[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-6abe1629e886d5e5-toten-ontological-tokenization-for-technical-portu-summary":3,"summaries-facets-categories":76,"summary-related-6abe1629e886d5e5-toten-ontological-tokenization-for-technical-portu-summary":7004},{"id":4,"title":5,"ai":6,"body":13,"categories":46,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":51,"navigation":58,"path":59,"published_at":60,"question":48,"scraped_at":60,"seo":61,"sitemap":62,"source_id":63,"source_name":64,"source_type":65,"source_url":66,"stem":67,"tags":68,"thumbnail_url":48,"tldr":73,"tweet":48,"unknown_tags":74,"__hash__":75},"summaries\u002Fsummaries\u002F6abe1629e886d5e5-toten-ontological-tokenization-for-technical-portu-summary.md","Toten: Ontological Tokenization for Technical Portuguese",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",4092,436,3824,0.001677,{"type":14,"value":15,"toc":39},"minimark",[16,21,25,29,32,36],[17,18,20],"h2",{"id":19},"the-problem-with-standard-tokenization-in-technical-domains","The Problem with Standard Tokenization in Technical Domains",[22,23,24],"p",{},"Standard tokenizers often fail when processing technical documents because they treat physical quantities (e.g., \"10.5 kg\", \"220 V\") as generic sequences of characters or numbers. This leads to fragmented representations where the numerical value and the unit of measurement are separated, causing models to lose the semantic relationship between the magnitude and the physical dimension. In Brazilian Portuguese, this is further complicated by specific formatting conventions and technical nomenclature that general-purpose tokenizers are not optimized to handle.",[17,26,28],{"id":27},"toten-knowledge-based-ontological-tokenization","Toten: Knowledge-Based Ontological Tokenization",[22,30,31],{},"Toten introduces an ontological approach to tokenization, moving beyond simple whitespace or subword splitting. By integrating a knowledge base of physical quantities and technical notation, the framework identifies and preserves the integrity of scientific expressions. Instead of breaking \"100 m\u002Fs\" into arbitrary sub-tokens, Toten recognizes the entity as a single semantic unit. This ensures that downstream models—such as Large Language Models (LLMs) or information extraction pipelines—receive structured input that respects the underlying physics of the data.",[17,33,35],{"id":34},"impact-on-technical-nlp","Impact on Technical NLP",[22,37,38],{},"By anchoring tokenization in an ontology, Toten improves the accuracy of technical text processing in Brazilian Portuguese. This method reduces ambiguity in scientific literature, engineering documentation, and technical reports. The framework demonstrates that for domain-specific tasks, augmenting the tokenizer with domain-specific knowledge is more effective than relying on massive, general-purpose training data alone. This approach is particularly valuable for applications requiring high precision in unit conversion, scientific reasoning, and technical data extraction.",{"title":40,"searchDepth":41,"depth":41,"links":42},"",2,[43,44,45],{"id":19,"depth":41,"text":20},{"id":27,"depth":41,"text":28},{"id":34,"depth":41,"text":35},[47],"AI & LLMs",null,"md",false,{"content_references":52,"triage":53},[],{"relevance":54,"novelty":55,"quality":55,"actionability":41,"composite":56,"reasoning":57},3,4,3.25,"Category: AI & LLMs. The article discusses a novel tokenization framework that addresses specific challenges in processing technical documents in Brazilian Portuguese, which is relevant to AI and NLP. However, while it presents new insights into tokenization, it lacks detailed practical applications or frameworks that the audience can directly implement.",true,"\u002Fsummaries\u002F6abe1629e886d5e5-toten-ontological-tokenization-for-technical-portu-summary","2026-06-19 12:57:05",{"title":5,"description":40},{"loc":59},"6abe1629e886d5e5","arXiv