Phase 2: Procedure replay engine -- skip reasoning for proven workflows #694

Description

@AlexMikhalev

Parent Epic

Part of #692 (Operational Skill Store)

Summary

When learn query finds a matching CapturedProcedure with confidence > 0.8, offer to replay it instead of re-planning from scratch. This is the core token-saving mechanism -- proven workflows skip LLM reasoning entirely.

What Changes

New replay subcommand in terraphim_agent

terraphim-agent learn replay "deploy terraphim-llm-proxy config"

Behaviour:

  1. Match query against stored procedures (Aho-Corasick + tag matching)
  2. Display matched procedure with steps, confidence, and replay count
  3. Dry-run by default -- show steps, require confirmation
  4. Execute step-by-step with validation:
    • Check exit code against expected_exit_code
    • Optionally match output against expected_output_pattern
    • Respect per-step timeout_secs
  5. On divergence (unexpected exit code or output), halt and report
  6. Update procedure's success_count or failure_count after completion
  7. Recalculate confidence score

Integration point for ADF agents

Expose replay as a library function so terraphim_orchestrator agents can call it programmatically:

pubasyncfnreplay_procedure(procedure_id:&str,dry_run:bool,on_step:implFn(&ProcedureStep,StepResult) -> ReplayDecision,) -> Result<ReplayOutcome,ReplayError>;

Affected Crates

  • terraphim_agent (new replay subcommand + library API)

Dependencies

Acceptance Criteria

  • learn replay matches and displays procedures
  • Dry-run mode shows steps without executing
  • Step-by-step execution with exit code validation
  • Halts on divergence with clear error message
  • Updates confidence score after each replay
  • Library API available for programmatic replay
  • Integration tests with mock commands

Activity

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      , '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

      Phase 2: Procedure replay engine -- skip reasoning for proven workflows #694

      Description

      @AlexMikhalev

      Parent Epic

      Part of #692 (Operational Skill Store)

      Summary

      When learn query finds a matching CapturedProcedure with confidence > 0.8, offer to replay it instead of re-planning from scratch. This is the core token-saving mechanism -- proven workflows skip LLM reasoning entirely.

      What Changes

      New replay subcommand in terraphim_agent

      terraphim-agent learn replay "deploy terraphim-llm-proxy config"

      Behaviour:

      1. Match query against stored procedures (Aho-Corasick + tag matching)
      2. Display matched procedure with steps, confidence, and replay count
      3. Dry-run by default -- show steps, require confirmation
      4. Execute step-by-step with validation:
        • Check exit code against expected_exit_code
        • Optionally match output against expected_output_pattern
        • Respect per-step timeout_secs
      5. On divergence (unexpected exit code or output), halt and report
      6. Update procedure's success_count or failure_count after completion
      7. Recalculate confidence score

      Integration point for ADF agents

      Expose replay as a library function so terraphim_orchestrator agents can call it programmatically:

      pubasyncfnreplay_procedure(procedure_id:&str,dry_run:bool,on_step:implFn(&ProcedureStep,StepResult) -> ReplayDecision,) -> Result<ReplayOutcome,ReplayError>;

      Affected Crates

      • terraphim_agent (new replay subcommand + library API)

      Dependencies

      Acceptance Criteria

      • learn replay matches and displays procedures
      • Dry-run mode shows steps without executing
      • Step-by-step execution with exit code validation
      • Halts on divergence with clear error message
      • Updates confidence score after each replay
      • Library API available for programmatic replay
      • Integration tests with mock commands

      Activity

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

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      Metadata

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      No one assigned

        Labels

        enhancementNew feature or request

        Type

        No type

        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("// 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

          Phase 2: Procedure replay engine -- skip reasoning for proven workflows #694

          Description

          @AlexMikhalev

          Parent Epic

          Part of #692 (Operational Skill Store)

          Summary

          When learn query finds a matching CapturedProcedure with confidence > 0.8, offer to replay it instead of re-planning from scratch. This is the core token-saving mechanism -- proven workflows skip LLM reasoning entirely.

          What Changes

          New replay subcommand in terraphim_agent

          terraphim-agent learn replay "deploy terraphim-llm-proxy config"

          Behaviour:

          1. Match query against stored procedures (Aho-Corasick + tag matching)
          2. Display matched procedure with steps, confidence, and replay count
          3. Dry-run by default -- show steps, require confirmation
          4. Execute step-by-step with validation:
            • Check exit code against expected_exit_code
            • Optionally match output against expected_output_pattern
            • Respect per-step timeout_secs
          5. On divergence (unexpected exit code or output), halt and report
          6. Update procedure's success_count or failure_count after completion
          7. Recalculate confidence score

          Integration point for ADF agents

          Expose replay as a library function so terraphim_orchestrator agents can call it programmatically:

          pubasyncfnreplay_procedure(procedure_id:&str,dry_run:bool,on_step:implFn(&ProcedureStep,StepResult) -> ReplayDecision,) -> Result<ReplayOutcome,ReplayError>;

          Affected Crates

          • terraphim_agent (new replay subcommand + library API)

