$MU $SKHY $DRAM "Tighter memory supply is a symptom of the same demand surge that is driving our own growth." -Nvidia CFO Translation: GPU & HBM will always growth together Mr. Market. Please Be Efficient.

Those espousing science and physics about the ✈️✈️✈️✈️✈️, that even they don’t fully understand unless they are paid npc shillbots and in the know & don’t care are a bit like archeologists … always piecing together after the facts; a bit like our weather forecasters at the mo

🧠 Code keeps changing, but wiki docs don't update themselves. Here's a memory system that automatically detects and self-corrects stale documentation. Title: Building Self-Correcting Memory in OpenWiki URL: OpenWiki links every claim in its wiki to the source code evidence behind it, then detects and repairs staleness whenever that code changes. Three highlights stand out. 📎 Claim-level evidence binding Every wiki assertion is stored explicitly as a "statement" paired with its "evidence" — the exact source location backing it up. Claims and their proof always travel together. 🔍 Deterministic staleness detection The runtime compares the evidence version a claim was written against with the current source version. Any mismatch flags the claim as stale — no model call needed. Stale doesn't mean wrong, just "needs reverification." 📈 Measured self-correction Across 2,000 evaluated claims, stale claims dropped from 80 to 9 (about 89% reduction) and hallucinated claims went from 15 to 0. At one checkpoint, a 17% stale rate recovered to 0% by the next update cycle. Memory systems that can say what they believe and why they believe it. Reframing forgetting as reassessing trust, not deletion, is the key idea here. #AIAgents# #KnowledgeManagement#

Jill and I continue to pray for the families and communities facing unimaginable loss and destruction caused by the severe flooding in Texas, North Carolina, and New Mexico. The road to recovery will be long but know that people across the nation stand with you. During our toughest moments, Americans always come together. If you’re able, please consider supporting relief efforts.