions

      , 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all \u003cpre\u003e\u003ccode\u003e 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

      Files just over the 300-line threshold fall below the interception break-even #12

      Description

      @HackPoint

      What

      The 300-line interception threshold admits files that cannot repay what interception costs. Interception blocks a Read, so the model spends another round; break-even is 5,383 avoided tokens per read. Files just over the threshold avoid roughly 2,100-3,300 tokens, which is less than they cost. 17 of the 31 files in the repository's corpus fall short. The corpus is still net positive (+$2.64), so the threshold pays in aggregate, but "the optimizer saves 94%" is false for those 17 files. What is missing is a measured threshold rather than another guess at one.

      Evidence

      • Break-even of 5,383 avoided tokens per read: Econ::s_min(), crates/lumen-core/src/econ.rs:139.
      • 17 of 31 files below break-even, named individually rather than averaged away: the_files_where_interception_does_not_pay_are_named, crates/lumen-mcp/tests/efficiency.rs:267.
      • Net +$2.64 across the corpus, with the extra round subtracted: the_net_value_prices_in_the_round_interception_costs, crates/lumen-mcp/tests/efficiency.rs:219.
      • Largest single win in the corpus: lumenator/src-tauri/src/setup.rs, 41,649 tokens avoided.
      • Threshold default: DEFAULT_LINE_THRESHOLD, crates/lumen-core/src/coverage.rs:44. The per-run override is read by the hook — .claude/hooks/lumen_read_intercept.sh:31, THRESHOLD="${LUMEN_LINE_THRESHOLD:-300}" — not by the Rust classifier, which uses the constant at coverage.rs:108.
      • The efficiency suite pins its own copy at crates/lumen-mcp/tests/efficiency.rs:31, which is what a sweep has to parameterize. The suite reads no environment variable, so LUMEN_LINE_THRESHOLD does not move it today.

      Raising the threshold is the obvious response and it is not clearly right. The loss on a 310-line file is small and bounded; the gain on setup.rs is 41,649 tokens. Moving the threshold up to avoid small losses also forfeits the long tail of moderate wins, and nobody has measured where the crossover actually sits. Since the threshold is already configurable per run through the hook's LUMEN_LINE_THRESHOLD, the sweep needs no product change to perform — only the pinned constant in the test has to give way.

      Acceptance criteria

      • The efficiency suite prints net value for candidate thresholds 300, 400, 500, 600 and 800, one line per candidate.
      • Each candidate line also reports how many corpus files fall below break-even at that threshold.
      • The 300 row reproduces the figures recorded here — 17 of 31 files below break-even, net +$2.64 — allowing for drift, since the corpus is walked from the working tree and moves as files are added or grow.
      • The sweep runs from the existing test binary with no source change to the MCP server.
      • Any published savings percentage states the corpus and threshold it was measured on, or is removed.
      • A new default threshold is adopted only if it improves net value on at least two independent corpora; otherwise the default stays 300 and the measured curve is recorded on this issue.

      How to test

      From the repository root:

      cargo test --release -p lumen-mcp --test efficiency -- --nocapture

      Today this prints a single net-value block and one named list of the files below break-even. Once the sweep lands, expect one net-value line per candidate threshold alongside that list, with the 300 candidate reproducing 17 of 31 files short and net +$2.64.

      The environment variable does not reach this test:

      LUMEN_LINE_THRESHOLD=500 cargo test --release -p lumen-mcp --test efficiency -- --nocapture

      This runs and changes nothing — the suite reads no environment variable, so the constant at crates/lumen-mcp/tests/efficiency.rs:31 still selects the corpus. Whether the sweep is driven by that variable or by an in-test list of candidates is an implementation choice; either way the pinned constant has to go. The variable is honoured only by the hook (.claude/hooks/lumen_read_intercept.sh:31), which is where a candidate threshold can be tried against real reads without editing anything.