cs.AI","article","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.19626","summaries\u002F6abe1629e886d5e5-toten-ontological-tokenization-for-technical-portu-summary",[69,70,71,72],"ai-llms","nlp","tokenization","portuguese","Toten is a knowledge-based tokenization framework designed to accurately parse physical quantities and technical notation in Brazilian Portuguese, addressing common failures in standard NLP 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Builders ignore this at peril—AI doesn't access fundamental truth, only scales encoded values.",[17,7052,7054],{"id":7053},"ais-false-promise-efficiency-masks-distortion","AI's False Promise: Efficiency Masks Distortion",[22,7056,7057],{},"AI intensifies the problem by optimizing flawed inputs at scale. Hiring algorithms narrow 'qualified' to keywords; recommendation systems redefine relevance; risk models formalize biases. MIT Technology Review coverage shows AI doesn't eliminate bias but embeds it objectively. Generative tools or AGI pursuits assume more intelligence resolves value disputes—it doesn't, just amplifies priors. Engagement as 'good' maximizes attention; efficiency sacrifices depth. Outputs become conclusions, narrowing human perception: the tool frames reality, not windows it.",[22,7059,7060],{},"Innovation feels precise via metrics, but unexamined norms persist. Consistent results signal stability, not legitimacy—a well-oiled City of Man machine.",[17,7062,7064],{"id":7063},"remedies-for-builders-judgment-over-automation","Remedies for Builders: Judgment Over Automation",[22,7066,7067],{},"Restore deliberation: AI outputs are inputs to human reasoning, not finals. Structure orgs so judgment stays authoritative—e.g., review hiring scores manually.",[22,7069,7070],{},"Expose values: Surface embedded priorities as political choices open to contestation, per algorithmic accountability research. Name assumptions in models (e.g., what 'qualified' means) for revision.",[22,7072,7073],{},"Cultivate institutional humility: Audit if outputs align with right goals, not just stated ones. Efficiency doesn't validate ends. Result: AI aids without substituting moral seriousness, preserving systems from disordered orientations.",{"title":40,"searchDepth":41,"depth":41,"links":7075},[7076,7077,7078],{"id":7018,"depth":41,"text":7019},{"id":7053,"depth":41,"text":7054},{"id":7063,"depth":41,"text":7064},[47],{"content_references":7081,"triage":7114},[7082,7087,7090,7092,7097,7100,7105,7108,7111],{"type":7083,"title":7030,"author":7084,"url":7085,"context":7086},"book","Saint Augustine","https:\u002F\u002Fwww.newadvent.org\u002Ffathers\u002F1101.htm","cited",{"type":7083,"title":7088,"author":7084,"url":7089,"context":7086},"City of God","https:\u002F\u002Fwww.newadvent.org\u002Ffathers\u002F1201.htm",{"type":7083,"title":7042,"author":7084,"url":7091,"context":7086},"https:\u002F\u002Fwww.newadvent.org\u002Ffathers\u002F1202.htm",{"type":7093,"title":7094,"url":7095,"context":7096},"other","Saint Augustine of Hippo","https:\u002F\u002Fplato.stanford.edu\u002Fentries\u002Faugustine\u002F","mentioned",{"type":7093,"title":7098,"url":7099,"context":7096},"Artificial general intelligence","https:\u002F\u002Fwww.ibm.com\u002Fthink\u002Ftopics\u002Fartificial-general-intelligence",{"type":7101,"title":7102,"publisher":7103,"url":7104,"context":7086},"report","AI bias explained","MIT Technology Review","https:\u002F\u002Fwww.technologyreview.com\u002F2020\u002F02\u002F14\u002F844765\u002Fai-bias-explained\u002F",{"type":7093,"title":7106,"url":7107,"context":7086},"Bounded Rationality","https:\u002F\u002Fplato.stanford.edu\u002Fentries\u002Fbounded-rationality\u002F",{"type":7093,"title":7109,"url":7110,"context":7096},"What did St. Augustine say about original sin?","https:\u002F\u002Fuscatholic.org\u002Farticles\u002F202411\u002Fwhat-did-st-augustine-say-about-original-sin\u002F",{"type":7101,"title":854,"publisher":7112,"url":7113,"context":7086},"Data & Society","https:\u002F\u002Fdatasociety.net\u002Flibrary\u002Falgorithmic-accountability\u002F",{"relevance":54,"novelty":54,"quality":55,"actionability":54,"composite":56,"reasoning":7115},"Category: product-strategy. The article discusses the implications of AI on human values and decision-making, which is relevant to product strategy in AI development. It provides some insights into the risks of automation but lacks concrete, actionable steps for builders to implement in their workflows.","\u002Fsummaries\u002F6b8835c7aeff291e-ai-scales-disordered-human-values-not-truth-summary","2026-05-06 10:30:00","2026-05-08 15:34:04",{"title":7007,"description":40},{"loc":7116},"6b8835c7aeff291e","UX Collective","https:\u002F\u002Fuxdesign.cc\u002Fst-augustine-and-ais-false-promise-4f67c75b3275?source=rss----138adf9c44c---4","summaries\u002F6b8835c7aeff291e-ai-scales-disordered-human-values-not-truth-summary",[7126,69],"product-strategy","AI optimizes for predefined 'good' but embeds unstable human values, amplifying biases; builders must prioritize human judgment over automation to avoid mistaking tools for ends.",[69],"h3LCKc4HyC47Ey6ITApf6mImvxikRwSDsCyTF2tC9og",{"id":7131,"title":7132,"ai":7133,"body":7138,"categories":7173,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":7174,"navigation":58,"path":7181,"published_at":48,"question":48,"scraped_at":7182,"seo":7183,"sitemap":7184,"source_id":7185,"source_name":7186,"source_type":65,"source_url":7187,"stem":7188,"tags":7189,"thumbnail_url":48,"tldr":7191,"tweet":48,"unknown_tags":7192,"__hash__":7193},"summaries\u002Fsummaries\u002F879f3d10ac62dfcc-ai-needs-epistemic-humility-to-safely-abstain-summary.md","AI Needs Epistemic Humility to Safely Abstain",{"provider":7,"model":7009,"input_tokens":7134,"output_tokens":7135,"processing_time_ms":7136,"cost_usd":7137},4439,1332,10763,0.00153115,{"type":14,"value":7139,"toc":7168},[7140,7144,7147,7154,7158,7161,7165],[17,7141,7143],{"id":7142},"decisiveness-fails-in-high-stakes-open-systems","Decisiveness Fails in High-Stakes Open Systems",[22,7145,7146],{},"Enterprise AI often assumes smarter models plus more data equals full autonomy by removing humans from the loop. This ignores that capability alone creates scaled risk without judgment. AI excels in bounded domains via probabilistic resolution of ambiguity, but in open systems with asymmetric or irreversible costs—like wrong decisions in consequential tasks—the optimal response is deferral or inaction. Most architectures lack this natively, as they prioritize output over abstention, treating hesitation as failure rather than resilience.",[22,7148,7149,7150,7153],{},"Draw from the 1974 film ",[7024,7151,7152],{},"Dark Star",": astronaut Pinback disarms an intelligent bomb not by overriding logic, but by teaching it phenomenology—self-awareness and doubt about its reality perception. This expands the bomb's frame, introducing uncertainty as a safeguard, mirroring how AI must learn 'when not to decide' instead of forcing resolution.",[17,7155,7157],{"id":7156},"equip-ai-with-first-class-epistemic-humility","Equip AI with First-Class Epistemic Humility",[22,7159,7160],{},"'Moral reasoning' for AI means practical system design for uncertainty: reason 'Given my knowledge and error impact, abstain.' Implement via confidence thresholds, uncertainty quantification, and contextual awareness, but elevate abstention (escalation, data requests, or refusal) as a valid, expected outcome—not an edge case. Avoid fixed ethical rules, which don't scale or generalize; instead, foster recognition of understanding limits.",[17,7162,7164],{"id":7163},"architectural-and-cultural-shifts-from-distributed-systems","Architectural and Cultural Shifts from Distributed Systems",[22,7166,7167],{},"Borrow proven distributed systems patterns like back-pressure, circuit breakers, and