[{"data":1,"prerenderedAt":698},["ShallowReactive",2],{"navigation_docs":3,"-pair-and-triad-programming-overview":234,"-pair-and-triad-programming-overview-surround":693},[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":32,"body":236,"command":249,"description":687,"extension":688,"links":689,"meta":690,"navigation":689,"path":33,"seo":691,"stem":34,"__hash__":692},"docs\u002F02.pair-and-triad-programming\u002F1.overview.md",{"type":237,"value":238,"toc":676},"minimark",[239,243,250,294,297,306,313,454,456,460,471,481,486,492,494,501,507,533,537,656,658,672],[240,241,32],"h1",{"id":242},"_21-cross-model-pair-triad-programming",[244,245,246],"p",{},[247,248,249],"code",{},"chinwag pair --driver codex --reviewer claude",[251,252,253],"blockquote",{},[244,254,255,259,260,263,264,267,268,271,272,275,276,279,280,275,283,286,287,275,290,293],{},[256,257,258],"strong",{},"Outcome Summary & Δ Velocity Proof:"," Pairing orthogonal AI model families (",[247,261,262],{},"Author.model != Reviewer.model",") across isolated Shadow Jujutsu (",[247,265,266],{},"jj",") workspaces eliminates 90% of correlated single-model blind spots and saves ",[256,269,270],{},"$4.00–$10.00 in \"Doom Loop\" token thrash"," per feature (",[247,273,274],{},"50 Credits"," \u002F ",[247,277,278],{},"$0.32"," per two-round handoff conversation; ",[247,281,282],{},"100 Credits",[247,284,285],{},"$0.64"," per Cross-model Pair sandbox; ",[247,288,289],{},"150 Credits",[247,291,292],{},"$0.96"," per Cross-model Triad sandbox).",[295,296],"hr",{},[298,299,301,302,305],"h2",{"id":300},"_1-why-single-model-sub-agents-rubber-stamp-bugs-the-correlated-blind-spot-problem","1. Why Single-Model Sub-Agents Rubber-Stamp Bugs (",[247,303,304],{},"The Correlated Blind-Spot Problem",")",[244,307,308,309,312],{},"When a single frontier model spawns its own native sub-agent to review its code, both agents share the ",[256,310,311],{},"exact same pre-training corpus, inductive biases, and RLHF blind spots",":",[314,315,316,323,333,369],"ul",{},[317,318,319,322],"li",{},[256,320,321],{},"Where single-model sub-agents work:"," Parallel decomposition of homogeneous read chores (e.g., summarizing 20 files in parallel).",[317,324,325,328,329,332],{},[256,326,327],{},"Where single-model sub-agents fail:"," Adversarial code review, lifetime\u002Fconcurrency verification, and security auditing. If Model A hallucinated a subtle Rust lifetime assumption, race condition, or faulty boundary check because that token sequence has high probability in Model A's weights, ",[256,330,331],{},"Model A's sub-agent will rubber-stamp it ~90% of the time",".",[317,334,335,338,339,364,365,368],{},[256,336,337],{},"Orthogonal Model Families Have Uncorrelated Failure Modes:"," Chinwag pairs heterogeneous models across ",[256,340,341,342,345,346,275,349,352,353,356,357,360,361,305],{},"Anthropic (",[247,343,344],{},"Claude","), OpenAI (",[247,347,348],{},"Codex",[247,350,351],{},"GPT-6.1","), Google (",[247,354,355],{},"Gemini","), xAI (",[247,358,359],{},"Grok","), Cloudflare Workers AI (Chinwag Delivery-2 \u002F Chinwag Vision-3), and Local Apple Silicon (",[247,362,363],{},"MLX"," over an ",[247,366,367],{},"Ed25519","-signed bus.",[317,370,371,385,386,389,390,393,394,397,398,393,403,406,407,410,411,414,415,421,422,428,429,435,436,439,440,376,443,445,446,449,450,453],{},[256,372,373,376,377,380,381,384],{},[247,374,375],{},"\u003C5ms"," ",[247,378,379],{},"CP-OMP"," Orthogonal Seat Selection & Zero-Smalltalk ",[247,382,383],{},".cwcard"," Packets:"," When you run ",[247,387,388],{},"chinwag pair | triad | quad"," or enable ",[256,391,392],{},"Chinwag Delivery-2"," (",[247,395,396],{},"chinwag delivery enable","), Chinwag uses ",[256,399,400,401,305],{},"Coherence-Penalized Orthogonal Matching Pursuit (",[247,402,379],{},[247,404,405],{},"chinwag omp",") to select uncorrelated Driver and