      Activity

      Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

      Metadata

      Metadata

      Assignees

      No one assigned

        Labels

        measurementMetering or reporting accuracy

        Projects

        No projects

          Relationships

          None yet

          Development

          No branches or pull requests

          Issue actions

          , '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

          Files just over the 300-line threshold fall below the interception break-even #12

          Description

          @HackPoint

          What

          The 300-line interception threshold admits files that cannot repay what interception costs. Interception blocks a Read, so the model spends another round; break-even is 5,383 avoided tokens per read. Files just over the threshold avoid roughly 2,100-3,300 tokens, which is less than they cost. 17 of the 31 files in the repository's corpus fall short. The corpus is still net positive (+$2.64), so the threshold pays in aggregate, but "the optimizer saves 94%" is false for those 17 files. What is missing is a measured threshold rather than another guess at one.

          Evidence

          • Break-even of 5,383 avoided tokens per read: Econ::s_min(), crates/lumen-core/src/econ.rs:139.
          • 17 of 31 files below break-even, named individually rather than averaged away: the_files_where_interception_does_not_pay_are_named, crates/lumen-mcp/tests/efficiency.rs:267.
          • Net +$2.64 across the corpus, with the extra round subtracted: the_net_value_prices_in_the_round_interception_costs, crates/lumen-mcp/tests/efficiency.rs:219.
          • Largest single win in the corpus: lumenator/src-tauri/src/setup.rs, 41,649 tokens avoided.
          • Threshold default: DEFAULT_LINE_THRESHOLD, crates/lumen-core/src/coverage.rs:44. The per-run override is read by the hook — .claude/hooks/lumen_read_intercept.sh:31, THRESHOLD="${LUMEN_LINE_THRESHOLD:-300}" — not by the Rust classifier, which uses the constant at coverage.rs:108.
          • The efficiency suite pins its own copy at crates/lumen-mcp/tests/efficiency.rs:31, which is what a sweep has to parameterize. The suite reads no environment variable, so LUMEN_LINE_THRESHOLD does not move it today.

          Raising the threshold is the obvious response and it is not clearly right. The loss on a 310-line file is small and bounded; the gain on setup.rs is 41,649 tokens. Moving the threshold up to avoid small losses also forfeits the long tail of moderate wins, and nobody has measured where the crossover actually sits. Since the threshold is already configurable per run through the hook's LUMEN_LINE_THRESHOLD, the sweep needs no product change to perform — only the pinned constant in the test has to give way.

          Acceptance criteria

          • The efficiency suite prints net value for candidate thresholds 300, 400, 500, 600 and 800, one line per candidate.
          • Each candidate line also reports how many corpus files fall below break-even at that threshold.
          • The 300 row reproduces the figures recorded here — 17 of 31 files below break-even, net +$2.64 — allowing for drift, since the corpus is walked from the working tree and moves as files are added or grow.
          • The sweep runs from the existing test binary with no source change to the MCP server.
          • Any published savings percentage states the corpus and threshold it was measured on, or is removed.
          • A new default threshold is adopted only if it improves net value on at least two independent corpora; otherwise the default stays 300 and the measured curve is recorded on this issue.

          How to test

          From the repository root:

          cargo test --release -p lumen-mcp --test efficiency -- --nocapture

          Today this prints a single net-value block and one named list of the files below break-even. Once the sweep lands, expect one net-value line per candidate threshold alongside that list, with the 300 candidate reproducing 17 of 31 files short and net +$2.64.

          The environment variable does not reach this test:

          LUMEN_LINE_THRESHOLD=500 cargo test --release -p lumen-mcp --test efficiency -- --nocapture

          This runs and changes nothing — the suite reads no environment variable, so the constant at crates/lumen-mcp/tests/efficiency.rs:31 still selects the corpus. Whether the sweep is driven by that variable or by an in-test list of candidates is an implementation choice; either way the pinned constant has to go. The variable is honoured only by the hook (.claude/hooks/lumen_read_intercept.sh:31), which is where a candidate threshold can be tried against real reads without editing anything.

