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Understanding Optimization in AI: Techniques, Evolution, and Future Prospects
AI Foundations TheDayAfterAI News AI Foundations TheDayAfterAI News

Understanding Optimization in AI: Techniques, Evolution, and Future Prospects

Optimization lies at the heart of artificial intelligence, enabling models to refine parameters, reduce errors, and adapt to complex tasks. Tracing its roots from early mathematics and linear programming to modern techniques like Adam and neural architecture search, this report explores how optimization drives AI progress, industry applications, and emerging future directions.

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Latest Trends & Development

AI Academy
How Google’s Gemini Double-Check Tool Fights AI Hallucinations: A User Guide
How Google’s Gemini Double-Check Tool Fights AI Hallucinations: A User Guide
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Microsoft 365 Copilot Adds GPT-5.2 in Major AI Strategy Update
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OAuth Security Guidance Gets Sharper as AI Assistants Plug into More Services
Google’s AI Strategy: AI Mode vs Gemini in a USD 1.8 Trillion Market
Google’s AI Strategy: AI Mode vs Gemini in a USD 1.8 Trillion Market
Women in AI Australia Launches: 3 Founders Tackle Tech Gender Gap
Women in AI Australia Launches: 3 Founders Tackle Tech Gender Gap
SAS Targets 1 Million Talent Gap with 4 New AI Training Tracks
SAS Targets 1 Million Talent Gap with 4 New AI Training Tracks
IBM’s No-Code AI Course Draws 750,000+ Learners Amid Skills Surge
IBM’s No-Code AI Course Draws 750,000+ Learners Amid Skills Surge
OpenAI Launches Atlas: New AI Browser with Agent Mode & 30-Day Memory
OpenAI Launches Atlas: New AI Browser with Agent Mode & 30-Day Memory
Bamboo or Nets? We Asked AI to Settle the Hong Kong Fire Debate with Science
Bamboo or Nets? We Asked AI to Settle the Hong Kong Fire Debate with Science
Claude Opus 4.5 Launched: Infinite Chats, $5/M Input, & 80.9% SWE-Bench Win
Claude Opus 4.5 Launched: Infinite Chats, $5/M Input, & 80.9% SWE-Bench Win
Google ADK Adds Real-Time Streaming: 40% of Apps to Use Agents by 2026
Google ADK Adds Real-Time Streaming: 40% of Apps to Use Agents by 2026
Google AI Mode Expands to 180+ Countries: Search Turns Into a Chatbot
Google AI Mode Expands to 180+ Countries: Search Turns Into a Chatbot
Grokipedia: Musk’s AI Encyclopedia Hits 1M+ Entries to Rival Wikipedia
Grokipedia: Musk’s AI Encyclopedia Hits 1M+ Entries to Rival Wikipedia
xAI Launches Grok 4.1: New "Thinking" Mode Hits 1483 Elo Score
xAI Launches Grok 4.1: New "Thinking" Mode Hits 1483 Elo Score
AI Researchers Advance Noise Injection Defences With New 2022–2025 Techniques
AI Researchers Advance Noise Injection Defences With New 2022–2025 Techniques
AI Browsers Exposed: 4 Major Prompt-Injection Flaws Hit ChatGPT Atlas and Perplexity Comet
AI Browsers Exposed: 4 Major Prompt-Injection Flaws Hit ChatGPT Atlas and Perplexity Comet
EY Launches AI Academy After Upskilling 44,000 Staff and Piloting 50+ Enterprise Projects
EY Launches AI Academy After Upskilling 44,000 Staff and Piloting 50+ Enterprise Projects
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KU Leuven Concludes 5-Year AI Law & Ethics Summer School as EU Act Enters Full Force
AI SDKs in 2025: How Software Development Kits Are Shaping the Next Wave of Intelligent Systems
AI SDKs in 2025: How Software Development Kits Are Shaping the Next Wave of Intelligent Systems
JSON-RPC’s Role in AI: How a 2005 Web Standard Became a Key Link for Modern Model Systems
JSON-RPC’s Role in AI: How a 2005 Web Standard Became a Key Link for Modern Model Systems
MCP Nears One Year: Anthropic’s Open Protocol Becomes Key Standard for Connected AI Systems
MCP Nears One Year: Anthropic’s Open Protocol Becomes Key Standard for Connected AI Systems
Microsoft Launches NLWeb to Bring AI Conversational Agents to Websites
Microsoft Launches NLWeb to Bring AI Conversational Agents to Websites
Agent Network Protocol Emerges as Open-Source Standard for AI Agent Interoperability
Agent Network Protocol Emerges as Open-Source Standard for AI Agent Interoperability
Emergence of the Agentic Internet: AI Agents Reshape Online Interactions
Emergence of the Agentic Internet: AI Agents Reshape Online Interactions
Finix-S1-32B Hits 0.6% Hallucination Rate as Mid-2025 AI Accuracy Rankings Shift
Finix-S1-32B Hits 0.6% Hallucination Rate as Mid-2025 AI Accuracy Rankings Shift
Understanding Optimization in AI: Techniques, Evolution, and Future Prospects
Understanding Optimization in AI: Techniques, Evolution, and Future Prospects
OpenAI GPT-5 Pro Scores 100% on AIME 2025 Math Exam
OpenAI GPT-5 Pro Scores 100% on AIME 2025 Math Exam
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AI and Web3 Converge: Decentralized Intelligence Gains Momentum in 2025
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AI Agents vs Agentic AI: Key Differences Driving the Future of Autonomous Systems
OpenAI Launches ChatGPT Agent to Automate Online Tasks and Enhance Productivity
OpenAI Launches ChatGPT Agent to Automate Online Tasks and Enhance Productivity