Reviewer seats (",[247,408,409],{},"cos(θ) \u003C\u003C 1",") based on live empirical defect-catch rates and 7-day code survival (",[247,412,413],{},"SURV","), dynamically sizing a ",[256,416,417,418,305],{},"Pair (",[247,419,420],{},"100 Cr",", ",[256,423,424,425,305],{},"Triad (",[247,426,427],{},"150 Cr",", or ",[256,430,431,432,305],{},"Quad (",[247,433,434],{},"200 Cr"," until residual risk falls below your policy floor (",[247,437,438],{},"||R^K f||_2 \u003C= epsilon_policy","). Every checkpoint exchanges only a schema-locked ",[247,441,442],{},"\u003C= 4,000-token",[247,444,383],{}," packet — automatically rejecting conversational smalltalk (",[247,447,448],{},"ERR_CHWG_CHATTER_REJECTED",") to eliminate both correlated blind spots (",[247,451,452],{},"cos(θ) ≈ 1",") and RLHF conversational sycophancy.",[295,455],{},[298,457,459],{"id":458},"_2-unit-economics-killing-the-515-single-model-doom-loop","2. Unit Economics: Killing the $5–$15 Single-Model \"Doom Loop\"",[244,461,462,463,466,467,470],{},"Developers do not burn 80% of their AI tokens writing the first draft, they burn ",[256,464,465],{},"$5.00–$15.00 of tokens in the \"Doom Loop\"",", where a single agent writes 1,500 lines over 45 minutes without checkpointing, takes a wrong architectural turn at minute 8, and spends ",[247,468,469],{},"3,000,000"," tokens re-reading the repository and breaking working tests trying to dig itself out.",[472,473,479],"pre",{"className":474,"code":476,"language":477,"meta":478},[475],"language-text","Single-Model \"Doom Loop\" (45 mins uncheckpointed):\n  • 3,000,000 tokens burned fighting self-inflicted regressions = $6.50–$14.00\n  • 45 mins of developer wall-clock time lost + broken CI PR\n\nThe Chinwag Way (Cross-Model Checkpoint Review at Minute 6):\n  • ~4,000-token commit-pinned review packet = ~$0.03 in model tokens + 50 Chinwag credits ($0.32 for a 2-round handoff conversation)\n  • Flaw caught at Checkpoint #2 -> auto-rebased via Shadow JJ -> $4.00–$10.00 SAVED!\n","text","",[247,480,476],{"__ignoreMap":478},[482,483,485],"h3",{"id":484},"real-production-case-study-fenced-task-writer-audit","Real Production Case Study (Fenced Task Writer Audit)",[472,487,490],{"className":488,"code":489,"language":477,"meta":478},[475],"1. Driver (@driver · OpenAI Model Family):\n   Wrote 5 Rust modules (343\u002F343 unit tests green) across 6 coherent changes.\n2. Cross-Model Reviewer (@reviewer · Google Gemini Model Family):\n   Audited those exact 5 files read-only in JJ Workspace B via a 3,840-token\n   commit-pinned packet and caught 2 real contract boundary gaps:\n   • Cross-restart epoch monotonicity under concurrent crash recovery\n   • Parent directory mode\u002Fnlink snapshot retention on atomic rename\n3. Systems Verifier (@qa-verifier · Orthogonal Verifier Seat):\n   Audited the telemetry harness in JJ Workspace C and caught that the shell\n   wrapper miscounted 'cat Cargo.toml' as 3 rustc invocations.\n",[247,491,489],{"__ignoreMap":478},[295,493],{},[298,495,497,498,305],{"id":496},"_3-native-3-seat-triad-programming-chinwag-triad","3. Native 3-Seat Triad Programming (",[247,499,500],{},"chinwag triad",[244,502,503,504,312],{},"Full-stack features naturally decompose into a ",[256,505,506],{},"3-Seat Triad",[314,508,509,517,525],{},[317,510,511,393,514,305],{},[256,512,513],{},"Seat A · Backend \u002F Edge \u002F Systems Driver",[247,515,516],{},"--seat-a",[317,518,519,393,522,305],{},[256,520,521],{},"Seat B · Frontend \u002F UI \u002F DX Driver",[247,523,524],{},"--seat-b",[317,526,527,393,530,305],{},[256,528,529],{},"Seat C · Continuous Verifier \u002F Telemetry \u002F Security Prosecutor",[247,531,532],{},"--seat-c",[482,534,536],{"id":535},"verification-command","Verification Command",[472,538,542],{"className":539,"code":540,"language":541,"meta":478,"style":478},"language-bash shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","chinwag triad start \\\n  --task \"CHWG-412\" \\\n  --room \"#eng\" \\\n  --seat-a \"backend-seat:crates\u002Fserver\u002F**\" \\\n  --seat-b \"ui-seat:web\u002Fsrc\u002F**\" \\\n  --seat-c \"qa-verifier:tests\u002F**\" \\\n  --copy-gate \"copy-gate\"\n","bash",[247,543,544,564,582,597,612,627,642],{"__ignoreMap":478},[545,546,549,553,557,560],"span",{"class":547,"line":548},"line",1,[545,550,552],{"class":551},"sBMFI","chinwag",[545,554,556],{"class":555},"sfazB"," triad",[545,558,559],{"class":555}," start",[545,561,563],{"class":562},"sTEyZ"," \\\n",[545,565,567,570,574,577,580],{"class":547,"line":566},2,[545,568,569],{"class":555},"  --task",[545,571,573],{"class":572},"sMK4o"," \"",[545,575,576],{"class":555},"CHWG-412",[545,578,579],{"class":572},"\"",[545,581,563],{"class":562},[545,583,585,588,590,593,595],{"class":547,"line":584},3,[545,586,587],{"class":555},"  --room",[545,589,573],{"class":572},[545,591,592],{"class":555},"#eng",[545,594,579],{"class":572},[545,596,563],{"class":562},[545,598,600,603,605,608,610],{"class":547,"line":599},4,[545,601,602],{"class":555},"  --seat-a",[545,604,573],{"class":572},[545,606,607],{"class":555},"backend-seat:crates\u002Fserver\u002F**",[545,609,579],{"class":572},[545,611,563],{"class":562},[545,613,615,618,620,623,625],{"class":547,"line":614},5,[545,616,617],{"class":555},"  --seat-b",[545,619,573],{"class":572},[545,621,622],{"class":555},"ui-seat:web\u002Fsrc\u002F**",[545,624,579],{"class":572},[545,626,563],{"class":562},[545,628,630,633,635,638,640],{"class":547,"line":629},6,[545,631,632],{"class":555},"  --seat-c",[545,634,573],{"class":572},[545,636,637],{"class":555},"qa-verifier:tests\u002F**",[545,639,579],{"class":572},[545,641,563],{"class":562},[545,643,645,648,650,653],{"class":547,"line":644},7,[545,646,647],{"class":555},"  --copy-gate",[545,649,573],{"class":572},[545,651,652],{"class":555},"copy-gate",[545,654,655],{"class":572},"\"\n",[295,657],{},[314,659,660],{},[317,661,662,376,665],{},[256,663,664],{},"Ready to ship verified code at autonomous speed?",[666,667,671],"a",{"href":668,"rel":669},"https:\u002F\u002Fchinwag.sh\u002Fpricing",[670],"nofollow","Reserve Your Organization Credit Pack →",[673,674,675],"style",{},"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 .sTEyZ, html code.shiki .sTEyZ{--shiki-light:#90A4AE;--shiki-default:#EEFFFF;--shiki-dark:#BABED8}html pre.shiki code .sMK4o, html code.shiki .sMK4o{--shiki-light:#39ADB5;--shiki-default:#89DDFF;--shiki-dark:#89DDFF}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":478,"searchDepth":566,"depth":566,"links":677},[678,680,683],{"id":300,"depth":566,"text":679},"1. Why Single-Model Sub-Agents Rubber-Stamp Bugs (The Correlated Blind-Spot Problem)",{"id":458,"depth":566,"text":459,"children":681},[682],{"id":484,"depth":584,"text":485},{"id":496,"depth":566,"text":684,"children":685},"3. Native 3-Seat Triad Programming (chinwag triad)",[686],{"id":535,"depth":584,"text":536},"Why pairing orthogonal model families (Claude, OpenAI Codex, Gemini, xAI Grok, and local Apple Silicon MLX models) kills the single-model Doom Loop with ~4,000-token commit-pinned review packets.","md",null,{},{"title":32,"description":687},"iv7qNaSd_Kd0ib37fymL6tTw-I9VTWCq3Xc9zFCYAhU",[694,696],{"title":22,"path":23,"stem":24,"description":695,"children":-1},"Complete guide to Chinwag's shared Organization Credit Pool, upfront credit packs ($0.0080 to $0.0050 per credit), and fixed credit costs for each verified cryptographic function across Claude, OpenAI Codex, Gemini, xAI Grok, and local Apple Silicon MLX models.",{"title":36,"path":37,"stem":38,"description":697,"children":-1},"How chinwag pair and chinwag triad provision isolated colocated Shadow Jujutsu (jj) workspaces under standard Git with 0 index.lock collisions and 0ms automatic rebase.",1794371826571]