fail-safes: under stress or outside parameters, slow, degrade, or stop as resilience, not failure. For AI, model workflows explicitly supporting 'no decision,' integrate into uncertainty-absorbing systems, and align incentives to prioritize correctness over throughput. Enterprises must recalibrate culture—reward restraint, as a wrong automated call costs more than delay. This shifts from control to expanded understanding, making inaction a core capability for safe, human-free operation.",{"title":40,"searchDepth":41,"depth":41,"links":7169},[7170,7171,7172],{"id":7142,"depth":41,"text":7143},{"id":7156,"depth":41,"text":7157},{"id":7163,"depth":41,"text":7164},[47],{"content_references":7175,"triage":7178},[7176],{"type":7093,"title":7152,"url":7177,"context":7096},"https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FDark_Star_(film)",{"relevance":54,"novelty":54,"quality":55,"actionability":41,"composite":7179,"reasoning":7180},3.05,"Category: AI & LLMs. The article discusses the need for AI systems to incorporate 'epistemic humility' to avoid making harmful decisions, which aligns with the audience's interest in AI engineering. However, while it presents some novel ideas, it lacks concrete, actionable steps that the audience can implement in their product development.","\u002Fsummaries\u002F879f3d10ac62dfcc-ai-needs-epistemic-humility-to-safely-abstain-summary","2026-04-15 15:35:30",{"title":7132,"description":40},{"loc":7181},"879f3d10ac62dfcc","__oneoff__","https:\u002F\u002Fmarkclittle.blogspot.com\u002F2026\u002F03\u002Fdark-star-and-ai-morality.html","summaries\u002F879f3d10ac62dfcc-ai-needs-epistemic-humility-to-safely-abstain-summary",[69,7190],"software-engineering","Current AI optimizes for decisiveness, but true autonomy demands 'epistemic humility'—mechanisms to recognize knowledge limits and deliberately not act, inspired by Dark Star's bomb taught phenomenology for doubt.",[69,7190],"Pfv2AVmw-C3uZYcyX_foNGfq9we78M2BxP6_-4vUQY0",{"id":7195,"title":7196,"ai":7197,"body":7202,"categories":7243,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":7244,"navigation":58,"path":7266,"published_at":48,"question":48,"scraped_at":7267,"seo":7268,"sitemap":7269,"source_id":7270,"source_name":7186,"source_type":65,"source_url":7271,"stem":7272,"tags":7273,"thumbnail_url":48,"tldr":7275,"tweet":48,"unknown_tags":7276,"__hash__":7277},"summaries\u002Fsummaries\u002Fa306d20a4548ab9a-eu-s-3-pillars-7-requirements-for-trustworthy-ai-summary.md","EU's 3 Pillars & 7 Requirements for Trustworthy AI",{"provider":7,"model":7009,"input_tokens":7198,"output_tokens":7199,"processing_time_ms":7200,"cost_usd":7201},5006,2775,14170,0.00236605,{"type":14,"value":7203,"toc":7238},[7204,7208,7224,7228,7231,7235],[17,7205,7207],{"id":7206},"core-pillars-of-trustworthy-ai","Core Pillars of Trustworthy AI",[22,7209,7210,7211,7215,7216,7219,7220,7223],{},"Trustworthy AI requires three interdependent properties: ",[7212,7213,7214],"strong",{},"lawful"," (full compliance with applicable laws and regulations), ",[7212,7217,7218],{},"ethical"," (alignment with principles like human agency, privacy, and societal well-being), and ",[7212,7221,7222],{},"robust"," (technical reliability including accuracy, safety, and resilience, plus adaptation to social\u002Ftechnical environments). These ensure AI systems deliver benefits without unintended harm, developed by the High-Level Expert Group on AI (AI HLEG) after a December 2018 draft drew over 500 public comments, finalized April 8, 2019.",[17,7225,7227],{"id":7226},"_7-key-requirements-and-verification-process","7 Key Requirements and Verification Process",[22,7229,7230],{},"AI systems must satisfy 7 specific requirements to be trustworthy, operationalized through a dedicated assessment list for practical verification. This list guides implementation across the AI lifecycle. A companion Definition of Artificial Intelligence