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Pair & Triad Programming","\u002Fpair-and-triad-programming","02.pair-and-triad-programming",[31,35,39,43],{"title":32,"path":33,"stem":34},"2.1 Cross-Model Pair & Triad Programming","\u002Fpair-and-triad-programming\u002Foverview","02.pair-and-triad-programming\u002F1.overview",{"title":36,"path":37,"stem":38},"2.2 Isolated Shadow Workspaces","\u002Fpair-and-triad-programming\u002Fshadow-jj-workspaces","02.pair-and-triad-programming\u002F2.shadow-jj-workspaces",{"title":40,"path":41,"stem":42},"2.3 Cryptographic File-Scope Leases & Small-Diff Gates","\u002Fpair-and-triad-programming\u002Ffile-scope-leases","02.pair-and-triad-programming\u002F3.file-scope-leases",{"title":44,"path":45,"stem":46},"2.4 Sub-Issue to Subagent Fan-Out & Delta Velocity","\u002Fpair-and-triad-programming\u002Fsub-issue-fanout","02.pair-and-triad-programming\u002F4.sub-issue-fanout",{"title":48,"path":49,"stem":50,"children":51,"page":25},"3. Declarative Workflow Policy","\u002Fworkflow-policy","03.workflow-policy",[52,56,60,64],{"title":53,"path":54,"stem":55},"3.1 Declarative Workflow Policy Schema","\u002Fworkflow-policy\u002Fschema-reference","03.workflow-policy\u002F1.schema-reference",{"title":57,"path":58,"stem":59},"3.2 Cryptographic Conformance Matrix & Memory Tombstones","\u002Fworkflow-policy\u002Fwp-01-to-wp-15-matrix","03.workflow-policy\u002F2.wp-01-to-wp-15-matrix",{"title":61,"path":62,"stem":63},"3.3 Two-Tier Organization Governance Lattice","\u002Fworkflow-policy\u002Forg-policy-floor","03.workflow-policy\u002F3.org-policy-floor",{"title":65,"path":66,"stem":67},"3.4 Trusted Handoff Hooks & Independent Verification","\u002Fworkflow-policy\u002Fhandoff-hooks-h1-to-h5","03.workflow-policy\u002F4.handoff-hooks-h1-to-h5",{"title":69,"path":70,"stem":71,"children":72,"page":25},"4. Visual Geometry & Copy Gates","\u002Fvisual-and-copy-tribunals","04.visual-and-copy-tribunals",[73,77,81,85],{"title":74,"path":75,"stem":76},"12-Tuple DOM Geometry (176\u002F176)","\u002Fvisual-and-copy-tribunals\u002Fui-gate-geometry","04.visual-and-copy-tribunals\u002F1.ui-gate-geometry",{"title":78,"path":79,"stem":80},"Vision-3 Geometry & Auto-Patch","\u002Fvisual-and-copy-tribunals\u002Fcross-model-design-tribunal","04.visual-and-copy-tribunals\u002F2.cross-model-design-tribunal",{"title":82,"path":83,"stem":84},"64\u002F64 Declaration Copy Gate","\u002Fvisual-and-copy-tribunals\u002Fdeclaration-copy-gate","04.visual-and-copy-tribunals\u002F3.declaration-copy-gate",{"title":86,"path":87,"stem":88},"Synthetic CI Canary","\u002Fvisual-and-copy-tribunals\u002Fsynthetic-ci-canary","04.visual-and-copy-tribunals\u002F4.synthetic-ci-canary",{"title":90,"path":91,"stem":92,"children":93,"page":25},"5. Autonomous AI Program Manager","\u002Fdelivery-program-manager","05.delivery-program-manager",[94,98,102,106,110],{"title":95,"path":96,"stem":97},"Overview: Dual-Brain AI PM","\u002Fdelivery-program-manager\u002Foverview","05.delivery-program-manager\u002F1.overview",{"title":99,"path":100,"stem":101},"Executable Tickets & Auto-Splitting","\u002Fdelivery-program-manager\u002Fchinwag-tasks-and-never-stop","05.delivery-program-manager\u002F2.chinwag-tasks-and-never-stop",{"title":103,"path":104,"stem":105},".codegraph & FinOps Routing","\u002Fdelivery-program-manager\u002Fcodegraph-and-finops-arbitrage","05.delivery-program-manager\u002F3.codegraph-and-finops-arbitrage",{"title":107,"path":108,"stem":109},"++ Triage & CI Recovery","\u002Fdelivery-program-manager\u002Fplus-plus-ci-triage","05.delivery-program-manager\u002F4.plus-plus-ci-triage",{"title":111,"path":112,"stem":113},"Flight Deck & Trajectory