[{"data":1,"prerenderedAt":761},["ShallowReactive",2],{"navigation_docs":3,"-the-chinwag-way-academic-foundations":234,"-the-chinwag-way-academic-foundations-surround":756},[4,26,47,68,89,114,135,164,181,210],{"title":5,"path":6,"stem":7,"children":8,"page":25},"1. Getting Started & Pricing","\u002Fgetting-started","01.getting-started",[9,13,17,21],{"title":10,"path":11,"stem":12},"1.1 5-Minute Quickstart","\u002Fgetting-started\u002Fquickstart","01.getting-started\u002F1.quickstart",{"title":14,"path":15,"stem":16},"1.2 Project Boards Setup","\u002Fgetting-started\u002Fboard-init","01.getting-started\u002F2.board-init",{"title":18,"path":19,"stem":20},"1.3 GitHub Actions & GitLab CI Runner Setup","\u002Fgetting-started\u002Fci-runners","01.getting-started\u002F3.ci-runners",{"title":22,"path":23,"stem":24},"1.4 Organization Credit Pool & Per-Function Credit Pricing","\u002Fgetting-started\u002Forg-credits-and-slack","01.getting-started\u002F4.org-credits-and-slack",false,{"title":27,"path":28,"stem":29,"children":30,"page":25},"2. 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":749,"extension":750,"links":751,"meta":752,"navigation":753,"path":121,"seo":754,"stem":122,"__hash__":755},"docs\u002F06.the-chinwag-way\u002F1.academic-foundations.md","6.1 Academic Foundations of The Chinwag Way",{"type":238,"value":239,"toc":743},"minimark",[240,244,251,259,269,272,277,545,547,555,562,629,703,705,709,739],[241,242,236],"h1",{"id":243},"_61-academic-foundations-of-the-chinwag-way",[245,246,247],"p",{},[248,249,250],"code",{},"chinwag way audit --repo .",[245,252,253,254,258],{},"Most AI coding tools optimize a single metric: ",[255,256,257],"strong",{},"how fast one developer can generate lines of code in a local editor",". Yet empirical studies across enterprise engineering teams show that uncoordinated AI code generation increases PR review bottlenecks, cross-branch merge conflicts, and 7-day post-merge revert rates.",[245,260,261,264,265,268],{},[255,262,263],{},"The Chinwag Way"," is an opt-in team operating methodology grounded in ",[255,266,267],{},"six peer-reviewed research papers"," spanning multi-agent cooperation, human-AI pair programming, and multi-objective reinforcement learning.",[270,271],"hr",{},[273,274,276],"h2",{"id":275},"the-6-peer-reviewed-foundations","The 6 Peer-Reviewed Foundations",[278,279,280,300],"table",{},[281,282,283],"thead",{},[284,285,286,291,294,297],"tr",{},[287,288,290],"th",{"align":289},"left","#",[287,292,293],{"align":289},"Research Pillar",[287,295,296],{"align":289},"Empirical Finding",[287,298,299],{"align":289},"Architectural Realization in Chinwag",[301,302,303,354,387,437,468,519],"tbody",{},[284,304,305,311,320,327],{},[306,307,308],"td",{"align":289},[255,309,310],{},"1",[306,312,313],{"align":289},[255,314,315,316,319],{},"Stanford ",[248,317,318],{},"CooperBench"," (2025\u002F2026)",[306,321,322,323,326],{"align":289},"Uncoordinated multi-agent coding degrades pass rates by ",[255,324,325],{},"39%"," when two agents touch shared repository state without explicit boundary contracts.",[306,328,329,330,333,334,337,338,341,342,345,346,349,350,353],{"align":289},"Disjoint ",[248,331,332],{},"--file-scope"," leases (",[248,335,336],{},"WP-02","), isolated ",[248,339,340],{},"Shadow jj"," workspaces (",[248,343,344],{},"WP-01","), and ",[248,347,348],{},"\u003C20ms"," ",[248,351,352],{},".cwcard.png"," boundary handoffs.",[284,355,356,361,366,373],{},[306,357,358],{"align":289},[255,359,360],{},"2",[306,362,363],{"align":289},[255,364,365],{},"Harvard Business School \u002F Jellyfish Field Study",[306,367,368,369,372],{"align":289},"Raw lines-of-code (",[248,370,371],{},"LOC",") and PR