#formative assessment
44 related articles
·3 min
How to Test High-Risk Actions in AI Agents Before Going Live: A Complete Strategy Beyond Mocking
Mock testing can't cover the real side effects of high-risk, irreversible AI Agent actions. Learn sandbox environments, shadow mode, dry run, HITL, and more.
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GPT-5.6 Trio Launches: Luna, Terra, an…
·3 min
GPT-5.6 Trio Launches: Luna, Terra, and Sol Built for Long-Running Agentic Tasks
OpenAI officially launches the GPT-5.6 family: Luna, Terra, and Sol, with 1M token context and a focus on long-running agentic performance. A deep dive into three-tier pricing, Agents' Last Exam results, the SWE-Bench Pro controversy, and new API features like programmatic tool calling and native multi-agent support.
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Embracing AI in the Classroom: A Teach…
·3 min
Embracing AI in the Classroom: A Teaching Experiment in Co-Creating Classroom Contracts with Students
One teacher chose not to ban AI but to co-create a classroom contract with students. This article examines the logic, contract design, and educational philosophy behind this teaching experiment.
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·3 min
Zuckerberg's Frank Admission: AI Agents Aren't Where They Need to Be — Where Are the Technical Bottlenecks?
Meta CEO Zuckerberg admits AI Agents aren't progressing as expected, revealing core bottlenecks like error compounding and long-horizon planning. A deep dive into the gap between AI Agent hype and reality, plus practical enterprise guidance.
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·2 min
AI Cheating Exposed: What a 50% Grade Drop in an Ivy League In-Person Exam Really Means
An Ivy League professor switched to an in-person exam and average scores dropped 50%. This accidental experiment reveals the true scale of AI cheating and what it means for education.
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·4 min
Google UK Report: How AI Can Solve the Productivity Puzzle and Build a Nation of AI Trailblazers
Google UK's Economic Impact Report argues AI could be the key to breaking the UK's productivity puzzle, focusing on skills access, SME enablement, and public-private collaboration.
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·4 min
Claude Code Getting Started Guide: Core Advantages and Selection Recommendations for AI Coding Assistants
Claude Code is Anthropic's local AI coding assistant featuring full project context, auto error correction, and high-accuracy code generation. Compare it with Cursor, Trae, and Codex.
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·7 min
Apollo Chief Economist Warns: AI Assets May Face Painful Repricing
Apollo's chief economist warns that current AI-related asset valuations may have severely detached from fundamentals, risking a painful systemic repricing.
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Leanstral 1.5: AI-Assisted Formal Proo…
·3 min
Leanstral 1.5: AI-Assisted Formal Proofs, Making Lean Theorem Verification Accessible to All
Leanstral 1.5 combines LLMs with Lean theorem proving to lower the barrier to formal proofs. Explore its core value, technical approach, and how AI can make formal mathematics accessible to all.
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AI Tutor Achieves Effect Size of 1.30:…
·5 min
AI Tutor Achieves Effect Size of 1.30: How Dartmouth's Experiment Approaches Education's 'Two Sigma' Holy Grail
Dartmouth's latest study shows an AI tutor system achieving 0.71–1.30 SD learning effect sizes in a real course, far exceeding most educational interventions. We examine what these numbers mean and why caution is still warranted.
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·3 min
ChatGPT Futures, Class of 2026: Who Should AI Be Built For?
In OpenAI's short film "ChatGPT Futures, Class of 2026," young AI leaders share thoughts on education equity, healthcare transformation, and individual creativity—exploring how AI should bridge divides and center humanity.
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·2 min
AlphaFold Key Figure John Jumper Departs: A Nine-Year Partnership with Demis Hassabis Comes to an End
DeepMind's Demis Hassabis bids farewell to AlphaFold lead John Jumper after 9 years. A look at their journey from protein folding breakthroughs to the Nobel Prize in Chemistry.
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·3 min
OpenAI Reveals Its AI Policy Stance: Why Transparency Matters
OpenAI publicly outlines its AI policy stance and advocacy approach. This article analyzes the logic behind transparency, the challenges of tech policy lobbying, and implications for AI regulation.
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·2 min
An Anthropic Employee's Firsthand Account: How Claude Fable 5 Evolved from Tool to Collaborative Partner
A veteran Anthropic employee shares observations on Claude's evolution from Opus 3 to Fable 5, highlighting four milestone releases and how Fable 5 marks the shift from tool to collaborative partner.
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·3 min
ChatGPT Financial Services Workflow in Practice: A Complete Guide from Investment Research to Financial Modeling
OpenAI demonstrates how ChatGPT transforms financial services workflows — from GPT 5.5 financial optimization and Deep Research investment dossiers to Excel financial modeling and automated decision presentations.
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·1 min
OpenAI Science Division Dissolved: The AGI Strategic Focus Behind Decentralized Restructuring
OpenAI for Science division officially split up, with its head departing. Deep analysis of OpenAI's strategy to decentralize science research across teams and its implications for the AGI roadmap.
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Tutorials·3 min
Vibe Engineering in Practice: AI Evolves from Code Generator to Programming Teammate
A deep dive into Vibe Engineering principles: context engineering, sub-agent collaboration, autonomous testing loops, plus OpenAI's case study of a 12-hour Kotlin-to-Rust rewrite.
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Tech Frontiers·2 min
OpenAI Merges with Jony Ive's io Company: Redefining the Future of AI Hardware
OpenAI merges with Jony Ive's hardware company io to create a new AI device beyond the iPhone. Altman calls it "the coolest tech product ever made," marking AI's leap from software to new hardware.
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Expert Opinions·2 min
Why Is CSS So Hard? Julia Evans' Deep Reflection
Julia Evans reflects on relearning CSS after migrating from Tailwind, revealing that CSS is complex because it solves inherently complex problems. Explore why CSS is underestimated and how modern CSS has evolved.
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Research·3 min
Multi-Agent AI Detects Zero-Day CVE Exploitation: Technical Deep Dive Behind 85% Accuracy
Deep dive into the multi-agent architecture of ai-detects-if-cve-was-zero-day: how GPT-4o, DeepSeek v3, and Llama 3.3 collaborate to detect zero-day CVE exploitation with 85%+ accuracy on 50 validated samples.
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