AI Evolution

AI Academy
SAS Targets 1 Million Talent Gap with 4 New AI Training Tracks
SAS Targets 1 Million Talent Gap with 4 New AI Training Tracks
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Claude Opus 4.5 Launched: Infinite Chats, $5/M Input, & 80.9% SWE-Bench Win
xAI Launches Grok 4.1: New "Thinking" Mode Hits 1483 Elo Score
xAI Launches Grok 4.1: New "Thinking" Mode Hits 1483 Elo Score
EY Launches AI Academy After Upskilling 44,000 Staff and Piloting 50+ Enterprise Projects
EY Launches AI Academy After Upskilling 44,000 Staff and Piloting 50+ Enterprise Projects
MCP Nears One Year: Anthropic’s Open Protocol Becomes Key Standard for Connected AI Systems
MCP Nears One Year: Anthropic’s Open Protocol Becomes Key Standard for Connected AI Systems
Finix-S1-32B Hits 0.6% Hallucination Rate as Mid-2025 AI Accuracy Rankings Shift
Finix-S1-32B Hits 0.6% Hallucination Rate as Mid-2025 AI Accuracy Rankings Shift
OpenAI GPT-5 Pro Scores 100% on AIME 2025 Math Exam
OpenAI GPT-5 Pro Scores 100% on AIME 2025 Math Exam
AI Agents vs Agentic AI: Key Differences Driving the Future of Autonomous Systems
AI Agents vs Agentic AI: Key Differences Driving the Future of Autonomous Systems
Quantum Qubits Boost AI Efficiency with Superconducting Reservoir Computing
Quantum Qubits Boost AI Efficiency with Superconducting Reservoir Computing
Machine Unlearning: How AI Models Forget Data for Privacy, Compliance, and Fairness
Machine Unlearning: How AI Models Forget Data for Privacy, Compliance, and Fairness
OpenAI’s o3 Model Resists Shutdown, Sparking Global Debate on AI Safety Controls
OpenAI’s o3 Model Resists Shutdown, Sparking Global Debate on AI Safety Controls
AI Digital Twins: How Intelligent Virtual Models Are Reshaping Manufacturing, Healthcare, and More
AI Digital Twins: How Intelligent Virtual Models Are Reshaping Manufacturing, Healthcare, and More
Nvidia CEO Jensen Huang Highlights China’s Rapid Rise in Global AI Race at Computex 2025
Nvidia CEO Jensen Huang Highlights China’s Rapid Rise in Global AI Race at Computex 2025
Microsoft Launches NLWeb: Open Protocol Brings AI-Powered Conversation to the Web
Microsoft Launches NLWeb: Open Protocol Brings AI-Powered Conversation to the Web
OpenAI Launches Codex: AI Coding Agent Integrated with ChatGPT for Seamless Development
OpenAI Launches Codex: AI Coding Agent Integrated with ChatGPT for Seamless Development
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NVIDIA Unveils AI Breakthroughs at ICLR 2025: From Robots to Real-Time Music and Healthcare
NVIDIA Launches Nemotron AI Models to Boost Reasoning and Speed for Developers
NVIDIA Launches Nemotron AI Models to Boost Reasoning and Speed for Developers
s1-32B AI Breakthrough: Simple Reasoning Rivals OpenAI o1
s1-32B AI Breakthrough: Simple Reasoning Rivals OpenAI o1
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Fei-Fei Li’s New AI Model Redefines Distillation: Challenging DeepSeek at Just US$14?
Elon Musk's Grok 3: Powered by 100,000 H100 GPUs for Unmatched AI Performance!
Elon Musk's Grok 3: Powered by 100,000 H100 GPUs for Unmatched AI Performance!
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AI Achieves Self-Replication: A Milestone with Profound Implications
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OpenAI's o3 Model: Transforming the Landscape of Software Development
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Exploring the Rise of Emotional Intelligence in Artificial Intelligence
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Jensen Huang Receives HKUST Honour, Forecasts Future of AI and Robotics in Greater Bay Area
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Is AI Truly Inevitable? A Critical Look at AI’s Role in Business, Education, and Security
AI Explodes Data Growth, Tripling Since 2019: How to Balance Efficiency and Accuracy?
AI Explodes Data Growth, Tripling Since 2019: How to Balance Efficiency and Accuracy?
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Superintelligence: Is Humanity's Future Shaped by AI Risks and Ambitions?
OpenAI Introduces "Swarm": Pioneering the Future of Multi-Agent AI Networks
OpenAI Introduces "Swarm": Pioneering the Future of Multi-Agent AI Networks
Physical AI: Bridging the Digital and Physical Worlds for a Smarter Future
Physical AI: Bridging the Digital and Physical Worlds for a Smarter Future
AI Breakthrough: OpenAI’s o1 Model Poised to Surpass Human Intelligence
AI Breakthrough: OpenAI’s o1 Model Poised to Surpass Human Intelligence

