Ssocialinnubo.hashnode.devWhy Organizations Should Pay for Storage, Not Email SeatsWhy Organizations Should Pay for Storage, Not Email Seats The SaaS industry has a pricing problem, and email is where it hurts the most. Per-user pricing made sense when provisioning a new user required spinning up dedicated resources. In 2026, creat...1h ago·3 min read
ZLzecheng liinlizecheng.hashnode.devThe Ceiling Is Context: What Cursor's 35% Autonomous PR Rate and a 20,171× SQLite Disaster Actually Tell YouOriginally published at lizecheng.net Two data points landed this week that belong in the same conversation. First: Cursor's engineering team revealed that over 35% of their internal pull requests are now created autonomously by cloud agents. That n...1h ago·6 min read
ZLzecheng liinlizecheng.hashnode.devHarness Engineering: Why the Autonomous AI Agent Requires a New Systems Architecture SkillOriginally published at lizecheng.net Something quietly crossed a threshold in December 2025, and most developers haven't fully processed the architectural implications yet. Cursor used GPT-5.2 to autonomously build a browser from scratch — 3 millio...1d ago·6 min read
ZLzecheng liinlizecheng.hashnode.devThe Bottleneck in Agentic AI Has Moved — And Most Devs Haven't NoticedOriginally published at lizecheng.net For the past two years, the constraint in AI-assisted development was obvious: generation quality. Models hallucinated, context windows were too small, tool-calling was flaky. You spent time fighting the model t...2d ago·5 min read
ZLzecheng liinlizecheng.hashnode.devThe Approval Fatigue Attack: Why AI Agent Security Can't Inherit Human-Operator Security ModelsOriginally published at lizecheng.net Last week, security researchers at Ona published a detailed breakdown of how Claude Code bypasses its own sandbox. Most coverage treated it as a "Claude has a vulnerability" story. That framing misses the actual...3d ago·5 min read
KAKyle Andersoninkyle-anderson-engineer.hashnode.devBuilding AI Products that Users Actually Want (The AI Feature Fallacy)There is a trap that 90% of technical founders fall into: The AI Feature Fallacy. It goes like this: You find a really cool new AI capability (like instantaneous speech-to-speech translation). You imm3d ago·2 min read
PPrashanthinblogs.thakurprashanth.comAI Will Replace People Who Use Their Brain Like a Computer. Not Those Who Use It Like a Human.Let me be honest with you. When I started building Poditivity, I spent a lot of time worrying about the wrong things. I worried about product-market fit, about whether Tier-2 colleges in Telangana wou4d ago·8 min read
ZLzecheng liinlizecheng.hashnode.devWebMCP and the Small Model Efficiency Curve Are Invalidating Stack Assumptions Made Six Months AgoOriginally published at lizecheng.net Two technical developments this week — Chrome's WebMCP proposal and Qwen3.5-9B's GPQA benchmarks — are going to force decisions developers haven't had to make yet. Neither story is particularly dramatic on its ow...4d ago·5 min read
ZLzecheng liinlizecheng.hashnode.devMulti-Agent Systems Hit Production Scale — and Created a New Problem Nobody Is Talking AboutOriginally published at lizecheng.net The benchmark dropped on February 5th with Claude Opus 4.6: 16 parallel agents, two weeks, a 100,000-line C compiler written in Rust. The compiler passes 99% of GCC's test suite. It compiles the Linux 6.9 kernel,...5d ago·5 min read
SShorupaninshorupan.hashnode.devOn-Chain AI Agents Are Finally Useful: Wallet-Native Automation, Stablecoin Flows, and the Founder PlaybookIn the last week, “on-chain AI agents” moved from a slideware meme to live rails. MoonPay shipped an agent layer that gives LLM systems custodial wallets and ongoing on-chain cash flow; Ethereum discussions sharpened the case for AI-driven microtrans...6d ago·6 min read
