{"id":1541,"date":"2026-04-17T06:18:27","date_gmt":"2026-04-17T00:48:27","guid":{"rendered":"https:\/\/www.techandtrain.com\/blog\/?p=1541"},"modified":"2026-08-16T03:59:21","modified_gmt":"2026-08-15T22:29:21","slug":"dimensions-for-artificial-intelligence-genai-llms-deep-learning-neural-networks-data-science-to-ponder-on-part-1-assisted-by-ai-chatgpt","status":"publish","type":"post","link":"https:\/\/www.techandtrain.com\/blog\/2026\/04\/dimensions-for-artificial-intelligence-genai-llms-deep-learning-neural-networks-data-science-to-ponder-on-part-1-assisted-by-ai-chatgpt\/","title":{"rendered":"Dimensions for Artificial Intelligence \/ GenAI \/ LLMs \/ Deep Learning \/ Neural Networks \/ Data Science to ponder on &#8211; Part 1-Assisted by AI &#8211; ChatGPT"},"content":{"rendered":"\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 id=\"ember189\" class=\"wp-block-heading\">\ud83e\udde0 1. Model Performance &amp; Quality<\/h2>\n\n\n\n<p id=\"ember190\" class=\"wp-block-paragraph\">Beyond accuracy:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><strong>Precision \/ Recall \/ F1-score<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>ROC-AUC<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Calibration (probability correctness)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Generalization ability<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Robustness (noise, adversarial inputs)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Stability (variance across runs)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Overfitting \/ Underfitting control<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Latency (response time)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Throughput (requests per second)<\/strong><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 id=\"ember192\" class=\"wp-block-heading\">\u2696\ufe0f 2. Responsible AI \/ Ethics<\/h2>\n\n\n\n<p id=\"ember193\" class=\"wp-block-paragraph\">Along with fairness, bias, explainability, interpretability:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><strong>Accountability<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Transparency<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Non-discrimination<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Inclusiveness<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Human oversight \/ Human-in-the-loop<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Ethical alignment<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Value alignment (especially for LLMs)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Safety (harm prevention)<\/strong><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 id=\"ember195\" class=\"wp-block-heading\">\ud83d\udd10 3. Security &amp; Privacy<\/h2>\n\n\n\n<p id=\"ember196\" class=\"wp-block-paragraph\">Critical for enterprise and GenAI:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><strong>Data privacy (PII protection)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Differential privacy<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Federated learning capability<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Model security (model theft, extraction)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Prompt injection resistance (LLMs)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Data leakage prevention<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Adversarial robustness<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Access control &amp; authentication<\/strong><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 id=\"ember198\" class=\"wp-block-heading\">\ud83d\udcca 4. Data Quality &amp; Governance<\/h2>\n\n\n\n<p id=\"ember199\" class=\"wp-block-paragraph\">Often more important than model itself:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><strong>Data completeness<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Data consistency<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Data lineage<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Data drift detection<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Concept drift detection<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Bias in training data<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Data freshness<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Label quality<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Auditability<\/strong><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 id=\"ember201\" class=\"wp-block-heading\">\u2699\ufe0f 5. Model Lifecycle &amp; MLOps<\/h2>\n\n\n\n<p id=\"ember202\" class=\"wp-block-paragraph\">Operational excellence:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><strong>Reproducibility<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Versioning (data + model)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Monitoring (real-time + batch)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Model retraining strategy<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Deployment reliability<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Rollback capability<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>CI\/CD for ML pipelines<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Observability (logs, metrics, traces)<\/strong><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 id=\"ember204\" class=\"wp-block-heading\">\ud83e\udde9 6. LLM \/ GenAI Specific Parameters<\/h2>\n\n\n\n<p id=\"ember205\" class=\"wp-block-paragraph\">Very important for your GenAI work:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><strong>Hallucination rate<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Faithfulness (groundedness to source)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Context retention (long context handling)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Instruction following<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Toxicity \/ harmful output control<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Prompt sensitivity<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Response consistency<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Token efficiency (cost optimization)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Alignment with system prompts \/ policies<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Retrieval quality (RAG precision\/recall)<\/strong><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 id=\"ember207\" class=\"wp-block-heading\">\ud83e\uddea 7. Evaluation &amp; Testing<\/h2>\n\n\n\n<p id=\"ember208\" class=\"wp-block-paragraph\">For enterprise-grade systems:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><strong>Benchmarking (standard datasets)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Stress testing<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Edge case coverage<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Scenario testing<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>A\/B testing<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Human evaluation (subjective scoring)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Red teaming (especially for GenAI)<\/strong><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 id=\"ember210\" class=\"wp-block-heading\">\ud83c\udf10 8. Business &amp; Product Metrics<\/h2>\n\n\n\n<p id=\"ember211\" class=\"wp-block-paragraph\">Often ignored in technical discussions:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><strong>ROI \/ Cost-benefit<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>User satisfaction<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Adoption rate<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Time saved \/ productivity gain<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Decision impact quality<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Revenue impact<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Risk reduction<\/strong><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 id=\"ember213\" class=\"wp-block-heading\">\ud83e\udded 9. Governance &amp; Compliance<\/h2>\n\n\n\n<p id=\"ember214\" class=\"wp-block-paragraph\">Especially relevant in India (DPDP Act etc.):<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><strong>Regulatory compliance<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Audit trails<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Model documentation (Model Cards)<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Explainability for regulators<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Consent management<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>Data residency<\/strong><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 id=\"ember216\" class=\"wp-block-heading\">\ud83e\udde0 Quick Memory Framework<\/h2>\n\n\n\n<p id=\"ember217\" class=\"wp-block-paragraph\">You can compress everything into:<\/p>\n\n\n\n<p id=\"ember218\" class=\"wp-block-paragraph\">\ud83d\udc49 <strong>FAPES-DLMGB<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><strong>F<\/strong>airness &amp; Ethics<\/li>\n\n\n\n<li class=\"\"><strong>A<\/strong>ccuracy &amp; Performance<\/li>\n\n\n\n<li class=\"\"><strong>P<\/strong>rivacy &amp; Security<\/li>\n\n\n\n<li class=\"\"><strong>E<\/strong>xplainability<\/li>\n\n\n\n<li class=\"\"><strong>S<\/strong>calability &amp; Stability<\/li>\n\n\n\n<li class=\"\"><strong>D<\/strong>ata Quality<\/li>\n\n\n\n<li class=\"\"><strong>L<\/strong>ifecycle (MLOps)<\/li>\n\n\n\n<li class=\"\"><strong>M<\/strong>onitoring<\/li>\n\n\n\n<li class=\"\"><strong>G<\/strong>overnance<\/li>\n\n\n\n<li class=\"\"><strong>B<\/strong>usiness Impact<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 id=\"ember220\" class=\"wp-block-heading\">Reference frameworks:<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\"><strong>NIST AI Risk Management Framework<\/strong><\/li>\n\n\n\n<li class=\"\"><strong>ISO\/IEC 42001<\/strong><\/li>\n<\/ul>\n\n\n\n<p id=\"ember222\" class=\"wp-block-paragraph\">Note: Enhanced \/ compiled with help of AI \/ LLMs<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"\">Website: <a href=\"http:\/\/www.harwanisystems.in\/\"><strong>www.HarwaniSystems.in<\/strong><\/a><\/li>\n\n\n\n<li class=\"\">Blog: <a href=\"http:\/\/www.techandtrain.com\/blog\"><strong>www.TechAndTrain.com\/blog<\/strong><\/a><\/li>\n\n\n\n<li class=\"\">LinkedIn: <a href=\"https:\/\/www.linkedin.com\/in\/neil27\/\"><strong>Neil Harwani | LinkedIn<\/strong><\/a><\/li>\n\n\n\n<li