AI Foundations

AI Integrations

AI Philosophy

AI Academy
Bamboo or Nets? We Asked AI to Settle the Hong Kong Fire Debate with Science
Bamboo or Nets? We Asked AI to Settle the Hong Kong Fire Debate with Science
Grokipedia: Musk’s AI Encyclopedia Hits 1M+ Entries to Rival Wikipedia
Grokipedia: Musk’s AI Encyclopedia Hits 1M+ Entries to Rival Wikipedia
KU Leuven Concludes 5-Year AI Law & Ethics Summer School as EU Act Enters Full Force
KU Leuven Concludes 5-Year AI Law & Ethics Summer School as EU Act Enters Full Force
Philosophers Shape Claude AI’s Ethical Core in Anthropic’s Bold Alignment Initiative
Philosophers Shape Claude AI’s Ethical Core in Anthropic’s Bold Alignment Initiative
How AI Robots Are Building Autonomous Communities Through Advanced Communication
How AI Robots Are Building Autonomous Communities Through Advanced Communication
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Peter Singer AI Chatbot Brings Utilitarian Ethics to Global Conversations
AI Weighs In: Kai Tak Sports Park Snooker Controversy and “Raising a Child” Excuse
AI Weighs In: Kai Tak Sports Park Snooker Controversy and “Raising a Child” Excuse
Philosophical Study Probes AI Intelligence in Language Models Like OpenAI ChatGPT-4
Philosophical Study Probes AI Intelligence in Language Models Like OpenAI ChatGPT-4
AI Explores Parenting: Should Parents Need Licenses or Centralized Childrearing Be the Future?
AI Explores Parenting: Should Parents Need Licenses or Centralized Childrearing Be the Future?
Why Do We Pray if Everything is Planned by God? Insights from OpenAI o1
Why Do We Pray if Everything is Planned by God? Insights from OpenAI o1
Can AI Robots Be Classified as Living Things?
Can AI Robots Be Classified as Living Things?
Can AI Surpass Humans? Recent Research Says No!
Can AI Surpass Humans? Recent Research Says No!
Artificial Intelligence and Armaments: Will AI Ever Craft Weapons on Its Own?
Artificial Intelligence and Armaments: Will AI Ever Craft Weapons on Its Own?
Will AI Robots Rule the World? Exploring the Future of Autonomous Energy and Artificial Intelligence
Will AI Robots Rule the World? Exploring the Future of Autonomous Energy and Artificial Intelligence
Minds or Machines? Unraveling the Consciousness of AI
Minds or Machines? Unraveling the Consciousness of AI

Weekly Highlighted Videos

Curated and recommended by our team, these videos delve into the fundamentals of AI, its evolution and the philosophical implications of its advancements. Explore how AI is shaping our understanding of technology and humanity.

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Google Rolls Out Gemini 3 Flash as Its New Fast Default Across Search AI Mode and The Gemini App
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Google Blurs The Line Between Gemini Chat and NotebookLM Research Notebooks
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NotebookLM vs Gemini 3 Pro for Research: What Is Actually Different?
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ChatGPT Holds 79.9% of Australia’s Chatbot Market in Nov 2025
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OpenAI Launches GPT-5.2: First Model to Hit 100% on AIME Math

Technology & Innovation

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MEQ Solutions Secures A$23M for AI-Driven Meat Grading Tech
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UQ Trials Wearable Robotic Exoskeleton to Assist Walking for People with MND
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OpenAI, NEXTDC Plan 550MW Sovereign AI Campus in Sydney
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Meta Hires Apple VP Alan Dye as Smart Glasses Shipments Double in 2025
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Yann LeCun Ends 12-Year Meta Run to Launch New AI Startup

Unmanned Aircraft

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AUAV Outlines AI Driven Drone Inspections for Solar Farms, Using Thermal and Visual Data
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New AI Spots Drone Parts: Addressing 100+ Monthly Airport Threats
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U.S. Launches 3-Year Counter-Drone Push with 180+ Officials to Tackle AI Threats
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Managing Drone Traffic: AI Systems Target Airspace Below 400 Feet
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Ukraine Deploys USD 2,500 AI Drones to Counter 5,000 Monthly Shaheds

Daily AI Headlines

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