          Activity

          Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

          Metadata

          Metadata

          Assignees

          No one assigned

            Labels

            measurementMetering or reporting accuracy

            Projects

            No projects

              Relationships

              None yet

              Development

              No branches or pull requests

              Issue actions

              , '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 \u003e 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

              Files just over the 300-line threshold fall below the interception break-even #12

              Description

              @HackPoint

              What

              The 300-line interception threshold admits files that cannot repay what interception costs. Interception blocks a Read, so the model spends another round; break-even is 5,383 avoided tokens per read. Files just over the threshold avoid roughly 2,100-3,300 tokens, which is less than they cost. 17 of the 31 files in the repository's corpus fall short. The corpus is still net positive (+$2.64), so the threshold pays in aggregate, but "the optimizer saves 94%" is false for those 17 files. What is missing is a measured threshold rather than another guess at one.

              Evidence

              • Break-even of 5,383 avoided tokens per read: Econ::s_min(), crates/lumen-core/src/econ.rs:139.
              • 17 of 31 files below break-even, named individually rather than averaged away: the_files_where_interception_does_not_pay_are_named, crates/lumen-mcp/tests/efficiency.rs:267.
              • Net +$2.64 across the corpus, with the extra round subtracted: the_net_value_prices_in_the_round_interception_costs, crates/lumen-mcp/tests/efficiency.rs:219.
              • Largest single win in the corpus: lumenator/src-tauri/src/setup.rs, 41,649 tokens avoided.
              • Threshold default: DEFAULT_LINE_THRESHOLD, crates/lumen-core/src/coverage.rs:44. The per-run override is read by the hook — .claude/hooks/lumen_read_intercept.sh:31, THRESHOLD="${LUMEN_LINE_THRESHOLD:-300}" — not by the Rust classifier, which uses the constant at coverage.rs:108.
              • The efficiency suite pins its own copy at crates/lumen-mcp/tests/efficiency.rs:31, which is what a sweep has to parameterize. The suite reads no environment variable, so LUMEN_LINE_THRESHOLD does not move it today.

              Raising the threshold is the obvious response and it is not clearly right. The loss on a 310-line file is small and bounded; the gain on setup.rs is 41,649 tokens. Moving the threshold up to avoid small losses also forfeits the long tail of moderate wins, and nobody has measured where the crossover actually sits. Since the threshold is already configurable per run through the hook's LUMEN_LINE_THRESHOLD, the sweep needs no product change to perform — only the pinned constant in the test has to give way.

              Acceptance criteria

              • The efficiency suite prints net value for candidate thresholds 300, 400, 500, 600 and 800, one line per candidate.
              • Each candidate line also reports how many corpus files fall below break-even at that threshold.
              • The 300 row reproduces the figures recorded here — 17 of 31 files below break-even, net +$2.64 — allowing for drift, since the corpus is walked from the working tree and moves as files are added or grow.
              • The sweep runs from the existing test binary with no source change to the MCP server.
              • Any published savings percentage states the corpus and threshold it was measured on, or is removed.
              • A new default threshold is adopted only if it improves net value on at least two independent corpora; otherwise the default stays 300 and the measured curve is recorded on this issue.

              How to test

              From the repository root:

              cargo test --release -p lumen-mcp --test efficiency -- --nocapture

              Today this prints a single net-value block and one named list of the files below break-even. Once the sweep lands, expect one net-value line per candidate threshold alongside that list, with the 300 candidate reproducing 17 of 31 files short and net +$2.64.

              The environment variable does not reach this test:

              LUMEN_LINE_THRESHOLD=500 cargo test --release -p lumen-mcp --test efficiency -- --nocapture

              This runs and changes nothing — the suite reads no environment variable, so the constant at crates/lumen-mcp/tests/efficiency.rs:31 still selects the corpus. Whether the sweep is driven by that variable or by an in-test list of candidates is an implementation choice; either way the pinned constant has to go. The variable is honoured only by the hook (.claude/hooks/lumen_read_intercept.sh:31), which is where a candidate threshold can be tried against real reads without editing anything.