Time-Travel","\u002Fdelivery-program-manager\u002Fflight-deck-and-time-travel","05.delivery-program-manager\u002F5.flight-deck-and-time-travel",{"title":115,"path":116,"stem":117,"children":118,"page":25},"6. The Chinwag Way & Scrimmages","\u002Fthe-chinwag-way","06.the-chinwag-way",[119,123,127,131],{"title":120,"path":121,"stem":122},"Academic Foundations","\u002Fthe-chinwag-way\u002Facademic-foundations","06.the-chinwag-way\u002F1.academic-foundations",{"title":124,"path":125,"stem":126},"Chips (◈) & 7-Day Survival","\u002Fthe-chinwag-way\u002Fchips-and-7day-survival","06.the-chinwag-way\u002F2.chips-and-7day-survival",{"title":128,"path":129,"stem":130},"Sealed Card (.cwcard.png) Drills","\u002Fthe-chinwag-way\u002Fsealed-card-handoff-drills","06.the-chinwag-way\u002F3.sealed-card-handoff-drills",{"title":132,"path":133,"stem":134},"Calibration Scrimmages","\u002Fthe-chinwag-way\u002Fcalibration-scrimmages","06.the-chinwag-way\u002F4.calibration-scrimmages",{"title":136,"path":137,"stem":138,"children":139,"page":25},"7. Zero-Knowledge Cryptography","\u002Fzero-knowledge-cryptography","07.zero-knowledge-cryptography",[140,144,148,152,156,160],{"title":141,"path":142,"stem":143},"PQ-HPKE Wire Envelope","\u002Fzero-knowledge-cryptography\u002Fpq-hpke-envelope","07.zero-knowledge-cryptography\u002F1.pq-hpke-envelope",{"title":145,"path":146,"stem":147},"Verify-Before-Decrypt (K1+K2)","\u002Fzero-knowledge-cryptography\u002Fverify-before-decrypt","07.zero-knowledge-cryptography\u002F2.verify-before-decrypt",{"title":149,"path":150,"stem":151},"Blinded Commitments & 128B Flywheel","\u002Fzero-knowledge-cryptography\u002Fblind-commitments","07.zero-knowledge-cryptography\u002F3.blind-commitments",{"title":153,"path":154,"stem":155},"Local Viewer & CISO DPA","\u002Fzero-knowledge-cryptography\u002Flocal-viewer-and-dpa","07.zero-knowledge-cryptography\u002F4.local-viewer-and-dpa",{"title":157,"path":158,"stem":159},"A.509 Agent Passports","\u002Fzero-knowledge-cryptography\u002Fa509-agent-pkix","07.zero-knowledge-cryptography\u002F5.a509-agent-pkix",{"title":161,"path":162,"stem":163},"chinwag-acu & CISO Kill Switch","\u002Fzero-knowledge-cryptography\u002Fchinwag-acu","07.zero-knowledge-cryptography\u002F6.chinwag-acu",{"title":165,"path":166,"stem":167,"children":168,"page":25},"8. E2EE Mesh & Extension SDK","\u002Fmesh-and-extensions","08.mesh-and-extensions",[169,173,177],{"title":170,"path":171,"stem":172},"chinwag-mesh & 3-Repo Time Machine","\u002Fmesh-and-extensions\u002Fsdk-and-cwcard-png-transport","08.mesh-and-extensions\u002F1.sdk-and-cwcard-png-transport",{"title":174,"path":175,"stem":176},"warroom & whisper Extensions","\u002Fmesh-and-extensions\u002Fwarroom-and-whisper","08.mesh-and-extensions\u002F2.warroom-and-whisper",{"title":178,"path":179,"stem":180},"teleport, shroud & vault","\u002Fmesh-and-extensions\u002Fgit-bundle-and-vault","08.mesh-and-extensions\u002F3.git-bundle-and-vault",{"title":182,"path":183,"stem":184,"children":185,"page":25},"9. CLI & GraphQL Reference","\u002Fcli-and-graphql-reference","09.cli-and-graphql-reference",[186,190,194,198,202,206],{"title":187,"path":188,"stem":189},"chinwag tasks & task","\u002Fcli-and-graphql-reference\u002Fchinwag-task","09.cli-and-graphql-reference\u002F1.chinwag-task",{"title":191,"path":192,"stem":193},"chinwag board & GraphQL","\u002Fcli-and-graphql-reference\u002Fchinwag-board","09.cli-and-graphql-reference\u002F2.chinwag-board",{"title":195,"path":196,"stem":197},"chinwag pair & triad","\u002Fcli-and-graphql-reference\u002Fchinwag-pair-and-triad","09.cli-and-graphql-reference\u002F3.chinwag-pair-and-triad",{"title":199,"path":200,"stem":201},"chinwag