count reward noisy churn; true productivity requires measuring downstream review cost and post-merge code survival.",[306,374,375,382,383,386],{"align":289},[255,376,377,378,381],{},"7-Day Code Survival (",[248,379,380],{},"SURV",")"," weighted at ",[248,384,385],{},"0.30"," of every task's composite quality score.",[284,388,389,394,402,422],{},[306,390,391],{"align":289},[255,392,393],{},"3",[306,395,396],{"align":289},[255,397,398,401],{},[248,399,400],{},"Pairit"," Heterogeneous Pairing",[306,403,404,405,408,409,411,412,408,415,417,418,421],{"align":289},"Pairing a single model family with itself (",[248,406,407],{},"GPT"," reviewing ",[248,410,407],{},", or ",[248,413,414],{},"Claude",[248,416,414],{},") misses correlated blind spots (",[248,419,420],{},"+34%"," shared error rate).",[306,423,424,425,428,429,432,433,436],{"align":289},"Mandatory cross-family Driver + Reviewer pairing (",[248,426,427],{},"chinwag pair"," \u002F ",[248,430,431],{},"chinwag triad",", ",[248,434,435],{},"WP-03",").",[284,438,439,444,452,455],{},[306,440,441],{"align":289},[255,442,443],{},"4",[306,445,446],{"align":289},[255,447,448,449],{},"Information-Theoretic ",[248,450,451],{},"Empowerment",[306,453,454],{"align":289},"Autonomous agents perform best when given high local action freedom inside a strictly bounded causal horizon.",[306,456,457,432,460,463,464,467],{"align":289},[248,458,459],{},"CustomerAutonomyFloorV1",[248,461,462],{},"p90 \u003C= 150 LOC"," atomic task sizing, and local ",[248,465,466],{},"H1..H5"," pre-handoff hooks.",[284,469,470,475,483,499],{},[306,471,472],{"align":289},[255,473,474],{},"5",[306,476,477],{"align":289},[255,478,479,482],{},[248,480,481],{},"MO-GRPO"," (Multi-Objective Group Relative Policy Optimization)",[306,484,485,486,432,489,432,492,432,495,498],{"align":289},"Optimizing a single scalar reward causes reward hacking; balancing orthogonal objectives (",[248,487,488],{},"Quality",[248,490,491],{},"Review Velocity",[248,493,494],{},"Collaboration",[248,496,497],{},"Survival",") prevents gaming.",[306,500,501,507,508,432,511,432,514,432,517,436],{"align":289},[255,502,503,504,381],{},"Chinwag Chips (",[248,505,506],{},"◈"," computed over a 4-objective normalized vector (",[248,509,510],{},"QUAL",[248,512,513],{},"REV",[248,515,516],{},"COLL",[248,518,380],{},[284,520,521,526,531,534],{},[306,522,523],{"align":289},[255,524,525],{},"6",[306,527,528],{"align":289},[255,529,530],{},"High-Tempo Team Calibration Drills",[306,532,533],{"align":289},"Short, structured boundary-handoff scrimmages build shared mental models across mixed human + AI squads faster than static documentation.",[306,535,536,349,538,540,541,544],{"align":289},[248,537,348],{},[248,539,352],{}," sealed handoff drills and 4-minute Friday ",[248,542,543],{},"Captionizm"," calibration scrimmages.",[270,546],{},[273,548,550,551,554],{"id":549},"simple-predictable-team-pricing-150-cr-per-4-minute-calibration-scrimmage","Simple, Predictable Team Pricing (",[248,552,553],{},"150 Cr"," per 4-Minute Calibration Scrimmage)",[245,556,557,558,561],{},"The Chinwag Way is ",[255,559,560],{},"100% opt-in"," per repository or squad:",[563,564,565,592,601],"ul",{},[566,567,568,582,583,585,586,588,589,591],"li",{},[255,569,570,573,574,577,578,581],{},[248,571,572],{},"150 Credits"," (",[248,575,576],{},"$0.96"," on Growth Pack · ",[248,579,580],{},"$0.75"," on Org Volume) per 4-minute squad calibration scrimmage"," in an isolated Git fork (",[248,584,481],{}," Chips ",[248,587,506],{}," ledger, cryptographic policy enforcement, and 7-day ",[248,590,380],{}," tracking).",[566,593,594,600],{},[255,595,596,599],{},[248,597,598],{},"0 Cr"," on idle days, weekends, and