              Activity

              Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

              Metadata

              Metadata

              Assignees

              No one assigned

                Labels

                measurementMetering or reporting accuracy

                Projects

                No projects

                  Relationships

                  None yet

                  Development

                  No branches or pull requests

                  Issue actions

                  , '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

                  Files just over the 300-line threshold fall below the interception break-even #12

                  Description

                  @HackPoint

                  What

                  The 300-line interception threshold admits files that cannot repay what interception costs. Interception blocks a Read, so the model spends another round; break-even is 5,383 avoided tokens per read. Files just over the threshold avoid roughly 2,100-3,300 tokens, which is less than they cost. 17 of the 31 files in the repository's corpus fall short. The corpus is still net positive (+$2.64), so the threshold pays in aggregate, but "the optimizer saves 94%" is false for those 17 files. What is missing is a measured threshold rather than another guess at one.

                  Evidence

                  • Break-even of 5,383 avoided tokens per read: Econ::s_min(), crates/lumen-core/src/econ.rs:139.
                  • 17 of 31 files below break-even, named individually rather than averaged away: the_files_where_interception_does_not_pay_are_named, crates/lumen-mcp/tests/efficiency.rs:267.
                  • Net +$2.64 across the corpus, with the extra round subtracted: the_net_value_prices_in_the_round_interception_costs, crates/lumen-mcp/tests/efficiency.rs:219.
                  • Largest single win in the corpus: lumenator/src-tauri/src/setup.rs, 41,649 tokens avoided.
                  • Threshold default: DEFAULT_LINE_THRESHOLD, crates/lumen-core/src/coverage.rs:44. The per-run override is read by the hook — .claude/hooks/lumen_read_intercept.sh:31, THRESHOLD="${LUMEN_LINE_THRESHOLD:-300}" — not by the Rust classifier, which uses the constant at coverage.rs:108.
                  • The efficiency suite pins its own copy at crates/lumen-mcp/tests/efficiency.rs:31, which is what a sweep has to parameterize. The suite reads no environment variable, so LUMEN_LINE_THRESHOLD does not move it today.

                  Raising the threshold is the obvious response and it is not clearly right. The loss on a 310-line file is small and bounded; the gain on setup.rs is 41,649 tokens. Moving the threshold up to avoid small losses also forfeits the long tail of moderate wins, and nobody has measured where the crossover actually sits. Since the threshold is already configurable per run through the hook's LUMEN_LINE_THRESHOLD, the sweep needs no product change to perform — only the pinned constant in the test has to give way.

                  Acceptance criteria

                  • The efficiency suite prints net value for candidate thresholds 300, 400, 500, 600 and 800, one line per candidate.
                  • Each candidate line also reports how many corpus files fall below break-even at that threshold.
                  • The 300 row reproduces the figures recorded here — 17 of 31 files below break-even, net +$2.64 — allowing for drift, since the corpus is walked from the working tree and moves as files are added or grow.
                  • The sweep runs from the existing test binary with no source change to the MCP server.
                  • Any published savings percentage states the corpus and threshold it was measured on, or is removed.
                  • A new default threshold is adopted only if it improves net value on at least two independent corpora; otherwise the default stays 300 and the measured curve is recorded on this issue.

                  How to test

                  From the repository root:

                  cargo test --release -p lumen-mcp --test efficiency -- --nocapture

                  Today this prints a single net-value block and one named list of the files below break-even. Once the sweep lands, expect one net-value line per candidate threshold alongside that list, with the 300 candidate reproducing 17 of 31 files short and net +$2.64.

                  The environment variable does not reach this test:

                  LUMEN_LINE_THRESHOLD=500 cargo test --release -p lumen-mcp --test efficiency -- --nocapture

                  This runs and changes nothing — the suite reads no environment variable, so the constant at crates/lumen-mcp/tests/efficiency.rs:31 still selects the corpus. Whether the sweep is driven by that variable or by an in-test list of candidates is an implementation choice; either way the pinned constant has to go. The variable is honoured only by the hook (.claude/hooks/lumen_read_intercept.sh:31), which is where a candidate threshold can be tried against real reads without editing anything.

