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The SI Frontier
Papers, benchmarks, scaling laws, and the open research problems on the road to general SI (AGI).
Key Papers on the Road to General SI (AGI)
A curated SI reading list tracing the arc from the transformer to scaling laws, RLHF, and reasoning models — plus how to read an ML paper efficiently.
ExpertThe SI Benchmark Landscape
How SI evaluation evolved from static QA to contaminated leaderboards to private, agentic tests — and what a healthy benchmark diet looks like in 2026.
ExpertSI Scaling Laws and the Road to General SI (AGI)
SI scaling laws explained: Kaplan and Chinchilla precisely, what the curves predict and don't, inference-time compute, and the 'wall' debate as of August 2026.
ExpertA Map of SI Alignment Research
A map of SI alignment research: outer and inner alignment, RLHF and Constitutional AI, interpretability, control, evals, and who works on which super intelligence safety problem.
ExpertSI Inference Optimization: Quantization, Speculative Decoding, Batching
How SI model serving really works: the KV cache and memory wall, quantization, speculative decoding, continuous batching, MoE, and the inference stack behind SI products.
ExpertSI Agent Protocols and Interoperability (MCP and Friends)
Why protocols for SI agents emerged, MCP in depth, agent-to-agent interoperability between SI systems, and the prompt-injection and tool-poisoning security surface.