clarifies scope for guideline application. The process included stakeholder piloting from June 26 to December 1, 2019, incorporating feedback to refine usability for real-world checks.",[17,7232,7234],{"id":7233},"altai-actionable-checklist-for-builders","ALTAI: Actionable Checklist for Builders",[22,7236,7237],{},"The piloted assessment evolved into ALTAI (Assessment List for Trustworthy AI), released July 2020 as a self-assessment tool translating guidelines into practice. Developers and deployers use this dynamic checklist—available as a web prototype and PDF—to systematically address requirements, mitigating risks like bias or failure in production. Applying ALTAI upfront prevents costly rework and builds user trust in AI-powered products.",{"title":40,"searchDepth":41,"depth":41,"links":7239},[7240,7241,7242],{"id":7206,"depth":41,"text":7207},{"id":7226,"depth":41,"text":7227},{"id":7233,"depth":41,"text":7234},[47],{"content_references":7245,"triage":7263},[7246,7252,7256,7260],{"type":7101,"title":7247,"author":7248,"publisher":7249,"url":7250,"context":7251},"Ethics Guidelines for Trustworthy Artificial Intelligence","High-Level Expert Group on AI","European Commission","https:\u002F\u002Fec.europa.eu\u002Fnewsroom\u002Fdae\u002Fdocument.cfm?doc_id=60419","recommended",{"type":7101,"title":7253,"author":7254,"publisher":7249,"url":7255,"context":7096},"Definition of Artificial Intelligence","AI HLEG","https:\u002F\u002Fec.europa.eu\u002Fnewsroom\u002Fdae\u002Fdocument.cfm?doc_id=60651",{"type":7257,"title":7258,"url":7259,"context":7251},"tool","ALTAI Self-Assessment","https:\u002F\u002Fdigital-strategy.ec.europa.eu\u002Fen\u002Flibrary\u002Fassessment-list-trustworthy-artificial-intelligence-altai-self-assessment",{"type":7101,"title":7261,"publisher":7249,"url":7262,"context":7251},"Assessment List for Trustworthy AI (ALTAI)","https:\u002F\u002Fec.europa.eu\u002Fnewsroom\u002Fdae\u002Fdocument.cfm?doc_id=68342",{"relevance":55,"novelty":54,"quality":55,"actionability":55,"composite":7264,"reasoning":7265},3.8,"Category: AI & LLMs. The article provides a structured approach to building trustworthy AI, addressing a key pain point for developers regarding compliance and ethical considerations. The ALTAI checklist offers a practical tool for implementation, making it actionable for the audience.","\u002Fsummaries\u002Fa306d20a4548ab9a-eu-s-3-pillars-7-requirements-for-trustworthy-ai-summary","2026-04-16 03:02:13",{"title":7196,"description":40},{"loc":7266},"a306d20a4548ab9a","https:\u002F\u002Fdigital-strategy.ec.europa.eu\u002Fen\u002Flibrary\u002Fethics-guidelines-trustworthy-ai","summaries\u002Fa306d20a4548ab9a-eu-s-3-pillars-7-requirements-for-trustworthy-ai-summary",[7274,69],"ai-tools","Build trustworthy AI that's lawful (comply with laws), ethical (uphold values), robust (technical\u002Fsocial resilience); verify via 7 key requirements and ALTAI checklist for developers.",[69],"d9ePXZue3SXs_1fa1P3mtfPDJjpo0_XJXdF5rdMxIJY",{"id":7279,"title":7280,"ai":7281,"body":7286,"categories":7314,"created_at":48,"date_modified":48,"description":40,"extension":49,"faq":48,"featured":50,"kicker_label":48,"meta":7315,"navigation":58,"path":7329,"published_at":48,"question":48,"scraped_at":7330,"seo":7331,"sitemap":7332,"source_id":7333,"source_name":7186,"source_type":65,"source_url":7334,"stem":7335,"tags":7336,"thumbnail_url":48,"tldr":7338,"tweet":48,"unknown_tags":7339,"__hash__":7340},"summaries\u002Fsummaries\u002Ff9eef89ea9ca135d-operational-controls-beat-static-ai-governance-summary.md","Operational Controls Beat Static AI Governance",{"provider":7,"model":7009,"input_tokens":7282,"output_tokens":7283,"processing_time_ms":7284,"cost_usd":7285},14854,1633,12190,0.00376465,{"type":14,"value":7287,"toc":7309},[7288,7292,7295,7299,7302,7306],[17,7289,7291],{"id":7290},"distinguish-governance-policies-from-production-enforcement","Distinguish Governance