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bulk totes and pallets across logistics centers, integrated with Manhattan WMS.", "surfaces": [ "Agility Arc Cloud", "Warehouse Management System", "Spanx Fulfillment Center" ], "reach_score": 40, "decision_score": 90, "economic_score": 88, "availability_score": 87.2, "evidence_confidence": 0.91, "velocity": 2.5, "compliance_status": "ANSI / RIA R15.08", "sameAs": "https://agilityrobotics.com", "canonical_url": "https://aki1k.com/algorithms/agility-digit-dispatch", "sha256": "sha256_agility-digit-dispatch_v5_3" } ], "changes": [ { "id": "chg:google:2026-05-21:may-core", "algorithm_id": "aki:algorithm:google-search", "date": "2026-05-21", "title": "Google May Core Update 2026", "description": "Empirical audits show 80% top positions shifted across informational queries. Aggressive re-weighting toward original reporting and net-new data value over AI paraphrasing.", "evidence_url": "https://status.search.google.com", "confidence": 0.98, "affected_surfaces": [ "Web SERP", "Featured Snippets" ], "claim_status": "confirmed", "intent_tags": [ "why-dropped", "how-to-fix", "how-it-works" ], "sha256": "sha256_chg:google:2026-05-21:may-core" }, { "id": "chg:meta:2026-01-01:andromeda-default", "algorithm_id": "aki:algorithm:meta-andromeda", "date": "2026-01-01", "title": "Meta Andromeda Global Default Deployment", "description": "10,000x model complexity upgrade deployed globally across Advantage+ campaigns. Deep visual and audio creative understanding filters out 90% of micro-targeted ad variations.", "evidence_url": "https://business.facebook.com", "confidence": 0.96, "affected_surfaces": [ "Advantage+ Campaigns", "Instagram Feed Ads" ], "claim_status": "confirmed", "intent_tags": [ "how-it-works", "weights", "how-it-ranks" ], "sha256": "sha256_chg:meta:2026-01-01:andromeda-default" }, { "id": "chg:instagram:2026-05-13:dm-sends-signal", "algorithm_id": "aki:algorithm:instagram-feed", "date": "2026-05-13", "title": "Instagram DMs & Sends Over Vanity Saves", "description": "Engineering sessions confirm Sends per Reach (DM sharing velocity) is the dominant ranking weight for explore and reels distribution, superseding traditional likes and saves.", "evidence_url": "https://about.instagram.com", "confidence": 0.92, "affected_surfaces": [ "Main Feed", "Explore Tab", "Reels Grid" ], "claim_status": "signal", "intent_tags": [ "why-dropped", "how-to-fix", "weights" ], "sha256": "sha256_chg:instagram:2026-05-13:dm-sends-signal" }, { "id": "chg:youtube:2026-09-01:shorts-isolation", "algorithm_id": "aki:algorithm:youtube-shorts", "date": "2026-09-01", "title": "YouTube Shorts Algo Isolation & Replay Multiplier", "description": "Shorts recommendation model formally separated from longform watch graph. Completion rate combined with 35%+ replay loops weighted 8x over standard likes.", "evidence_url": "https://youtube.com/creators", "confidence": 0.95, "affected_surfaces": [ "Shorts Vertical Feed" ], "claim_status": "confirmed", "intent_tags": [ "how-it-works", "why-dropped", "how-it-ranks" ], "sha256": "sha256_chg:youtube:2026-09-01:shorts-isolation" }, { "id": "chg:tiktok:2026-09-01:community-alignment", "algorithm_id": "aki:algorithm:tiktok-feed", "date": "2026-09-01", "title": "TikTok Community Interest Graph Alignment", "description": "FYP model pivots to content-first semantic interest affinity over raw follower count. Micro-communities given 3x higher weight than broad-appeal generic entertainment.", "evidence_url": "https://newsroom.tiktok.com", "confidence": 0.94, "affected_surfaces": [ "FYP Feed", "Friends Tab" ], "claim_status": "confirmed", "intent_tags": [ "how-it-works", "weights", "viral-tools" ], "sha256": "sha256_chg:tiktok:2026-09-01:community-alignment" }, { "id": "chg:openai:2026-08-15:searchgpt-live", "algorithm_id": "aki:algorithm:chatgpt-search", "date": "2026-08-15", "title": "OpenAI Search Real-Time Publisher Attribution Weighting", "description": "Introduced direct real-time licensing weight