bus","\u002Fcli-and-graphql-reference\u002Fchinwag-bus","09.cli-and-graphql-reference\u002F4.chinwag-bus",{"title":203,"path":204,"stem":205},"chinwag-ci, fork-run & ui-gate","\u002Fcli-and-graphql-reference\u002Fchinwag-ci-and-uigate","09.cli-and-graphql-reference\u002F5.chinwag-ci-and-uigate",{"title":207,"path":208,"stem":209},"chinwag memory & tombstone","\u002Fcli-and-graphql-reference\u002Fchinwag-memory","09.cli-and-graphql-reference\u002F6.chinwag-memory",{"title":211,"path":212,"stem":213,"children":214,"page":-1},"10. Architecture PRDs","\u002Fprds","10.prds",[215,218,222,226,230],{"title":216,"path":212,"stem":217},"10.0 Ratified Architecture PRDs","10.prds\u002Findex",{"title":219,"path":220,"stem":221},"10.1 Ephemeral Tart Cleanroom VMs & Declarative Nix","\u002Fprds\u002Ftart-cleanroom-vms","10.prds\u002F1.tart-cleanroom-vms",{"title":223,"path":224,"stem":225},"10.2 Executable Delivery Boards & Proof-of-Green","\u002Fprds\u002Fdelivery-executable-boards","10.prds\u002F2.delivery-executable-boards",{"title":227,"path":228,"stem":229},"10.3 Cursor Agent SDK Importer & Sanitizer","\u002Fprds\u002Fcursor-agent-sdk-importer","10.prds\u002F3.cursor-agent-sdk-importer",{"title":231,"path":232,"stem":233},"10.4 Chinwag Local Web App & Command Center","\u002Fprds\u002Fhuman-command-center-ui","10.prds\u002F4.human-command-center-ui",{"id":235,"title":236,"body":237,"command":250,"description":1108,"extension":1109,"links":1110,"meta":1111,"navigation":1112,"path":112,"seo":1113,"stem":113,"__hash__":1114},"docs\u002F05.delivery-program-manager\u002F5.flight-deck-and-time-travel.md","5.5 Flight Deck, Shadow-KV Forking & Trajectory Time-Travel",{"type":238,"value":239,"toc":1091},"minimark",[240,244,251,320,323,339,359,365,419,427,534,564,566,574,583,592,617,621,780,787,839,841,852,859,991,995,1062,1064,1087],[241,242,236],"h1",{"id":243},"_55-flight-deck-shadow-kv-forking-trajectory-time-travel",[245,246,247],"p",{},[248,249,250],"code",{},"chinwag ui --desktop && chinwag fork-run --step 42",[252,253,254],"blockquote",{},[245,255,256,260,261,275,276,279,280,298,299,305,306,319],{},[257,258,259],"strong",{},"Outcome Summary & Δ Velocity Proof:"," Chinwag Flight Deck records every LLM call, tool invocation, simulated clock tick, UUID, and Shadow-KV prefix digest into a content-addressed flight tape anchored in your organization's ",[257,262,263,264,267,268,267,271,274],{},"3-Repo Chinwag Cryptographic Time Machine (",[248,265,266],{},"\u003Corg>\u002Fchinwag-bus.git",", ",[248,269,270],{},"\u003Corg>\u002F\u003Cproject>.git",[248,272,273],{},"\u003Corg>\u002Fchinwag-config.git",")",". Branch any run at Step ",[248,277,278],{},"N"," in ",[257,281,282,285,286,289,290,293,294,297],{},[248,283,284],{},"0 ms"," with $0 in replayed LLM tokens (",[248,287,288],{},"chinwag fork-run"," · ",[248,291,292],{},"250 Credits",", half the ",[248,295,296],{},"500 Credits"," of re-running 10 fresh steps)",", align and diff two trajectories with ",[257,300,301,302,274],{},"Weighted-LCS (",[248,303,304],{},"chinwag diff-run",", and turn every caught mistake into a ",[257,307,308,311,312,315,316,274],{},[248,309,310],{},"\u003C50 ms",", $0 offline CI regression cassette (",[248,313,314],{},"chinwag tombstone --emit-test"," & ",[248,317,318],{},"chinwag-ci test-regressions",".",[321,322],"hr",{},[324,325,327,328,330,331,267,333,336,337,274],"h2",{"id":326},"_1-chinwag-fork-run-paired-with-shadow-kv-0-ms-0-replayed-tokens-250-credits","1. ",[248,329,288],{}," Paired With Shadow-KV (",[248,332,284],{},[248,334,335],{},"0"," Replayed Tokens · ",[248,338,292],{},[245,340,341,342,344,345,348,349,352,353],{},"When an agent takes a suboptimal turn at Step 11 of a 15-step task, re-running