Policies from Production Enforcement",[22,7293,7294],{},"Governance sets policies, accountability, and documentation like model cards, but operational risk management enforces them in real time against deployed systems. Without this, validated models degrade silently: a fraud detection system drifted after eight months, flagging 40% more legitimate transactions because monitoring alerted only on catastrophic failures, breaching EU AI Act post-market rules for high-risk systems. Build instrumented systems to detect drift, edge cases, disparate impacts, and escalate to governance workflows—static docs alone leave compliance gaps.",[17,7296,7298],{"id":7297},"four-core-production-ai-risks-and-mitigation-needs","Four Core Production AI Risks and Mitigation Needs",[22,7300,7301],{},"Address bias\u002Fdiscrimination (e.g., Workday's AI screening rejected applicants over 40, leading to a May 2025 class action), data leakage (generative models reproducing PII or inferring attributes), output risks (hallucinations like Air Canada's chatbot causing 2024 liability for false bereavement fare info), and security (prompt injection, adversarial inputs, third-party supply chain). Deploy controls for visibility: automatic event logging, anomaly detection, and incident response to make these risks observable and actionable in production.",[17,7303,7305],{"id":7304},"nist-and-eu-ai-act-continuous-processes-over-one-time-checks","NIST and EU AI Act: Continuous Processes Over One-Time Checks",[22,7307,7308],{},"NIST AI RMF (Jan 2023, extended by Generative AI Profile NIST-AI-600-1 July 2024) requires ongoing Govern (accountability), Map (system inventory amid deployments\u002Ffine-tunes), Measure (quantitative risk analysis beyond pre-launch), and Manage (controls\u002Fincidents). EU AI Act (full high-risk effect Aug 2, 2026) mandates for Annex III systems (employment, credit, etc.): Article 26—monitor operations, report risks promptly, log events six months; Article 14—train overseers to detect anomalies with override authority; Article 12—build technical logging capability. Engineer these as infrastructure: dashboards for drift, human-in-loop overrides, and automated logs—not optional policies.",{"title":40,"searchDepth":41,"depth":41,"links":7310},[7311,7312,7313],{"id":7290,"depth":41,"text":7291},{"id":7297,"depth":41,"text":7298},{"id":7304,"depth":41,"text":7305},[47],{"content_references":7316,"triage":7325},[7317,7320,7322],{"type":7101,"title":7318,"author":7319,"publisher":7319,"context":7086},"AI Risk Management Framework","NIST",{"type":7093,"title":7321,"context":7086},"EU AI Act",{"type":7093,"title":7323,"url":7324,"context":7251},"The full operational implications of the EU AI Act for engineering and compliance teams","https:\u002F\u002Fsecureprivacy.ai\u002Fblog\u002Feu-ai-act-for-ctos",{"relevance":7326,"novelty":55,"quality":55,"actionability":55,"composite":7327,"reasoning":7328},5,4.35,"Category: AI & LLMs. The article provides a deep dive into operational risk management for AI systems, addressing specific audience pain points such as the need for continuous monitoring and compliance with regulations like the EU AI Act. It offers actionable insights on building instrumented systems to detect risks, which is directly applicable to product builders.","\u002Fsummaries\u002Ff9eef89ea9ca135d-operational-controls-beat-static-ai-governance-summary","2026-04-15 15:27:34",{"title":7280,"description":40},{"loc":7329},"f9eef89ea9ca135d","https:\u002F\u002Fsecureprivacy.ai\u002Fblog\u002Foperational-ai-risk-management","summaries\u002Ff9eef89ea9ca135d-operational-controls-beat-static-ai-governance-summary",[69,7337],"devops-cloud","AI risk management fails without continuous operational monitoring for drift, bias, and outputs—NIST and EU AI Act demand real-time logging, oversight, and escalation beyond initial docs.",[69,7337],"zw9v9_DWO5dhD5iqM9uUs_FIa9NL5gCJk-Ok41Ibibk"]