Blog
Notes from two years of building explainable AI.
42 posts on AI strategy, integration, and what it takes to ship systems your team can trust.
AI's Black Box May Be Tidier Than Anyone Thought
For years, AI's inner workings looked like a hopeless tangle. A new essay from Goodfire says most of it can be read after all. The findings are early and unreviewed, and leading researchers are split.
Read the post2026
Can Jev replace LLM as a Judge? We compared them...
We swapped our LLM judge for Jev, a yes/no decision model that is a hundred times cheaper. It beat the LLM on seven of eight gates, missed half the leaked answers on the one that matters most, and gave us something the LLM never did: a confidence score that drops when it is wrong.
OpenAI's Astra Shows Less Thinking, Recurrent Depth May Be Why
The credible finding is not a rumor. OpenAI’s own card says Astra’s thinking traces are harder to monitor than GPT-5.6 Sol’s. Recurrent depth is the alleged design that would make that worse.
Why enterprise AI stalls after the pilot
Around 95% of generative AI pilots return nothing measurable. The reasons are rarely technical: nobody can audit the decision, nobody measured whether it works, the data is not allowed to move, and the team was handed a tool without the training to judge it.
How Evals Changed the Way We Build AI Flashcards
We thought agentic AI would solve AI flashcards quality. Generate, review, update — the classic loop. It produced beautiful cards. Then our users told us the truth. Evals told us why.
Inquiry-Based Learning in the Age of AI: Why This Matters in 2026
Discover how inquiry-based learning holds up in the age of AI and how to design assessments that reveal real student understanding.
GenAI in Teaching: 5 Practical Ways It Can Support Course Planning
GenAI in teaching is reshaping course design. This article breaks down where AI genuinely supports planning, alignment, differentiation, and assessment—without replacing professional judgment.
Student Proficiency in the Philippines: What the Data Reveals About Learning and Assessment
The 2026 national data shows student proficiency declining across grade levels in the Philippines. This article reflects on what the findings mean for educators, assessment practices, and responsible AI in education.
AI Formative Assessment in 2026: Supporting Learning Without Replacing Teachers
AI formative assessment can strengthen feedback and understanding while keeping teachers firmly in control. Here’s how it works in practice.
2025
Why Interpreting AI Will Matter More Than Prompting by 2026
By 2026, prompt tricks won’t be enough. Discover why interpreting AI systems—evaluating outputs, supervising agents, and setting guardrails—will beat prompt engineering.
Scaling better-ed in Europe: Insights from Our Pilot with Kulosaari Secondary School in Helsinki, Finland
Discover how better-ed is piloting AI tools for education in Finland through Maria 01, enhancing oral assessments and shaping the future of learning with AI.
The New Face of Learning: How AI in Education Is Empowering Students and Teachers in 2025
How students and teachers are really using AI in education in 2025—based on global data, classroom case studies, and teacher adoption trends.
Barcelona Academy Partners with better-ed to Reimagine Oral Assessment
Discover how Barcelona Academy in Bulacan is using better-ed to transform oral assessment. Teachers share how voice-based AI helps maximize class time, guide students, and build confidence.
PSHS Main Campus Pilots AI-Powered Oral Assessments with better-ed
PSHS Main Campus partners with better-ed to pilot AI-powered oral assessment, giving teachers faster insights and students a smarter way to learn.
Voice, AI, and Impact: Better-ed in the Gemma 3n Challenge
better-ed joined the Google Gemma 3n Impact Challenge to reimagine assessments with voice, offline AI, and equal access to learning for all students.
Reimagining Oral Assessment: Proven Frameworks for Better Learning with better-ed
Discover evidence-based oral assessment frameworks that improve learning outcomes, boost reliability, and enhance inclusivity—plus how better-ed brings them to life in the classroom.
Philippine AI Breakthrough: Better-ed Wins Big at Maria 01
Philippine AI startup Predictive Systems Inc. wins the Maria 01 pitch competition in Finland with better-ed, its voice-powered education platform—marking a major milestone for Philippine innovation on the global stage.
5 Steps to Effective AI Benchmarking That Actually Drive Results
Discover a proven 5-step approach to AI benchmarking that helps teams measure performance, improve model accuracy, and align AI solutions with business goals. Learn how to benchmark AI effectively for real-world impact.
Why Design Thinking is Essential in the Age of AI
Discover how design thinking transforms AI-driven solutions by keeping them empathetic, user-focused, and ethically sound—ensuring real-world impact.
AI in the Philippines is Growing Fast — Is Your Business Ready?
AI in the Philippines is growing fast. Discover key market trends, AI readiness, and how businesses can stay ahead in the evolving digital economy.