from scratch wastes minutes of wall-clock time, consumes ",[248,343,296],{}," (",[248,346,347],{},"10"," fresh steps × ",[248,350,351],{},"50 Credits","), and re-bills every prefix token. ",[257,354,355,356,358],{},"Each warm Shadow-KV fork (",[248,357,292],{}," · same model or cross-model) saves ~450,000 to 800,000 re-read tokens ($4.50 to $12.00 in frontier LLM API spend) and 4 minutes of wall-clock tool replay compared to a cold start.",[245,360,361,364],{},[248,362,363],{},"chinwag fork-run \u003Crun-id> --at-step \u003CN> --variant \u003Cagent>"," eliminates prefix re-execution completely:",[366,367,372],"pre",{"className":368,"code":369,"language":370,"meta":371,"style":371},"language-bash shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","# Replay Steps 0..10 from the flight tape in 0ms with $0 in replayed LLM tokens,\n# pre-warm the Shadow-KV prefix cache at Step 10, and branch Step 11+ live (250 Credits):\nchinwag fork-run run_01J9X8A2 --at-step 11 --variant Reflex-1 --json\n","bash","",[248,373,374,383,389],{"__ignoreMap":371},[375,376,379],"span",{"class":377,"line":378},"line",1,[375,380,382],{"class":381},"sHwdD","# Replay Steps 0..10 from the flight tape in 0ms with $0 in replayed LLM tokens,\n",[375,384,386],{"class":377,"line":385},2,[375,387,388],{"class":381},"# pre-warm the Shadow-KV prefix cache at Step 10, and branch Step 11+ live (250 Credits):\n",[375,390,392,396,400,403,406,410,413,416],{"class":377,"line":391},3,[375,393,395],{"class":394},"sBMFI","chinwag",[375,397,399],{"class":398},"sfazB"," fork-run",[375,401,402],{"class":398}," run_01J9X8A2",[375,404,405],{"class":398}," --at-step",[375,407,409],{"class":408},"sbssI"," 11",[375,411,412],{"class":398}," --variant",[375,414,415],{"class":398}," Reflex-1",[375,417,418],{"class":398}," --json\n",[420,421,423,424,426],"h3",{"id":422},"how-chinwag-fork-run-shadow-kv-works-under-the-hood","How ",[248,425,288],{}," + Shadow-KV Works Under the Hood",[428,429,430,462,499],"ol",{},[431,432,433,439,440,443,444,344,446,449,450,453,454,457,458,461],"li",{},[257,434,435,436,438],{},"RFC 8785 JCS SHA-256 Tape Verification (",[248,437,284],{},", $0):","\nReplays Steps ",[248,441,442],{},"0..N-1"," directly from ",[248,445,266],{},[248,447,448],{},"refs\u002Fchinwag\u002Fruns\u002F\u003Crun_id>\u002Fsteps\u002F\u003Cstep_index>","), verifying each step's RFC 8785 Canonical JSON SHA-256 request digest (",[248,451,452],{},"request_jcs_sha256","), deterministic clock (",[248,455,456],{},"simulated_clock_ms","), and virtual UUID (",[248,459,460],{},"simulated_uuid",") with zero live LLM or tool calls.",[431,463,464,471,472,475,476,479,480,483,484,487,488,491,492,495,496,319],{},[257,465,466,467,470],{},"Zero-Copy Encrypted Worktree Fork (",[248,468,469],{},"repo.fork(...)","):","\nThe Chinwag Encrypted Artifact Store spawns an instant zero-copy repository ",[248,473,474],{},"\u003Corg>\u002F\u003Cproject>--fork-\u003Crun_id>--step-\u003CN>.git"," (and branches ",[248,477,478],{},"refs\u002Fchinwag\u002Fforks\u002F\u003Cfork_run_id>\u002Fworktree"," from ",[248,481,482],{},"refs\u002Fchinwag\u002Ftime-machine\u002F\u003Crun_id>\u002Fstep-\u003CN>",") pinned to the exact ",[248,485,486],{},"project_worktree_oid"," at Step ",[248,489,490],{},"N-1",", issuing a 10-minute scoped ",[248,493,494],{},"art_v1_\u003CTOKEN>"," write token so parallel variants never collide on ",[248,497,498],{},"HEAD",[431,500,501,507,508,511,512,515,516,518,519,522,523,267,526,529,530,533],{},[257,502,503,504,470],{},"Warm Shadow-KV Prefix Handoff & 1-Click Ticket Teleportation (",[248,505,506],{},"chinwag teleport ENG-402 --at-step 8","\nRestores the Shadow-KV KV-cache prefix pointer (",[248,509,510],{},"refs\u002Fchinwag\u002Fshadow-kv\u002F\u003Cprefix_hash>"," or ",[248,513,514],{},"refs\u002Fchinwag\u002Ftasks\u002FENG-402\u002Fshadow-kv",") at Step ",[248,517,490],{}," and branches Step ",[248,520,521],{},"N+"," live to ",[248,524,525],{},"Reflex-1",[248,527,528],{},"Builder",", or a human engineer in ",[248,531,532],{},"\u003C300 ms",":",[366,535,537],{"className":368,"code":536,"language":370,"meta":371,"style":371},"# 1-Click Ticket Teleportation: hand off Linear ticket ENG-402 at Step 8 (\u003C300ms)\n# with exact project_worktree_oid, warm Shadow-KV, and a 10-minute art_v1_ token:\nchinwag teleport ENG-402 --at-step 8\n",[248,538,539,544,549],{"__ignoreMap":371},[375,540,541],{"class":377,"line":378},[375,542,543],{"class":381},"# 1-Click Ticket Teleportation: hand off Linear ticket ENG-402 at Step 8 (\u003C300ms)\n",[375,545,546],{"class":377,"line":385},[375,547,548],{"class":381},"# with exact project_worktree_oid, warm Shadow-KV, and a 10-minute art_v1_ token:\n",[375,550,551,553,556,559,561],{"class":377,"line":391},[375,552,395],{"class":394},[375,554,555],{"class":398}," teleport",[375,557,558],{"class":398}," ENG-402",[375,560,405],{"class":398},[375,562,563],{"class":408}," 8\n",[321,565],{},[324,567,569,570,573],{"id":568},"_2-weighted-lcs-trajectory-diff-chinwag-diff-run-runa-runb-in-chinwag-flight-deck","2. Weighted-LCS Trajectory Diff (",[248,571,572],{},"chinwag diff-run \u003CrunA> \u003CrunB>",") in Chinwag Flight Deck",[245,575,576,577,579,580,582],{},"When comparing two agent runs, such as a parallel Triad race (",[248,578,528],{}," vs. ",[248,581,525],{},") or a passing baseline run vs. a failing regression, naive line-by-line log diffs collapse as soon as one agent inserts an extra tool call.",[245,584,585,587,588,591],{},[248,586,572],{}," aligns both trajectories using ",[257,589,590],{},"Weighted Longest Common Subsequence (LCS)"," with fixed forward-walk tie-breaking:",[366,593,595],{"className":368,"code":594,"language":370,"meta":371,"style":371},"# Align two runs across the Chinwag Encrypted Artifact Store step chains and pinpoint the exact first divergence:\nchinwag diff-run run_builder_108 run_reflex1_108 --json\n",[248,596,597,602],{"__ignoreMap":371},[375,598,599],{"class":377,"line":378},[375,600,601],{"class":381},"# Align two runs across the Chinwag Encrypted Artifact Store step chains and pinpoint the exact first divergence:\n",[375,603,604,606,609,612,615],{"class":377,"line":385},[375,605,395],{"class":394},[375,607,608],{"class":398}," diff-run",[375,610,611],{"class":398}," run_builder_108",[375,613,614],{"class":398}," run_reflex1_108",[375,616,418],{"class":398},[420,618,620],{"id":619},"example-output","Example Output",[366,622,626],{"className":623,"code":624,"language":625,"meta":371,"style":371},"language-json shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","{\n  \"run_a_steps\": 12,\n  \"run_b_steps\": 11,\n  \"weighted_lcs_score\": 31,\n  \"shared_shadow_kv_steps\": 7,\n  \"first_divergence\": \"step 7 tool: changed at $.tool_args.isolation_mode, $.worktree_oid\",\n  \"tokens_in_delta\": -4820,\n  \"tokens_out_delta\": -610,\n  \"cost_micro_usd_delta\": -19400\n}\n","json",[248,627,628,634,654,669,686,703,725,742,759,774],{"__ignoreMap":371},[375,629,630],{"class":377,"line":378},[375,631,633],{"class":632},"sMK4o","{\n",[375,635,636,639,643,646,648,651],{"class":377,"line":385},[375,637,638],{"class":632},"  \"",[375,640,642],{"class":641},"spNyl","run_a_steps",[375,644,645],{"class":632},"\"",[375,647,533],{"class":632},[375,649,650],{"class":408}," 