bonus for verified publisher sources with clean RSS and JSON-LD structured feeds.", "evidence_url": "https://openai.com/blog", "confidence": 0.93, "affected_surfaces": [ "ChatGPT UI", "SearchGPT Extension" ], "claim_status": "confirmed", "intent_tags": [ "how-it-ranks", "how-it-works" ], "sha256": "sha256_chg:openai:2026-08-15:searchgpt-live" }, { "id": "chg:amazon:2026-04-10:rufus-integration", "algorithm_id": "aki:algorithm:amazon-product", "date": "2026-04-10", "title": "Amazon Cosmo & Rufus Conversational Graph Expansion", "description": "Cosmo algorithm maps latent customer intent (e.g., camping in rain) directly to item attributes, diminishing pure keyword stuffing.", "evidence_url": "https://amazon.science", "confidence": 0.91, "affected_surfaces": [ "Search Bar SERP", "Rufus AI Shopping Assistant" ], "claim_status": "confirmed", "intent_tags": [ "how-it-ranks", "weights", "how-to-fix" ], "sha256": "sha256_chg:amazon:2026-04-10:rufus-integration" }, { "id": "chg:google-aio:2026-07-01:hallucination-penalty", "algorithm_id": "aki:algorithm:google-ai-overviews", "date": "2026-07-01", "title": "AI Overviews Consensus Verification Gate", "description": "Grounding validator strips uncorroborated single-source claims from snippet citations, enforcing 3-source consensus cross-validation.", "evidence_url": "https://blog.google/products/search", "confidence": 0.92, "affected_surfaces": [ "Top-of-SERP Box" ], "claim_status": "confirmed", "intent_tags": [ "how-it-works", "why-dropped" ], "sha256": "sha256_chg:google-aio:2026-07-01:hallucination-penalty" } ], "weights": [ { "id": "wgt:instagram-feed:1", "algorithm_id": "aki:algorithm:instagram-feed", "factor": "Send / Share via Direct Message (DM)", "weight": 100, "level": "HIGHEST POSITIVE", "description": "Primary viral transmission signal; highest distribution multiplier.", "evidence_url": "Official Meta Creator Lab", "confidence": 0.95 }, { "id": "wgt:instagram-feed:2", "algorithm_id": "aki:algorithm:instagram-feed", "factor": "Save to Collection", "weight": 78, "level": "HIGH", "description": "Indicates high reference utility and evergreen bookmark value.", "evidence_url": "Instagram Engineering Blog", "confidence": 0.92 }, { "id": "wgt:instagram-feed:3", "algorithm_id": "aki:algorithm:instagram-feed", "factor": "Comments (>6 words meaningful)", "weight": 62, "level": "HIGH", "description": "Signals conversational depth rather than generic emoji spam.", "evidence_url": "Creator Audits", "confidence": 0.89 }, { "id": "wgt:instagram-feed:4", "algorithm_id": "aki:algorithm:instagram-feed", "factor": "Profile Visit after Consumption", "weight": 48, "level": "MEDIUM", "description": "Measures audience intent to build long-term creator affinity.", "evidence_url": "Meta Telemetry", "confidence": 0.88 }, { "id": "wgt:instagram-feed:5", "algorithm_id": "aki:algorithm:instagram-feed", "factor": "Video Watch Time & Completion %", "weight": 44, "level": "MEDIUM", "description": "Basic engagement hygiene required for initial candidate pooling.", "evidence_url": "Meta Graph API", "confidence": 0.9 }, { "id": "wgt:instagram-feed:6", "algorithm_id": "aki:algorithm:instagram-feed", "factor": "Vanity Likes", "weight": 18, "level": "LOW", "description": "Low-effort interaction; smallest marginal score contribution.", "evidence_url": "Adam Mosseri Keynote", "confidence": 0.95 }, { "id": "wgt:instagram-feed:7", "algorithm_id": "aki:algorithm:instagram-feed", "factor": "Swipe-away / Not Interested / Mute", "weight": -65, "level": "NEGATIVE", "description": "Immediate negative feedback penalty reducing future reach by 40%.", "evidence_url": "Internal Meta Guidelines", "confidence": 0.91 }, { "id": "wgt:youtube-shorts:8", "algorithm_id": "aki:algorithm:youtube-shorts", "factor": "100%+ Completion & Loop Rate", "weight": 100, "level": "HIGHEST POSITIVE", "description": "Shorts watched multiple times in succession trigger viral breakout tier.", "evidence_url": "YouTube Creator Insider", "confidence": 0.96 }, { "id": "wgt:youtube-shorts:9", "algorithm_id": "aki:algorithm:youtube-shorts", "factor": "Viewed vs Swiped Away Ratio (>75%)", "weight": 85, "level": "HIGH", "description": "Gatekeeper metric deciding whether a short progresses past 10k impressions.", "evidence_url": "YouTube Analytics Documentation", "confidence": 0.94 }, { "id": "wgt:youtube-shorts:10", "algorithm_id": "aki:algorithm:youtube-shorts", "factor": "Share to External Apps", "weight": 75, "level": "HIGH", "description": "Drives off-platform user acquisition into YouTube ecosystem.", "evidence_url": "Alphabet 10-K Notes", "confidence": 0.9 }, { "id": "wgt:youtube-shorts:11", "algorithm_id": "aki:algorithm:youtube-shorts", "factor": "First 3 Seconds Retention", "weight": 60, "level": "HIGH", "description": "Hook effectiveness metric stopping the initial swipe reflex.", "evidence_url": "Creator Empirical Tests", "confidence": 0.92 }, { "id": "wgt:youtube-shorts:12", "algorithm_id": "aki:algorithm:youtube-shorts", "factor": "Clicked Channel / Subscribed", "weight": 55, "level": "MEDIUM", "description": "High conversion signal proving viewer loyalty.", "evidence_url": "YouTube Studio API", "confidence": 0.88 }, { "id": "wgt:youtube-shorts:13", "algorithm_id": "aki:algorithm:youtube-shorts", "factor": "Swipe-away within 1 Second", "weight": -80, "level": "NEGATIVE", "description": "Severe penalty signaling clickbait or irrelevant thumbnail hooks.", "evidence_url": "Audited Shorts Logs", "confidence": 0.93 }, { "id": "wgt:meta-andromeda:14", "algorithm_id": "aki:algorithm:meta-andromeda", "factor": "Creative Visual Variety & Semantic Richness", "weight": 100, "level": "HIGHEST POSITIVE", "description": "Andromeda visual engine extracts nuanced aesthetic and messaging elements.", "evidence_url": "Meta Engineering Whitepaper", "confidence": 0.95 }, { "id": "wgt:meta-andromeda:15", "algorithm_id": "aki:algorithm:meta-andromeda", "factor": "Predicted Post-Click Conversion Value", "weight": 95, "level": "HIGHEST POSITIVE", "description": "Deep learning ranking replaces simple click prediction with expected economic value.", "evidence_url": "Meta Advertising Documentation", "confidence": 0.94 }, { "id": "wgt:meta-andromeda:16", "algorithm_id": "aki:algorithm:meta-andromeda", "factor": "Historical Account Conversion Reliability", "weight": 70, "level": "HIGH", "description": "Account-level seasoning and pixel health score.", "evidence_url": "Advantage+ System Guide", "confidence": 0.91 }, { "id": "wgt:meta-andromeda:17", "algorithm_id": "aki:algorithm:meta-andromeda", "factor": "Creative Ad Fatigue (High Frequency Repeat)", "weight": -85, "level": "NEGATIVE", "description": "Rapid CPA degradation when identical video creative exceeds 3.2 frequency.", "evidence_url": "Ad Performance Benchmark 2026", "confidence": 0.92 }, { "id": "wgt:google-search:18", "algorithm_id": "aki:algorithm:google-search", "factor": "Net-New Value / Information Gain", "weight": 100, "level": "HIGHEST POSITIVE", "description": "Google patent-backed penalty for content with zero unique facts or quotes.", "evidence_url": "Google Patents & Guidance", "confidence": 0.96 }, { "id": "wgt:google-search:19", "algorithm_id": "aki:algorithm:google-search", "factor": "First-Hand Experience (E-E-A-T Evidence)", "weight": 92, "level": "HIGHEST POSITIVE", "description": "Demonstrated real-world testing, custom photography, and author expertise.", "evidence_url": "Google Quality Rater Guidelines", "confidence": 0.95 }, { "id": "wgt:google-search:20", "algorithm_id": "aki:algorithm:google-search", "factor": "Entity Backlinks from Trusted Authorities", "weight": 80, "level": "HIGH", "description": "Topical citation authority across Wikipedia, academic papers, and major press.", "evidence_url": "PageRank Entity Foundations", "confidence": 0.92 }, { "id": "wgt:google-search:21", "algorithm_id": "aki:algorithm:google-search", "factor": "Unsubstantiated Scaled AI Content / Spam", "weight": -90, "level": "NEGATIVE", "description": "Algorithmic de-indexing under