Mastering AI Engineering at PSI: Our First Bootcamp in Action
Discover how PSI’s AI Engineering Bootcamp is equipping software developers with cutting-edge AI skills. Learn about their hands-on projects and AI training.
Winning in the AI Market: Strategies Every Business Must Know
Discover how startups and SMEs can compete in the evolving AI market. Learn key strategies to leverage AI, differentiate your offerings, and drive business growth with ethical, explainable, and high-performing AI solutions.
Turning Generative AI Potential into Business Value — What’s Next?
Generative AI is evolving fast, but businesses still struggle to unlock its full potential. Discover how to turn AI innovation into real business value with practical strategies and PSI’s expert insights.
2024
How Knowledge Graphs and LLMs Shape Healthcare AI's Future
Discover how Harvard’s Knowledge Graph Agent overcomes LLM limitations by merging structured and unstructured data, paving the way for more accurate, scalable AI solutions in healthcare and beyond.
Boost Your Business Profit with Our AI Branch Selector
Discover how our AI branch selector can maximize profits and drive success for your business expansion. Find the next perfect location for your business using data-driven insights.
Driving Profitability: How AI-Powered Pricing Transforms Car Sales
Discover how AI-powered pricing solutions can reshape the car sales industry, enabling dealerships to set competitive prices with precision, maximize profitability, and streamline operations. Learn how this transformative technology can drive growth and efficiency in your business.
Navigating Machine Learning: Supervised, Unsupervised, and Reinforcement Techniques
Discover the key AI learning methods—supervised, unsupervised, and reinforcement learning. This article explores how these techniques work and their real-world applications, empowering you to leverage AI for your business needs.
Overcoming Challenges Faced by AI Startups: Key Strategies for Success
Facing challenges as an AI startup? Explore 8 proven strategies to overcome issues like data availability, scaling operations, and staying competitive in the AI space.
Context is All You Need : Why RAG Matters
Discover how Retrieval-Augmented Generation (RAG) unlocks new possibilities by providing context-driven insights that power precise, actionable answers.
AI-Ready: 5 Essential Steps for Startups to Seamlessly Implement AI
Discover 5 essential steps for startups to successfully prepare for AI implementation, from assessing business needs to ensuring ethical practices and scalable growth.
The Role of AI in Shaping the Future of Small Businesses
Discover how AI is revolutionizing small businesses and explore 5 key benefits that can help you scale, save costs, and boost customer engagement. Stay competitive in today’s AI-driven world with actionable insights tailored for your business.
How Do You Know that your AI Model is at Optimal Performance?
In today’s competitive AI landscape, building something that works is not enough. Ensuring that your AI is running at peak performance efficiently is what separates good AI from great AI.
The Blueprint for Building AI Solutions: A Data Science Lifecycle
Ready to transform data into business value? Explore the essential steps of the data science project lifecycle and learn how to design AI solutions that drive real-world results. Unlock the secrets to success in AI projects now!
PSI Joins AAP to Drive AI Innovation and Ethics in the Philippines
PSI’s membership in AAP strengthens our commitment to ethical AI solutions and positions us at the forefront of AI innovation in the Philippines.
Tiny Models, Big Impact: Molmo and Small Language Models Taking on AI Titans
When it comes to AI, bigger isn’t always better. Research shows that smaller, fine-tuned model can outperform top AI models.
How Chain-of-Thought Transforms Open-Source LLMs
Discover how Chain-of-Thought reasoning can transform open-source LLMs, enabling them to rival models like OpenAI’s o1-preview. Learn practical techniques to enhance your AI’s reasoning capabilities while maintaining control, privacy, and cost efficiency.
7 Essential Tips to Master AI Prompt Engineering
Unlock better AI responses with prompt engineering—learn how clear inputs, context, and step-by-step prompts can improve accuracy. Discover key techniques to enhance your AI interactions.
PSI in Decode 2024: Ethics in AI
PSI (Predictive Systems Inc.) participated in DECODE 2024: FUSION FORWARD, the largest cybersecurity event in the Philippines, sponsored by Trend Micro.
Building a Business Website Using AI Platforms: A Comprehensive Review
Explore our experience with AI-powered website builders like Jimdo and Wix. Learn the pros, cons, and whether AI is the right choice for your business website.
7 Effective Strategies to Counter Misuse of LLMs in Education
Discover how to counter misuse of LLMs like ChatGPT in education with these 7 effective strategies. We also share our perspective on the future of AI in education.
How AI is Transforming Programming: Stay Ahead of the Curve
Discover how AI is transforming programming and learn 5 strategies to stay ahead of the curve. Join us and stay relevant in the era of AI-assisted coding.
8 Essential GenAI Design Patterns for Your AI Solutions
Learn how to leverage these 8 GenAI design patterns to improve efficiency, accuracy, and relevance in your AI solutions for your business.