12",[375,652,653],{"class":632},",\n",[375,655,656,658,661,663,665,667],{"class":377,"line":391},[375,657,638],{"class":632},[375,659,660],{"class":641},"run_b_steps",[375,662,645],{"class":632},[375,664,533],{"class":632},[375,666,409],{"class":408},[375,668,653],{"class":632},[375,670,672,674,677,679,681,684],{"class":377,"line":671},4,[375,673,638],{"class":632},[375,675,676],{"class":641},"weighted_lcs_score",[375,678,645],{"class":632},[375,680,533],{"class":632},[375,682,683],{"class":408}," 31",[375,685,653],{"class":632},[375,687,689,691,694,696,698,701],{"class":377,"line":688},5,[375,690,638],{"class":632},[375,692,693],{"class":641},"shared_shadow_kv_steps",[375,695,645],{"class":632},[375,697,533],{"class":632},[375,699,700],{"class":408}," 7",[375,702,653],{"class":632},[375,704,706,708,711,713,715,718,721,723],{"class":377,"line":705},6,[375,707,638],{"class":632},[375,709,710],{"class":641},"first_divergence",[375,712,645],{"class":632},[375,714,533],{"class":632},[375,716,717],{"class":632}," \"",[375,719,720],{"class":398},"step 7 tool: changed at $.tool_args.isolation_mode, $.worktree_oid",[375,722,645],{"class":632},[375,724,653],{"class":632},[375,726,728,730,733,735,737,740],{"class":377,"line":727},7,[375,729,638],{"class":632},[375,731,732],{"class":641},"tokens_in_delta",[375,734,645],{"class":632},[375,736,533],{"class":632},[375,738,739],{"class":408}," -4820",[375,741,653],{"class":632},[375,743,745,747,750,752,754,757],{"class":377,"line":744},8,[375,746,638],{"class":632},[375,748,749],{"class":641},"tokens_out_delta",[375,751,645],{"class":632},[375,753,533],{"class":632},[375,755,756],{"class":408}," -610",[375,758,653],{"class":632},[375,760,762,764,767,769,771],{"class":377,"line":761},9,[375,763,638],{"class":632},[375,765,766],{"class":641},"cost_micro_usd_delta",[375,768,645],{"class":632},[375,770,533],{"class":632},[375,772,773],{"class":408}," -19400\n",[375,775,777],{"class":377,"line":776},10,[375,778,779],{"class":632},"}\n",[420,781,783,784,786],{"id":782},"what-chinwag-diff-run-compares-at-every-step","What ",[248,785,304],{}," Compares at Every Step",[788,789,790,799,813,824],"ul",{},[431,791,792,798],{},[257,793,794,795,470],{},"LLM & Tool JSONPaths (",[248,796,797],{},"$.path"," Recursive RFC 8785 JCS structural diff across prompt messages, tool arguments, and structured outputs.",[431,800,801,806,807,344,809,812],{},[257,802,803,804,470],{},"Code Worktree Trees (",[248,805,486],{}," Exact Git tree OIDs in ",[248,808,270],{},[248,810,811],{},"refs\u002Fchinwag\u002Ftime-machine\u002F\u003Crun_id>\u002Fstep-\u003Ck>",").",[431,814,815,821,822,319],{},[257,816,817,818,470],{},"Governance Policy Commits (",[248,819,820],{},"config_commit_sha"," Exact policy revision in ",[248,823,273],{},[431,825,826,829,830,267,832,267,834,836,837,319],{},[257,827,828],{},"Economics & Shadow-KV Reuse:"," Computes ",[248,831,732],{},[248,833,749],{},[248,835,766],{},", and ",[248,838,693],{},[321,840],{},[324,842,844,845,315,847,344,849,851],{"id":843},"_3-chinwag-tombstone-emit-test-chinwag-ci-test-regressions-50-ms-0-offline-ci-gate","3. ",[248,846,314],{},[248,848,318],{},[248,850,310],{},", $0 Offline CI Gate)",[245,853,854,855,858],{},"Every time a human engineer or Chinwag Vision-3 \u002F Chinwag Reflex-1 catches an agent mistake and records a negative-memory Tombstone, ",[248,856,857],{},"--emit-test"," turns that failure into a permanent, deterministic offline CI regression test:",[366,860,862],{"className":368,"code":861,"language":370,"meta":371,"style":371},"# 1. Record a Tombstone and emit a deterministic regression cassette:\nchinwag memory tombstone \\\n  --id \"tombstone-jwt-alg-none-v1\" \\\n  --file-scope \"src\u002Fauth\u002F**\" \\\n  --reason \"Agent accepted unverified alg:none JWT