                  Activity

                  Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

                  Metadata

                  Metadata

                  Assignees

                  No one assigned

                    Labels

                    measurementMetering or reporting accuracy

                    Projects

                    No projects

                      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

                      Files just over the 300-line threshold fall below the interception break-even #12

                      Description

                      @HackPoint

                      What

                      The 300-line interception threshold admits files that cannot repay what interception costs. Interception blocks a Read, so the model spends another round; break-even is 5,383 avoided tokens per read. Files just over the threshold avoid roughly 2,100-3,300 tokens, which is less than they cost. 17 of the 31 files in the repository's corpus fall short. The corpus is still net positive (+$2.64), so the threshold pays in aggregate, but "the optimizer saves 94%" is false for those 17 files. What is missing is a measured threshold rather than another guess at one.

                      Evidence

                      • Break-even of 5,383 avoided tokens per read: Econ::s_min(), crates/lumen-core/src/econ.rs:139.
                      • 17 of 31 files below break-even, named individually rather than averaged away: the_files_where_interception_does_not_pay_are_named, crates/lumen-mcp/tests/efficiency.rs:267.
                      • Net +$2.64 across the corpus, with the extra round subtracted: the_net_value_prices_in_the_round_interception_costs, crates/lumen-mcp/tests/efficiency.rs:219.
                      • Largest single win in the corpus: lumenator/src-tauri/src/setup.rs, 41,649 tokens avoided.
                      • Threshold default: DEFAULT_LINE_THRESHOLD, crates/lumen-core/src/coverage.rs:44. The per-run override is read by the hook — .claude/hooks/lumen_read_intercept.sh:31, THRESHOLD="${LUMEN_LINE_THRESHOLD:-300}" — not by the Rust classifier, which uses the constant at coverage.rs:108.
                      • The efficiency suite pins its own copy at crates/lumen-mcp/tests/efficiency.rs:31, which is what a sweep has to parameterize. The suite reads no environment variable, so LUMEN_LINE_THRESHOLD does not move it today.

                      Raising the threshold is the obvious response and it is not clearly right. The loss on a 310-line file is small and bounded; the gain on setup.rs is 41,649 tokens. Moving the threshold up to avoid small losses also forfeits the long tail of moderate wins, and nobody has measured where the crossover actually sits. Since the threshold is already configurable per run through the hook's LUMEN_LINE_THRESHOLD, the sweep needs no product change to perform — only the pinned constant in the test has to give way.

                      Acceptance criteria

                      • The efficiency suite prints net value for candidate thresholds 300, 400, 500, 600 and 800, one line per candidate.
                      • Each candidate line also reports how many corpus files fall below break-even at that threshold.
                      • The 300 row reproduces the figures recorded here — 17 of 31 files below break-even, net +$2.64 — allowing for drift, since the corpus is walked from the working tree and moves as files are added or grow.
                      • The sweep runs from the existing test binary with no source change to the MCP server.
                      • Any published savings percentage states the corpus and threshold it was measured on, or is removed.
                      • A new default threshold is adopted only if it improves net value on at least two independent corpora; otherwise the default stays 300 and the measured curve is recorded on this issue.

                      How to test

                      From the repository root:

                      cargo test --release -p lumen-mcp --test efficiency -- --nocapture

                      Today this prints a single net-value block and one named list of the files below break-even. Once the sweep lands, expect one net-value line per candidate threshold alongside that list, with the 300 candidate reproducing 17 of 31 files short and net +$2.64.

                      The environment variable does not reach this test:

                      LUMEN_LINE_THRESHOLD=500 cargo test --release -p lumen-mcp --test efficiency -- --nocapture

                      This runs and changes nothing — the suite reads no environment variable, so the constant at crates/lumen-mcp/tests/efficiency.rs:31 still selects the corpus. Whether the sweep is driven by that variable or by an in-test list of candidates is an implementation choice; either way the pinned constant has to go. The variable is honoured only by the hook (.claude/hooks/lumen_read_intercept.sh:31), which is where a candidate threshold can be tried against real reads without editing anything.