          Dependencies

          Acceptance Criteria

          • learn replay matches and displays procedures
          • Dry-run mode shows steps without executing
          • Step-by-step execution with exit code validation
          • Halts on divergence with clear error message
          • Updates confidence score after each replay
          • Library API available for programmatic replay
          • Integration tests with mock commands

          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

            enhancementNew feature or request

            Type

            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("// 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

              Phase 2: Procedure replay engine -- skip reasoning for proven workflows #694

              Description

              @AlexMikhalev

              Parent Epic

              Part of #692 (Operational Skill Store)

              Summary

              When learn query finds a matching CapturedProcedure with confidence > 0.8, offer to replay it instead of re-planning from scratch. This is the core token-saving mechanism -- proven workflows skip LLM reasoning entirely.

              What Changes

              New replay subcommand in terraphim_agent

              terraphim-agent learn replay "deploy terraphim-llm-proxy config"

              Behaviour:

              1. Match query against stored procedures (Aho-Corasick + tag matching)
              2. Display matched procedure with steps, confidence, and replay count
              3. Dry-run by default -- show steps, require confirmation
              4. Execute step-by-step with validation:
                • Check exit code against expected_exit_code
                • Optionally match output against expected_output_pattern
                • Respect per-step timeout_secs
              5. On divergence (unexpected exit code or output), halt and report
              6. Update procedure's success_count or failure_count after completion
              7. Recalculate confidence score

              Integration point for ADF agents

              Expose replay as a library function so terraphim_orchestrator agents can call it programmatically:

              pubasyncfnreplay_procedure(procedure_id:&str,dry_run:bool,on_step:implFn(&ProcedureStep,StepResult) -> ReplayDecision,) -> Result<ReplayOutcome,ReplayError>;

              Affected Crates

              • terraphim_agent (new replay subcommand + library API)

              Dependencies

              Acceptance Criteria

              • learn replay matches and displays procedures
              • Dry-run mode shows steps without executing
              • Step-by-step execution with exit code validation
              • Halts on divergence with clear error message
              • Updates confidence score after each replay
              • Library API available for programmatic replay
              • Integration tests with mock commands

              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

                enhancementNew feature or request

                Type

                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("// 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

                  Phase 2: Procedure replay engine -- skip reasoning for proven workflows #694

                  Description

                  @AlexMikhalev

                  Parent Epic

                  Part of #692 (Operational Skill Store)

                  Summary

                  When learn query finds a matching CapturedProcedure with confidence > 0.8, offer to replay it instead of re-planning from scratch. This is the core token-saving mechanism -- proven workflows skip LLM reasoning entirely.

                  What Changes

                  New replay subcommand in terraphim_agent

                  terraphim-agent learn replay "deploy terraphim-llm-proxy config"

                  Behaviour:

                  1. Match query against stored procedures (Aho-Corasick + tag matching)
                  2. Display matched procedure with steps, confidence, and replay count
                  3. Dry-run by default -- show steps, require confirmation
                  4. Execute step-by-step with validation:
                    • Check exit code against expected_exit_code
                    • Optionally match output against expected_output_pattern
                    • Respect per-step timeout_secs
                  5. On divergence (unexpected exit code or output), halt and report
                  6. Update procedure's success_count or failure_count after completion
                  7. Recalculate confidence score

                  Integration point for ADF agents

                  Expose replay as a library function so terraphim_orchestrator agents can call it programmatically:

                  pubasyncfnreplay_procedure(procedure_id:&str,dry_run:bool,on_step:implFn(&ProcedureStep,StepResult) -> ReplayDecision,) -> Result<ReplayOutcome,ReplayError>;

                  Affected Crates

                  • terraphim_agent (new replay subcommand + library API)

                  Dependencies

                  Acceptance Criteria

                  • learn replay matches and displays procedures
                  • Dry-run mode shows steps without executing
                  • Step-by-step execution with exit code validation
                  • Halts on divergence with clear error message
                  • Updates confidence score after each replay
                  • Library API available for programmatic replay
                  • Integration tests with mock commands

                  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

                    enhancementNew feature or request

                    Type

                    No type

                    Projects

                    No projects

                      Milestone

                      No milestone

                      Relationships

                      None yet

                      Development

                      No branches or pull requests

                      Issue actions

                      , 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default"); } } catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); } })(); (function(){ try { var __m = "*"; var __re = new RegExp('^' + ".*" + '
                      Skip to content

                      Phase 2: Procedure replay engine -- skip reasoning for proven workflows #694

                      Description

                      @AlexMikhalev

                      Parent Epic

                      Part of #692 (Operational Skill Store)

                      Summary

                      When learn query finds a matching CapturedProcedure with confidence > 0.8, offer to replay it instead of re-planning from scratch. This is the core token-saving mechanism -- proven workflows skip LLM reasoning entirely.