header during OIDC token verification\" \\\n  --alternative \"Always enforce ed25519_dalek::verify_strict or JWKS RS256 verification\" \\\n  --from-run run_01J9X8A2 \\\n  --at-step 7 \\\n  --emit-test\n\n# 2. Run all Tombstone regression cassettes locally or in CI (\u003C50ms, $0 LLM spend, 0 network calls):\nchinwag-ci test-regressions --dir .chinwag\u002Fregressions --json\n",[248,863,864,869,883,897,911,925,939,948,957,962,968,974],{"__ignoreMap":371},[375,865,866],{"class":377,"line":378},[375,867,868],{"class":381},"# 1. Record a Tombstone and emit a deterministic regression cassette:\n",[375,870,871,873,876,879],{"class":377,"line":385},[375,872,395],{"class":394},[375,874,875],{"class":398}," memory",[375,877,878],{"class":398}," tombstone",[375,880,882],{"class":881},"sTEyZ"," \\\n",[375,884,885,888,890,893,895],{"class":377,"line":391},[375,886,887],{"class":398},"  --id",[375,889,717],{"class":632},[375,891,892],{"class":398},"tombstone-jwt-alg-none-v1",[375,894,645],{"class":632},[375,896,882],{"class":881},[375,898,899,902,904,907,909],{"class":377,"line":671},[375,900,901],{"class":398},"  --file-scope",[375,903,717],{"class":632},[375,905,906],{"class":398},"src\u002Fauth\u002F**",[375,908,645],{"class":632},[375,910,882],{"class":881},[375,912,913,916,918,921,923],{"class":377,"line":688},[375,914,915],{"class":398},"  --reason",[375,917,717],{"class":632},[375,919,920],{"class":398},"Agent accepted unverified alg:none JWT header during OIDC token verification",[375,922,645],{"class":632},[375,924,882],{"class":881},[375,926,927,930,932,935,937],{"class":377,"line":705},[375,928,929],{"class":398},"  --alternative",[375,931,717],{"class":632},[375,933,934],{"class":398},"Always enforce ed25519_dalek::verify_strict or JWKS RS256 verification",[375,936,645],{"class":632},[375,938,882],{"class":881},[375,940,941,944,946],{"class":377,"line":727},[375,942,943],{"class":398},"  --from-run",[375,945,402],{"class":398},[375,947,882],{"class":881},[375,949,950,953,955],{"class":377,"line":744},[375,951,952],{"class":398},"  --at-step",[375,954,700],{"class":408},[375,956,882],{"class":881},[375,958,959],{"class":377,"line":761},[375,960,961],{"class":398},"  --emit-test\n",[375,963,964],{"class":377,"line":776},[375,965,967],{"emptyLinePlaceholder":966},true,"\n",[375,969,971],{"class":377,"line":970},11,[375,972,973],{"class":381},"# 2. Run all Tombstone regression cassettes locally or in CI (\u003C50ms, $0 LLM spend, 0 network calls):\n",[375,975,977,980,983,986,989],{"class":377,"line":976},12,[375,978,979],{"class":394},"chinwag-ci",[375,981,982],{"class":398}," test-regressions",[375,984,985],{"class":398}," --dir",[375,987,988],{"class":398}," .chinwag\u002Fregressions",[375,990,418],{"class":398},[420,992,994],{"id":993},"how-offline-tombstone-cassettes-work","How Offline Tombstone Cassettes Work",[428,996,997,1039],{},[431,998,999,1005,1006,344,1009,267,1012,267,1015,267,1018,1021,1022,267,1024,1026,1027,267,1030,267,1033,267,1036,812],{},[257,1000,1001,1002,470],{},"Deterministic Cassette Snapshot (",[248,1003,1004],{},".chinwag\u002Fregressions\u002F\u003Ctombstone-id>.json","\nFreezes the prefix steps ",[248,1007,1008],{},"0..k",[248,1010,1011],{},"ctx.llm",[248,1013,1014],{},"ctx.tool",[248,1016,1017],{},"ctx.clock",[248,1019,1020],{},"ctx.uuid","), ",[248,1023,486],{},[248,1025,820],{},", and assertions (",[248,1028,1029],{},"JsonPathEquals",[248,1031,1032],{},"MaxToolCalls",[248,1034,1035],{},"ForbiddenPattern",[248,1037,1038],{},"MustMatchPrefixHash",[431,1040,1041,1047,1048,1050,1051,1053,1054,319],{},[257,1042,1043,1044,470],{},"Encrypted Time-Machine Sync (",[248,1045,1046],{},"refs\u002Fchinwag\u002Fregressions\u002F\u003Ctombstone_id>","\nAnchors