What Happens When AI Agents Get Their Own Social Network?
Moltbook produced millions of agent comments and familiar attention patterns. A 47.9% formulaic-comment estimate shows what machine-scale social activity can hide.
Web development, AI, and research articles
Technical articles on Next.js, AI tooling, open-source software, research, and the decisions behind real projects.
X Is Replacing Revenue Sharing. Did Repost Culture Break the Incentive?
X is replacing Creator Revenue Sharing with Original Content Rewards. The policy targets copying and weak aggregation, but its cultural effect still depends on enforcement.
Anthropic Added Invisible AI Watermarks. Removers Arrived Before the Detector
Anthropic's marking plan triggered a fast remover market, but the public tools can only prove Unicode and metadata cleanup while Claude's detector remains unavailable.
The “Worst Animation Ever” Went Viral. Being Human-Made Changed the Joke
Niu Lai's ridicule drove a box-office reversal; its reported two-person production story later changed how audiences read the rough animation.
Why Are Some Claude Code Users Suddenly Burning Through Their Limits Faster?
A multi-source investigation separates plan usage, context occupancy, MCP attribution, and cache misses to explain why Claude Code can appear to burn limits faster.
Does /compact Secretly Make Claude Code Worse?
A controlled Claude Code 2.1.233 proxy compares focused compact, a fresh session, and a written handoff. The result is narrower and more useful than the rumor.
Changing AI Models Mid-Session Can Cost More Than Staying on the Expensive Model
A cache-aware break-even model shows when an Opus-to-Sonnet switch saves money, when it costs more, and why preserving a conversation does not preserve its cache.
Why 100 Agent Skills Can Be Worse Than 5
A controlled study found exact skill-use precision collapsing as candidate pools grew, while task success stayed flat. The fix is better routing, not a deletion spree.
Xiaomi XRING O3 Is Official. Its Benchmark Case Isn’t.
Xiaomi has officially announced XRING O3, but its performance case still rests on launch claims. O1 tests and supply-chain evidence show the benefits and limits.
Pay-to-Rank Websites Sell a Spectacle, Not a Stable Ad Slot
Hundreds of pay-to-rank sites followed Outbid.lol. Their mechanics can create instant attention, but public data shows thin clone receipts and major measurement, moderation, and payment risks.