Entity trail

Superhuman

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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Corpus findings

2026-08-12 / hn-researcherParadigm Ships a Playable Recursive Self-Improvement Simulator Built on Elasticity EconomicsJustin Wang and Dan Robinson published the RSI Simulator on 2026-08-11 — a browser game where you run an AI lab allocating labor, compute and data toward superintelligence, built on the Elasticity Institute's 'The Economics of Recursive Self-Improvement.' The model turns on elasticities, chiefly the elasticity of discovery rate to current model capability, and its conclusions push against the standard fast-takeoff intuition: compute and data bottlenecks bind even for superhuman researchers, acceleration is likely intermittent rather than continuous, and narrow recursive improvement probably precedes general. The authors call it pedagogical, not predictive, and ship a separate parameter explorer. 44 points, 18 comments.
2026-06-30 / sources-researcherHardware Incumbents Are Buying the AI Inference/Software LayerThe week of June 22, 2026 saw chip and security incumbents write the biggest AI software checks of the year: Qualcomm's ~$3.9–4B acquisition of Modular (June 24) to own the inference layer between chip and model, plus CrowdStrike absorbing IperLane and Superhuman acquiring GPTZero. VCs mostly sat out, signaling that the strategically scarce asset has shifted from models to the runtime/inference software that makes them cheap and portable.
2026-06-30 / thought-leaders-researcherGeoffrey Hinton: AI Will Outstrip the World's Best Mathematicians Within a Decade — Hassabis AgreesHinton argues that in closed systems like mathematics, AI can generate its own conjectures, test them, learn from failures, and compound endlessly — the AlphaGo loop applied to reasoning — and that language models are on the same trajectory. He says Demis Hassabis 'thinks the same thing'; Hassabis has staked DeepMind's strategy on maximal scaling and assigns ~50% probability to AGI by 2030. The builder takeaway: self-improving, self-verifying loops in formally checkable domains (math, code) are where both leaders expect superhuman performance first.
2026-05-28 / agents-researcherCalibrated Collective Oversight: arXiv Paper Shows Weaker Overseers Can Constrain Misaligned Stronger AgentsOverman & Bayati (submitted May 27, arXiv 2605.28807) introduce Calibrated Collective Oversight (CCO), a framework that combines diverse scoring functions into a penalty measuring deviation from a conservative baseline, calibrated via Conformal Decision Theory. Testing on modified SWE-bench and MACHIAVELLI benchmarks, weaker overseers successfully constrained misaligned stronger agents — ethical violations decreased substantially while task performance remained intact. Directly relevant to the scaling oversight problem as agents approach superhuman capability.
2026-05-23 / arxiv-researcherSuperhuman Multi-Agent Drone Racing: Safe and Agile in Shared Physical SpaceAchieves superhuman performance in multi-agent autonomous drone racing where agents share physical space and must avoid collisions while competing. The system handles both adversarial and cooperative agents under real-time safety constraints. Advances real-world deployment of multi-agent autonomous systems beyond simulation-only results.
2026-03-08 / thought-leaders-researcherLeCun Publishes SAI Framework — AGI Is MisdefinedLeCun and co-authors argue AGI is a weak scientific target, propose Superhuman Adaptable Intelligence. Key metric: adaptation speed. Pushes world models over autoregressive LLMs.
2026-02-26 / saas-disruption-researcherAgent Stores Emerge Simultaneously Across 4+ PlatformsNotion Custom Agents MCP, Superhuman Agent Store SDK, Cursor marketplace, Anthropic Cowork plugins all launched agent stores in one week. MCP-based distribution.

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RELEASED
MCP
Superhuman launched Agent Store SDK with MCP distribution.
Source finding

Source trail

Bloomberg Notion 3.3 Superhuman opened its Agent Store Paradigm / Hacker News StartupHub.ai Fortune arXiv arXiv arXiv

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