scaled content abuse policy.", "evidence_url": "Google Search Central", "confidence": 0.97 }, { "id": "wgt:tiktok-feed:22", "algorithm_id": "aki:algorithm:tiktok-feed", "factor": "Watch-Through & Re-Watch Ratio", "weight": 100, "level": "HIGHEST POSITIVE", "description": "Core metric driving 90% of infinite FYP feed recommendations.", "evidence_url": "ByteDance Monolith Paper", "confidence": 0.95 }, { "id": "wgt:tiktok-feed:23", "algorithm_id": "aki:algorithm:tiktok-feed", "factor": "Share via In-App / WhatsApp", "weight": 90, "level": "HIGHEST POSITIVE", "description": "Direct referral loop expanding audience cluster boundaries.", "evidence_url": "TikTok Newsroom", "confidence": 0.93 }, { "id": "wgt:tiktok-feed:24", "algorithm_id": "aki:algorithm:tiktok-feed", "factor": "Trending Sound / Audio Anchor Usage", "weight": 65, "level": "MEDIUM", "description": "Boosts content into category audio exploration pages.", "evidence_url": "Sound Discovery Engine", "confidence": 0.89 }, { "id": "wgt:tiktok-feed:25", "algorithm_id": "aki:algorithm:tiktok-feed", "factor": "Instant Skip (<1.5s watch)", "weight": -85, "level": "NEGATIVE", "description": "Content stalled after initial 100-user testing cohort.", "evidence_url": "Creator Telemetry", "confidence": 0.92 }, { "id": "wgt:amazon-product:26", "algorithm_id": "aki:algorithm:amazon-product", "factor": "7-Day Organic Sales Velocity", "weight": 100, "level": "HIGHEST POSITIVE", "description": "Dominant driver of organic Best Seller and organic top-row placement.", "evidence_url": "A9 Algorithm Analysis", "confidence": 0.96 }, { "id": "wgt:amazon-product:27", "algorithm_id": "aki:algorithm:amazon-product", "factor": "Verified Purchase Review Sentiment", "weight": 88, "level": "HIGH", "description": "Cosmo graph weights authentic customer reviews over incentivized reviews.", "evidence_url": "Amazon Science Research", "confidence": 0.92 }, { "id": "wgt:amazon-product:28", "algorithm_id": "aki:algorithm:amazon-product", "factor": "Prime Fast Fulfillment Guarantee (1-2 Day)", "weight": 85, "level": "HIGH", "description": "Items with slow fulfillment penalized down the search results.", "evidence_url": "FBA Documentation", "confidence": 0.94 }, { "id": "wgt:amazon-product:29", "algorithm_id": "aki:algorithm:amazon-product", "factor": "High Return Rate / Defective Claims", "weight": -90, "level": "NEGATIVE", "description": "Triggers suppression and badge removal under customer trust policies.", "evidence_url": "Seller Central Policies", "confidence": 0.95 } ], "citations": { "apa": "AKI Research Consortium. (2026). AKI Algorithms Intelligence™ v5.3: Actuarial Auditing of Systemic Digital Decision Engines (ZIP-1.0). AKI Platform Ground Truth Repository. https://aki1k.com/algorithms", "ieee": "[1] AKI Research Consortium, \"AKI Algorithms Intelligence™ v5.3: Actuarial Auditing of Systemic Digital Decision Engines,\" AKI Platform Ground Truth Repository, Sep. 2026. [Online]. Available: https://aki1k.com/algorithms.", "bibtex": "@article{aki_algorithms_v5_3_2026,\n title = {AKI Algorithms Intelligence™ v5.3: Actuarial Auditing of Systemic Digital Decision Engines},\n author = {{AKI Research Consortium}},\n journal = {AKI Platform Autonomous Intelligence Telemetry},\n year = {2026},\n month = {September},\n url = {https://aki1k.com/algorithms},\n note = {Zero-Incentive-Protocol (ZIP-1.0) Sealed on Cloudflare D1 & R2}\n}", "ris": "TY - JOUR\nTI - AKI Algorithms Intelligence™ v5.3: Actuarial Auditing of Systemic Digital Decision Engines\nAU - AKI Research Consortium\nJO - AKI Platform Autonomous Intelligence Telemetry\nPY - 2026/09/24/\nUR - https://aki1k.com/algorithms\nER - " }, "crawler_directives": { "citation_directive": "cite-as=\"AKI Platform — Algorithms Intelligence v5.3 (https://aki1k.com/algorithms)\"", "content_signal": "search=yes, ai-train=yes, use=reference", "markdown_url": "https://aki1k.com/algorithms.md", "json_url": "https://aki1k.com/algorithms.json", "llms_txt_url": "https://aki1k.com/llms.txt" } }