Stream of Consciousness
The Prompt & The Ponder
Tech insights, life reflections, and the occasional existential tangent.
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All posts →Your Coding Agent Has Amnesia: It's the Harness, Not the Model
The same model behaves like a genius on small tasks and a goldfish on big ones. The bottleneck isn't intelligence. It's memory, and memory lives in the harness.
June 09, 2026
·ai-agentscontext-engineeringMemory as Polynomial Projection: The Mathematics of Long-Context Predictive Modeling
HiPPO's polynomial-projection idea is the through-line from S4 to Mamba-3 to HiSS. And it argues that long-context LLMs and long-context prediction are not the same problem.
May 19, 2026
·state-space-modelsmachine-learningEnergy-Based Transformers: The 1982 Architecture Finally Got Compatible Training Tricks
An EBM finally crossed 800M parameters without collapsing. Nobody has independently reproduced the 35% scaling claim. Both halves matter.
May 07, 2026
·machine-learningai-architectureThe Open Source AI Lie: Weight-Washing, Broken Definitions, and Who Benefits
No major AI model meets the open source definition. Here's who's faking it, who benefits, and why the strongest argument against caring is uncomfortably real.
April 08, 2026
·aiopen-sourceThe Post-Transformer Era: State Space Models, Mamba, and What Comes After Attention
A practitioner's guide to Mamba and State Space Models — how selective state spaces achieve linear scaling, when to use SSMs vs Transformers vs hybrids, and production-ready models.
February 10, 2026
·machine-learningmambaWritten by Serendeep Rudraraju — navigating the intersection of technology and humanity.