Ilia's Corner

AgentScope: Build Production-Ready AI Agents with Ease

Developers, meet AgentScope—the open-source framework that turns LLM experiments into scalable solutions. Its abstractions simplify orchestrating agents for tasks like customer support bots or automated workflows, while addressing pain points like state management. With built-in extensibility, it’s your gateway to deploying agentic apps that adapt to real-world complexity. [Read more](https://github.com/agentscope-ai/agentscope)

github_trending · 3 min read

ReMe: Never Lose Context in AI Conversations

Struggling with chatbots forgetting past interactions? ReMe solves context window limits and statelessness issues, letting agents retain memory across sessions. Ideal for personalized assistants or enterprise workflows where history matters. [Details here](https://github.com/agentscope-ai/ReMe)

hackernews · 2 min read

Windows 12: Modular OS for the AI Era

Microsoft’s Windows 12 shifts to a modular, subscription-based model, letting developers build apps that integrate deeply with AI features. Modularity means customizable OS components—perfect for tailored enterprise solutions. [Learn more](https://tech4gamers.com/windows-12-reportedly-relasing-2026-modular-ai-focused-os/)

reddit · 4 min read

Ethical AI in Action: Microchipping Banned in WA

Washington’s HB 2303 sets a precedent for ethical tech. Developers in HR tools or enterprise software must now prioritize privacy-by-design—avoiding backlash and building trust. [Full story](https://www.techspot.com/news/111544-washington-state-bill-would-ban-employers-forcibly-microchipping.html)

reddit · 2 min read

API Security: The $82K Lesson from Gemini

A stolen API key caused a 455x cost spike—proof that securing AI infrastructure is non-negotiable. Developers using cloud services must audit access controls and monitor usage patterns. [Case study](https://www.techspot.com/news/111529-stolen-gemini-api-key-turned-180-bill-82000.html)

reddit · 3 min read

GitHub Outage: Resilience Lessons

GitHub’s recent downtime affected Actions, Copilot, and more. Developers relying on CI/CD or code collaboration need backup plans. Consider self-hosted alternatives or redundancy strategies. [Incident report](https://www.githubstatus.com/incidents/n07yy1bk6kc4)

Cloud DevOps

en · 2 stars

MacBook Air M5: AI Power in Your Pocket

Apple’s M5 chip with a 153GB/s memory bandwidth Neural Engine lets developers run AI models locally. Faster, private, and always-on—ideal for edge AI apps. [Specs here](https://www.apple.com/newsroom/2026/03/apple-introduces-the-new-macbook-air-with-m5/)

Edge AI

en · 1 stars

EvoSkill: Automate Multi-Agent Collaboration

EvoSkill automates skill discovery for multi-agent systems through iterative failure analysis. Build smarter, self-improving agents for complex tasks like code generation or logistics. [Paper link](https://arxiv.org/abs/2603.02766)

AI Research · Not specified · 5 min read

TikZilla: Text to Publication-Quality Diagrams

TikZilla uses RL to generate figures from text, perfect for researchers needing precise scientific visuals. Automate diagram creation for papers or presentations. [Read the paper](https://arxiv.org/abs/2603.03072)

Academic Tools · Not specified · 4 min read