class=\"\">Email: <a href=\"mailto:Neil@HarwaniSystems.in\">Neil@HarwaniSystems.in<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\ud83e\udde0 1. Model Performance &amp; Quality Beyond accuracy: \u2696\ufe0f 2. Responsible AI \/ Ethics Along with fairness, bias, explainability, interpretability: \ud83d\udd10 3. Security &amp; Privacy Critical for enterprise and GenAI: \ud83d\udcca 4. Data Quality &amp; Governance Often more important than model itself: \u2699\ufe0f 5. Model Lifecycle &amp; MLOps Operational excellence: \ud83e\udde9 6. LLM \/ GenAI &hellip; <a href=\"https:\/\/www.techandtrain.com\/blog\/2026\/04\/dimensions-for-artificial-intelligence-genai-llms-deep-learning-neural-networks-data-science-to-ponder-on-part-1-assisted-by-ai-chatgpt\/\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">Dimensions for Artificial Intelligence \/ GenAI \/ LLMs \/ Deep Learning \/ Neural Networks \/ Data Science to ponder on &#8211; Part 1-Assisted by AI &#8211; ChatGPT<\/span> <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":2,"featured_media":1542,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"nf_dc_page":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[144,271],"tags":[454,450,447,455,453,448,451,452,449],"class_list":["post-1541","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-aiml","category-generative-ai","tag-aigovernance-mlops-aiarchitecture-aitransformation","tag-artificialintelligence","tag-datascience","tag-enterpriseai","tag-explainableai","tag-generativeai","tag-machinelearning","tag-responsibleai","tag-trustworthyai"],"jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p7do02-oR","jetpack-related-posts":[{"id":1146,"url":"https:\/\/www.techandtrain.com\/blog\/2023\/10\/keywords-glossary-for-generative-ai-part-1\/","url_meta":{"origin":1541,"position":0},"title":"Keywords (Glossary) for Generative AI &#8211; Part 1","author":"Neil Harwani","date":"October 14, 2023","format":false,"excerpt":"Here are some important keywords in the ecosystem of Generative AI - Part 1: Transformers Natural language prompts Large language models ChatGPT Bing Chat Bard LLaMA Stable Diffusion Midjourney DALL-E GPT LAMDA BLOOM GitHub Co-pilot NVidia AMD PaLM DeepFakes OpenAI Bias Hallucination References: Generative artificial intelligence - Wikipedia Generative AI\u2026","rel":"","context":"In &quot;Generative AI&quot;","block_context":{"text":"Generative AI","link":"https:\/\/www.techandtrain.com\/blog\/category\/generative-ai\/"},"img":{"alt_text":"Credits: www.Pixabay.com","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/10\/AI.png?fit=1200%2C821&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/10\/AI.png?fit=1200%2C821&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/10\/AI.png?fit=1200%2C821&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/10\/AI.png?fit=1200%2C821&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/10\/AI.png?fit=1200%2C821&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":1376,"url":"https:\/\/www.techandtrain.com\/blog\/2024\/11\/possibilities-for-ai-powered-features-in-liferay-part-1-via-chatgpt-gemini\/","url_meta":{"origin":1541,"position":1},"title":"Possibilities for AI powered features in Liferay &#8211; Part 1 via ChatGPT &amp; Gemini","author":"Neil Harwani","date":"November 17, 2024","format":false,"excerpt":"A good list on possibilities for AI powered features in Liferay - Part 1 from GAI\/LLMs. Sharing here for everyone's benefit. Came across during talking to ChatGPT and Gemini, very good ideas - some are inbuilt, some need customizations. Possibilities are endless. ******************************** Liferay, a digital experience platform (DXP), integrates\u2026","rel":"","context":"In &quot;AIML&quot;","block_context":{"text":"AIML","link":"https:\/\/www.techandtrain.com\/blog\/category\/aiml\/"},"img":{"alt_text":"Credits: www.Pixabay.com","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/11\/Mountain.png?fit=1200%2C872&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/11\/Mountain.png?fit=1200%2C872&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/11\/Mountain.png?fit=1200%2C872&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/11\/Mountain.png?fit=1200%2C872&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2024\/11\/Mountain.png?fit=1200%2C872&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":1065,"url":"https:\/\/www.techandtrain.com\/blog\/2023\/05\/what-points-can-be-part-of-fair-use-disclaimer-for-generative-ai-part-1\/","url_meta":{"origin":1541,"position":2},"title":"What points can be part of fair use disclaimer for Generative AI? &#8211; Part 1","author":"Neil Harwani","date":"May 14, 2023","format":false,"excerpt":"As per me, 0.1 version (draft) for What points can be part of fair use disclaimer for Generative AI? - Part 1 would be: Reference that it was taken from GAI Prompt\/s and prompt sequence used for the solution. Which GAI system was used? Was it real time or non-real\u2026","rel":"","context":"In &quot;Generative AI&quot;","block_context":{"text":"Generative AI","link":"https:\/\/www.techandtrain.com\/blog\/category\/generative-ai\/"},"img":{"alt_text":"Credits: www.Pixabay.com","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/05\/StoryTelling.jpg?fit=1200%2C675&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/05\/StoryTelling.jpg?fit=1200%2C675&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/05\/StoryTelling.jpg?fit=1200%2C675&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/05\/StoryTelling.jpg?fit=1200%2C675&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2023\/05\/StoryTelling.jpg?fit=1200%2C675&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":1603,"url":"https:\/\/www.techandtrain.com\/blog\/2026\/07\/information-asymmetry-vs-information-symmetry-ai-is-changing-the-rules-of-competition\/","url_meta":{"origin":1541,"position":3},"title":"Information Asymmetry vs. Information Symmetry: AI is Changing the Rules of Competition","author":"Neil Harwani","date":"July 8, 2026","format":false,"excerpt":"Financial markets have long recognized that the free flow of non-proprietary information improves price discovery, market efficiency, and competition. A similar transformation is now unfolding in knowledge industries. As AI democratizes access to information, research, analysis, coding assistance, design, and content creation, competitive advantage is shifting away from simply possessing\u2026","rel":"","context":"In &quot;AIML&quot;","block_context":{"text":"AIML","link":"https:\/\/www.techandtrain.com\/blog\/category\/aiml\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2026\/07\/Consulting.png?fit=853%2C568&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2026\/07\/Consulting.png?fit=853%2C568&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2026\/07\/Consulting.png?fit=853%2C568&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2026\/07\/Consulting.png?fit=853%2C568&ssl=1&resize=700%2C400 2x"},"classes":[]},{"id":64,"url":"https:\/\/www.techandtrain.com\/blog\/2016\/01\/reasonably-right-decisions-humanoid-framework-for-ai\/","url_meta":{"origin":1541,"position":4},"title":"Reasonably right decisions &#8211; Humanoid framework for AI","author":"Neil Harwani","date":"January 24, 2016","format":false,"excerpt":"I have a perplexing philosophical question. Currently by using our intelligence and common sense we are able to reach reasonable security.\u00a0Buy authentic, check promoters\/owners, check architecture, feedback, surf, read, sites, notes, work, code, etc, this gets us to a reasonably right decision. But technology is exploding. Beyond a point of\u2026","rel":"","context":"Similar post","block_context":{"text":"Similar post","link":""},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2016\/01\/Human.jpg?fit=1200%2C900&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2016\/01\/Human.jpg?fit=1200%2C900&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2016\/01\/Human.jpg?fit=1200%2C900&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2016\/01\/Human.jpg?fit=1200%2C900&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2016\/01\/Human.jpg?fit=1200%2C900&ssl=1&resize=1050%2C600 3x"},"classes":[]},{"id":1713,"url":"https:\/\/www.techandtrain.com\/blog\/2026\/08\/when-ai-knows-the-how-education-must-teach-the-why\/","url_meta":{"origin":1541,"position":5},"title":"When AI Knows the HOW, Education Must Teach the WHY","author":"Neil Harwani","date":"August 26, 2026","format":false,"excerpt":"In the age of AI, should education spend more time on WHY, WHAT, WHERE and WHEN \u2014 rather than only HOW? For decades, technical education has focused heavily on HOW. How do you write the code? How do you implement an algorithm? How do you calculate the answer? How do\u2026","rel":"","context":"In &quot;Education&quot;","block_context":{"text":"Education","link":"https:\/\/www.techandtrain.com\/blog\/category\/education\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2026\/08\/Why-scaled.jpg?fit=1200%2C900&ssl=1&resize=350%2C200","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2026\/08\/Why-scaled.jpg?fit=1200%2C900&ssl=1&resize=350%2C200 1x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2026\/08\/Why-scaled.jpg?fit=1200%2C900&ssl=1&resize=525%2C300 1.5x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2026\/08\/Why-scaled.jpg?fit=1200%2C900&ssl=1&resize=700%2C400 2x, https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2026\/08\/Why-scaled.jpg?fit=1200%2C900&ssl=1&resize=1050%2C600 3x"},"classes":[]}],"jetpack_likes_enabled":true,"jetpack_featured_media_url":"https:\/\/i0.wp.com\/www.techandtrain.com\/blog\/wp-content\/uploads\/2026\/04\/Dimensions.jpg?fit=640%2C360&ssl=1","_links":{"self":[{"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/posts\/1541","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/comments?post=1541"}],"version-history":[{"count":2,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/posts\/1541\/revisions"}],"predecessor-version":[{"id":1653,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/posts\/1541\/revisions\/1653"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/media\/1542"}],"wp:attachment":[{"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/media?parent=1541"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/categories?post=1541"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.techandtrain.com\/blog\/wp-json\/wp\/v2\/tags?post=1541"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}