· ai
When Ai Learns to Admit Its Mistakes Trust Becomes a Real Responsibility
Introduction OpenAI’s latest research direction marks a significant evolution in how advanced AI systems are trained and evaluated, raising fundamental questio...
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86Box v5.3
Article URL: https://86box.net/2025/12/21/86box-v5-3.html Comments URL: https://news.ycombinator.com/item?id=46350477 Points: 7 Comments: 0...
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AI Sycophancy: Is AI Too Nice?
AI tools are incredibly helpful — and sometimes that’s the problem. Large language models tend to agree with you. They validate your approach, confirm your assu...
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Bring Back the 90's Guestbook with JAMstack: How I Added Dynamic Comments to My Static 11ty Site
Remember the guestbooks of the early web? Those digital sign‑in pages where visitors left their mark before the era of social media? As I built my IndieWeb sit...
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Why You Can't 'Manage' Code You Don't Understand
A common question in the age of AI is: 'If AI writes the code, do developers just become Product Managers?' The answer is No, and the reason lies in The Princip...
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Code Mode Doesn't Replace MCP (Here's What It Actually Does)
The “Dial‑up Era” of Agentic Workflows One day we’ll tell our kids that we had to wait for agents, but they won’t know that world because the agents of their d...
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SwiftUI Rendering Pipeline Explained
SwiftUI can feel mysterious when it comes to rendering. A single state change can cause views to re‑render, animations to restart, layout to recalculate, and pe...
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Install ELK Stack & Setup Spring Boot Logging with Filebeat
ELK Stack Installation & Spring Boot Log Shipping Guide !Firmanhttps://media2.dev.to/dynamic/image/width=50,height=50,fit=cover,gravity=auto,format=auto/https%...
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Danish postal service to stop delivering letters after 400 years
Article URL: https://www.theguardian.com/world/2025/dec/21/denmark-postnord-postal-delivery-letters-society Comments URL: https://news.ycombinator.com/item?id=4...
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[Paper] FASTRIC: Prompt Specification Language for Verifiable LLM Interactions
Large Language Models (LLMs) execute complex multi-turn interaction protocols but lack formal specifications to verify execution against designer intent. We int...
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Pydantic-DeepAgents: A Lightweight, Production-Ready Framework for Building Autonomous AI Agents
Overview Inspired by LangChain deepagents — but simpler, type‑safe, and with Docker sandboxing built‑in. In 2025, autonomous AI agents are no longer just resea...
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I Found an Interesting Library with 4,000+ n8n Workflows
If you’ve worked with n8n long enough, you’ve probably felt this pain: - You know automation is possible. - You know n8n is powerful. - But starting from a blan...