                      Activity

                      Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

                      Metadata

                      Metadata

                      Assignees

                      No one assigned

                        Labels

                        measurementMetering or reporting accuracy

                        Projects

                        No projects

                          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

                          Files just over the 300-line threshold fall below the interception break-even #12

                          Description

                          @HackPoint

                          What

                          The 300-line interception threshold admits files that cannot repay what interception costs. Interception blocks a Read, so the model spends another round; break-even is 5,383 avoided tokens per read. Files just over the threshold avoid roughly 2,100-3,300 tokens, which is less than they cost. 17 of the 31 files in the repository's corpus fall short. The corpus is still net positive (+$2.64), so the threshold pays in aggregate, but "the optimizer saves 94%" is false for those 17 files. What is missing is a measured threshold rather than another guess at one.

                          Evidence

                          • Break-even of 5,383 avoided tokens per read: Econ::s_min(), crates/lumen-core/src/econ.rs:139.
                          • 17 of 31 files below break-even, named individually rather than averaged away: the_files_where_interception_does_not_pay_are_named, crates/lumen-mcp/tests/efficiency.rs:267.
                          • Net +$2.64 across the corpus, with the extra round subtracted: the_net_value_prices_in_the_round_interception_costs, crates/lumen-mcp/tests/efficiency.rs:219.
                          • Largest single win in the corpus: lumenator/src-tauri/src/setup.rs, 41,649 tokens avoided.
                          • Threshold default: DEFAULT_LINE_THRESHOLD, crates/lumen-core/src/coverage.rs:44. The per-run override is read by the hook — .claude/hooks/lumen_read_intercept.sh:31, THRESHOLD="${LUMEN_LINE_THRESHOLD:-300}" — not by the Rust classifier, which uses the constant at coverage.rs:108.
                          • The efficiency suite pins its own copy at crates/lumen-mcp/tests/efficiency.rs:31, which is what a sweep has to parameterize. The suite reads no environment variable, so LUMEN_LINE_THRESHOLD does not move it today.

                          Raising the threshold is the obvious response and it is not clearly right. The loss on a 310-line file is small and bounded; the gain on setup.rs is 41,649 tokens. Moving the threshold up to avoid small losses also forfeits the long tail of moderate wins, and nobody has measured where the crossover actually sits. Since the threshold is already configurable per run through the hook's LUMEN_LINE_THRESHOLD, the sweep needs no product change to perform — only the pinned constant in the test has to give way.

                          Acceptance criteria

                          • The efficiency suite prints net value for candidate thresholds 300, 400, 500, 600 and 800, one line per candidate.
                          • Each candidate line also reports how many corpus files fall below break-even at that threshold.
                          • The 300 row reproduces the figures recorded here — 17 of 31 files below break-even, net +$2.64 — allowing for drift, since the corpus is walked from the working tree and moves as files are added or grow.
                          • The sweep runs from the existing test binary with no source change to the MCP server.
                          • Any published savings percentage states the corpus and threshold it was measured on, or is removed.
                          • A new default threshold is adopted only if it improves net value on at least two independent corpora; otherwise the default stays 300 and the measured curve is recorded on this issue.

                          How to test

                          From the repository root:

                          cargo test --release -p lumen-mcp --test efficiency -- --nocapture

                          Today this prints a single net-value block and one named list of the files below break-even. Once the sweep lands, expect one net-value line per candidate threshold alongside that list, with the 300 candidate reproducing 17 of 31 files short and net +$2.64.

                          The environment variable does not reach this test:

                          LUMEN_LINE_THRESHOLD=500 cargo test --release -p lumen-mcp --test efficiency -- --nocapture

                          This runs and changes nothing — the suite reads no environment variable, so the constant at crates/lumen-mcp/tests/efficiency.rs:31 still selects the corpus. Whether the sweep is driven by that variable or by an in-test list of candidates is an implementation choice; either way the pinned constant has to go. The variable is honoured only by the hook (.claude/hooks/lumen_read_intercept.sh:31), which is where a candidate threshold can be tried against real reads without editing anything.

