Posts tagged "AI"
4 posts tagged with AI.
AI Is Running Out of Power, Data, and Quality All at Once
AI data centers now consume more electricity than Japan. Human training data may already be exhausted. Models are measurably degrading. These three crises are connected, and fixing one makes the others worse. Here's the research, and what might actually help.
1-Bit LLMs Could Make GPUs Obsolete (And Why Nobody Is Betting on It Yet)
Microsoft's BitNet matches full-precision LLMs at 12x less energy using ternary weights on a CPU. If 1-bit LLMs scale, NVIDIA's $3 trillion valuation is built on an assumption that may not hold. Here's why AMD and Intel aren't rushing in.
Why Your Multi-Agent AI System Keeps Failing (And What the Research Actually Says)
Multi-agent LLM systems fail 41-87% of the time. 79% of those failures come from coordination, not capability. Here is what the research says about building systems that actually work.
AI Agents Need Governance, Not Guardrails
SDK wrappers are guardrails agents can bypass. Infrastructure-level governance — where agents never hold API keys — is the only real enforcement. Here's why.