holidays"," · if no scrimmages or handoffs run, zero credits are deducted.",[566,602,603,349,609,573,618,623,624,628],{},[255,604,605,606,608],{},"Sealed 1:1 Handoffs & Boundary Audits (",[248,607,352],{},"):",[255,610,611,573,614,617],{},[248,612,613],{},"50 Credits",[248,615,616],{},"$0.32"," Growth) per two-round sealed 1:1 handoff & tombstone\u002Finvariant audit",[255,619,620],{},[248,621,622],{},"100 Credits"," per Cross-model Pair sandbox; ",[255,625,626],{},[248,627,572],{}," per Cross-model Triad sandbox).",[630,631,636],"pre",{"className":632,"code":633,"language":634,"meta":635,"style":635},"language-yaml shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","# Enable The Chinwag Way in chinwag.workflow.yaml\nchinwag_way:\n  enabled: true\n  chips_ledger: true\n  survival_window_days: 7\n  friday_calibration_scrimmage: true\n","yaml","",[248,637,638,647,658,671,681,693],{"__ignoreMap":635},[639,640,643],"span",{"class":641,"line":642},"line",1,[639,644,646],{"class":645},"sHwdD","# Enable The Chinwag Way in chinwag.workflow.yaml\n",[639,648,650,654],{"class":641,"line":649},2,[639,651,653],{"class":652},"swJcz","chinwag_way",[639,655,657],{"class":656},"sMK4o",":\n",[639,659,661,664,667],{"class":641,"line":660},3,[639,662,663],{"class":652},"  enabled",[639,665,666],{"class":656},":",[639,668,670],{"class":669},"sfNiH"," true\n",[639,672,674,677,679],{"class":641,"line":673},4,[639,675,676],{"class":652},"  chips_ledger",[639,678,666],{"class":656},[639,680,670],{"class":669},[639,682,684,687,689],{"class":641,"line":683},5,[639,685,686],{"class":652},"  survival_window_days",[639,688,666],{"class":656},[639,690,692],{"class":691},"sbssI"," 7\n",[639,694,696,699,701],{"class":641,"line":695},6,[639,697,698],{"class":652},"  friday_calibration_scrimmage",[639,700,666],{"class":656},[639,702,670],{"class":669},[270,704],{},[273,706,708],{"id":707},"next-steps","Next Steps",[563,710,711,728],{},[566,712,713,349,716],{},[255,714,715],{},"Next:",[717,718,719,721,722,724,725,727],"a",{"href":125},[248,720,481],{}," Chips (",[248,723,506],{},"), 7-Day Code Survival (",[248,726,380],{},") & Board Templates",[566,729,730,349,733],{},[255,731,732],{},"Ready to bring peer-reviewed velocity to your engineering team?",[717,734,738],{"href":735,"rel":736},"https:\u002F\u002Fchinwag.sh\u002Fpricing",[737],"nofollow","Reserve Your Organization Credit Pack →",[740,741,742],"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 .swJcz, html code.shiki .swJcz{--shiki-light:#E53935;--shiki-default:#F07178;--shiki-dark:#F07178}html pre.shiki code .sMK4o, html code.shiki .sMK4o{--shiki-light:#39ADB5;--shiki-default:#89DDFF;--shiki-dark:#89DDFF}html pre.shiki code .sfNiH, html code.shiki .sfNiH{--shiki-light:#FF5370;--shiki-default:#FF9CAC;--shiki-dark:#FF9CAC}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);}",{"title":635,"searchDepth":649,"depth":649,"links":744},[745,746,748],{"id":275,"depth":649,"text":276},{"id":549,"depth":649,"text":747},"Simple, Predictable Team Pricing (150 Cr per 4-Minute Calibration Scrimmage)",{"id":707,"depth":649,"text":708},"Six peer-reviewed multi-agent, software engineering, and game-theoretic foundations behind The Chinwag Way methodology.","md",null,{},{"title":120},{"title":236,"description":749},"_3R4S2Xnn3XZedk_E8UOjOZoX2YX8v9Ee7kNbcznrDE",[757,759],{"title":111,"path":112,"stem":113,"description":758,"children":-1},"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.",{"title":124,"path":125,"stem":126,"description":760,"children":-1},"How Chinwag scores engineering outcomes across Quality, Review Velocity, Collaboration, and 7-Day Code Survival without vanity LOC gaming.",1794371826571]