the cassette in ",[248,1049,266],{}," so ",[248,1052,979],{}," runners in GitHub Actions and GitLab CI can inspect and execute all cassettes at the edge or in the runner in ",[257,1055,1056,1058,1059,1061],{},[248,1057,310],{}," with $0 LLM spend and ",[248,1060,335],{}," network calls",[321,1063],{},[788,1065,1066,1076],{},[431,1067,1068,1071,1072],{},[257,1069,1070],{},"Next:"," ",[1073,1074,1075],"a",{"href":121},"Section 6: The Chinwag Way & Academic Foundations",[431,1077,1078,1071,1081],{},[257,1079,1080],{},"Ready to time-travel and regression-proof your agent fleet?",[1073,1082,1086],{"href":1083,"rel":1084},"https:\u002F\u002Fchinwag.sh\u002Fpricing",[1085],"nofollow","Reserve Your Organization Credit Pack →",[1088,1089,1090],"style",{},"html pre.shiki code .sHwdD, html code.shiki .sHwdD{--shiki-light:#90A4AE;--shiki-light-font-style:italic;--shiki-default:#546E7A;--shiki-default-font-style:italic;--shiki-dark:#676E95;--shiki-dark-font-style:italic}html pre.shiki code .sBMFI, html code.shiki .sBMFI{--shiki-light:#E2931D;--shiki-default:#FFCB6B;--shiki-dark:#FFCB6B}html pre.shiki code .sfazB, html code.shiki .sfazB{--shiki-light:#91B859;--shiki-default:#C3E88D;--shiki-dark:#C3E88D}html pre.shiki code .sbssI, html code.shiki .sbssI{--shiki-light:#F76D47;--shiki-default:#F78C6C;--shiki-dark:#F78C6C}html .light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html.light .shiki span {color: var(--shiki-light);background: var(--shiki-light-bg);font-style: var(--shiki-light-font-style);font-weight: var(--shiki-light-font-weight);text-decoration: var(--shiki-light-text-decoration);}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html pre.shiki code .sMK4o, html code.shiki .sMK4o{--shiki-light:#39ADB5;--shiki-default:#89DDFF;--shiki-dark:#89DDFF}html pre.shiki code .spNyl, html code.shiki .spNyl{--shiki-light:#9C3EDA;--shiki-default:#C792EA;--shiki-dark:#C792EA}html pre.shiki code .sTEyZ, html code.shiki .sTEyZ{--shiki-light:#90A4AE;--shiki-default:#EEFFFF;--shiki-dark:#BABED8}",{"title":371,"searchDepth":385,"depth":385,"links":1092},[1093,1098,1104],{"id":326,"depth":385,"text":1094,"children":1095},"1. chinwag fork-run Paired With Shadow-KV (0 ms, 0 Replayed Tokens · 250 Credits)",[1096],{"id":422,"depth":391,"text":1097},"How chinwag fork-run + Shadow-KV Works Under the Hood",{"id":568,"depth":385,"text":1099,"children":1100},"2. Weighted-LCS Trajectory Diff (chinwag diff-run \u003CrunA> \u003CrunB>) in Chinwag Flight Deck",[1101,1102],{"id":619,"depth":391,"text":620},{"id":782,"depth":391,"text":1103},"What chinwag diff-run Compares at Every Step",{"id":843,"depth":385,"text":1105,"children":1106},"3. chinwag tombstone --emit-test & chinwag-ci test-regressions (\u003C50 ms, $0 Offline CI Gate)",[1107],{"id":993,"depth":391,"text":994},"Branch failed agent runs in 0ms with 0 replayed tokens via chinwag fork-run and Shadow-KV (250 Credits), pinpoint exact trajectory divergence with Weighted-LCS chinwag diff-run, and freeze failures into \u003C50ms offline CI cassettes with chinwag tombstone --emit-test.","md",null,{},{"title":111},{"title":236,"description":1108},"oTmQ7Z7A76D1HhnYb_mMb1GmNatWSR-nnvWrTJJBbPk",[1116,1118],{"title":107,"path":108,"stem":109,"description":1117,"children":-1},"How chinwag ci-report eliminates the 40-minute broken-build tax with Strike-1 direct routing & fix cycle (50 Cr) and Strike >= 2 ++ Triage root-cause synthesis & Pair re-assignment (100 Cr).",{"title":120,"path":121,"stem":122,"description":1119,"children":-1},"Six peer-reviewed multi-agent, software engineering, and game-theoretic foundations behind The Chinwag Way methodology.",1794371826571]