                      What Changes

                      New replay subcommand in terraphim_agent

                      terraphim-agent learn replay "deploy terraphim-llm-proxy config"

                      Behaviour:

                      1. Match query against stored procedures (Aho-Corasick + tag matching)
                      2. Display matched procedure with steps, confidence, and replay count
                      3. Dry-run by default -- show steps, require confirmation
                      4. Execute step-by-step with validation:
                        • Check exit code against expected_exit_code
                        • Optionally match output against expected_output_pattern
                        • Respect per-step timeout_secs
                      5. On divergence (unexpected exit code or output), halt and report
                      6. Update procedure's success_count or failure_count after completion
                      7. Recalculate confidence score

                      Integration point for ADF agents

                      Expose replay as a library function so terraphim_orchestrator agents can call it programmatically:

                      pubasyncfnreplay_procedure(procedure_id:&str,dry_run:bool,on_step:implFn(&ProcedureStep,StepResult) -> ReplayDecision,) -> Result<ReplayOutcome,ReplayError>;

                      Affected Crates

                      • terraphim_agent (new replay subcommand + library API)

                      Dependencies

                      Acceptance Criteria

                      • learn replay matches and displays procedures
                      • Dry-run mode shows steps without executing
                      • Step-by-step execution with exit code validation
                      • Halts on divergence with clear error message
                      • Updates confidence score after each replay
                      • Library API available for programmatic replay
                      • Integration tests with mock commands

                      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

                        enhancementNew feature or request

                        Type

                        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("// 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

                          Phase 2: Procedure replay engine -- skip reasoning for proven workflows #694

                          Description

                          @AlexMikhalev

                          Parent Epic

                          Part of #692 (Operational Skill Store)

                          Summary

                          When learn query finds a matching CapturedProcedure with confidence > 0.8, offer to replay it instead of re-planning from scratch. This is the core token-saving mechanism -- proven workflows skip LLM reasoning entirely.

                          What Changes

                          New replay subcommand in terraphim_agent

                          terraphim-agent learn replay "deploy terraphim-llm-proxy config"

                          Behaviour:

                          1. Match query against stored procedures (Aho-Corasick + tag matching)
                          2. Display matched procedure with steps, confidence, and replay count
                          3. Dry-run by default -- show steps, require confirmation
                          4. Execute step-by-step with validation:
                            • Check exit code against expected_exit_code
                            • Optionally match output against expected_output_pattern
                            • Respect per-step timeout_secs
                          5. On divergence (unexpected exit code or output), halt and report
                          6. Update procedure's success_count or failure_count after completion
                          7. Recalculate confidence score

                          Integration point for ADF agents

                          Expose replay as a library function so terraphim_orchestrator agents can call it programmatically:

                          pubasyncfnreplay_procedure(procedure_id:&str,dry_run:bool,on_step:implFn(&ProcedureStep,StepResult) -> ReplayDecision,) -> Result<ReplayOutcome,ReplayError>;

                          Affected Crates

                          • terraphim_agent (new replay subcommand + library API)

                          Dependencies

                          Acceptance Criteria

                          • learn replay matches and displays procedures
                          • Dry-run mode shows steps without executing
                          • Step-by-step execution with exit code validation
                          • Halts on divergence with clear error message
                          • Updates confidence score after each replay
                          • Library API available for programmatic replay
                          • Integration tests with mock commands

                          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

                            enhancementNew feature or request

                            Type

                            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

                              Phase 2: Procedure replay engine -- skip reasoning for proven workflows #694

                              Description

                              @AlexMikhalev

                              Parent Epic

                              Part of #692 (Operational Skill Store)

                              Summary

                              When learn query finds a matching CapturedProcedure with confidence > 0.8, offer to replay it instead of re-planning from scratch. This is the core token-saving mechanism -- proven workflows skip LLM reasoning entirely.

                              What Changes

                              New replay subcommand in terraphim_agent

                              terraphim-agent learn replay "deploy terraphim-llm-proxy config"

                              Behaviour:

                              1. Match query against stored procedures (Aho-Corasick + tag matching)
                              2. Display matched procedure with steps, confidence, and replay count
                              3. Dry-run by default -- show steps, require confirmation
                              4. Execute step-by-step with validation:
                                • Check exit code against expected_exit_code
                                • Optionally match output against expected_output_pattern
                                • Respect per-step timeout_secs
                              5. On divergence (unexpected exit code or output), halt and report
                              6. Update procedure's success_count or failure_count after completion
                              7. Recalculate confidence score

                              Integration point for ADF agents

                              Expose replay as a library function so terraphim_orchestrator agents can call it programmatically:

                              pubasyncfnreplay_procedure(procedure_id:&str,dry_run:bool,on_step:implFn(&ProcedureStep,StepResult) -> ReplayDecision,) -> Result<ReplayOutcome,ReplayError>;

                              Affected Crates

                              • terraphim_agent (new replay subcommand + library API)

                              Dependencies

                              Acceptance Criteria

                              • learn replay matches and displays procedures
                              • Dry-run mode shows steps without executing
                              • Step-by-step execution with exit code validation
                              • Halts on divergence with clear error message
                              • Updates confidence score after each replay
                              • Library API available for programmatic replay
                              • Integration tests with mock commands

                              Activity

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