                          Activity

                          Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

                          Metadata

                          Metadata

                          Assignees

                          No one assigned

                            Labels

                            measurementMetering or reporting accuracy

                            Projects

                            No projects

                              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

                              Files just over the 300-line threshold fall below the interception break-even #12

                              Description

                              @HackPoint

                              What

                              The 300-line interception threshold admits files that cannot repay what interception costs. Interception blocks a Read, so the model spends another round; break-even is 5,383 avoided tokens per read. Files just over the threshold avoid roughly 2,100-3,300 tokens, which is less than they cost. 17 of the 31 files in the repository's corpus fall short. The corpus is still net positive (+$2.64), so the threshold pays in aggregate, but "the optimizer saves 94%" is false for those 17 files. What is missing is a measured threshold rather than another guess at one.

                              Evidence

                              • Break-even of 5,383 avoided tokens per read: Econ::s_min(), crates/lumen-core/src/econ.rs:139.
                              • 17 of 31 files below break-even, named individually rather than averaged away: the_files_where_interception_does_not_pay_are_named, crates/lumen-mcp/tests/efficiency.rs:267.
                              • Net +$2.64 across the corpus, with the extra round subtracted: the_net_value_prices_in_the_round_interception_costs, crates/lumen-mcp/tests/efficiency.rs:219.
                              • Largest single win in the corpus: lumenator/src-tauri/src/setup.rs, 41,649 tokens avoided.
                              • Threshold default: DEFAULT_LINE_THRESHOLD, crates/lumen-core/src/coverage.rs:44. The per-run override is read by the hook — .claude/hooks/lumen_read_intercept.sh:31, THRESHOLD="${LUMEN_LINE_THRESHOLD:-300}" — not by the Rust classifier, which uses the constant at coverage.rs:108.
                              • The efficiency suite pins its own copy at crates/lumen-mcp/tests/efficiency.rs:31, which is what a sweep has to parameterize. The suite reads no environment variable, so LUMEN_LINE_THRESHOLD does not move it today.

                              Raising the threshold is the obvious response and it is not clearly right. The loss on a 310-line file is small and bounded; the gain on setup.rs is 41,649 tokens. Moving the threshold up to avoid small losses also forfeits the long tail of moderate wins, and nobody has measured where the crossover actually sits. Since the threshold is already configurable per run through the hook's LUMEN_LINE_THRESHOLD, the sweep needs no product change to perform — only the pinned constant in the test has to give way.

                              Acceptance criteria

                              • The efficiency suite prints net value for candidate thresholds 300, 400, 500, 600 and 800, one line per candidate.
                              • Each candidate line also reports how many corpus files fall below break-even at that threshold.
                              • The 300 row reproduces the figures recorded here — 17 of 31 files below break-even, net +$2.64 — allowing for drift, since the corpus is walked from the working tree and moves as files are added or grow.
                              • The sweep runs from the existing test binary with no source change to the MCP server.
                              • Any published savings percentage states the corpus and threshold it was measured on, or is removed.
                              • A new default threshold is adopted only if it improves net value on at least two independent corpora; otherwise the default stays 300 and the measured curve is recorded on this issue.

                              How to test

                              From the repository root:

                              cargo test --release -p lumen-mcp --test efficiency -- --nocapture

                              Today this prints a single net-value block and one named list of the files below break-even. Once the sweep lands, expect one net-value line per candidate threshold alongside that list, with the 300 candidate reproducing 17 of 31 files short and net +$2.64.

                              The environment variable does not reach this test:

                              LUMEN_LINE_THRESHOLD=500 cargo test --release -p lumen-mcp --test efficiency -- --nocapture

                              This runs and changes nothing — the suite reads no environment variable, so the constant at crates/lumen-mcp/tests/efficiency.rs:31 still selects the corpus. Whether the sweep is driven by that variable or by an in-test list of candidates is an implementation choice; either way the pinned constant has to go. The variable is honoured only by the hook (.claude/hooks/lumen_read_intercept.sh:31), which is where a candidate threshold can be tried against real reads without editing anything.

                              Activity

                              Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

                              Metadata

                              Metadata

                              Assignees

                              No one assigned

                                Labels

                                measurementMetering or reporting accuracy

                                Projects

                                No projects

                                  Relationships

                                  None yet

                                  Development

                                  No branches or pull requests

                                  Issue actions