astralprism
We engineer the future we imagine
What it does
AstralPrism Where Imagination Takes Form.Our philosophy is rooted in a three-phase methodology: ∙ Imagine: Exploring the frontiers of AI and decentralized finance without constraints. ∙ Build: Engineering rigorous, high-performance systems with mathematical precision. ∙ Launch: Deploying resilient, autonomous products that redefine their sectors.
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- AHAGI Hits a Structural Wall – A Billion-Dollar Problem2025 · ▲8
This paper formally defines where current AGI hits a structural wall — not a technical one. It shows that no amount of scaling, reinforcement learning, or recursive optimization will break through three deep epistemological and formal constraints: 1. Semantic Closure — An AI system cannot generate outputs that require meaning beyond its internal frame. 2. Non-Computability of Frame Innovation — New cognitive structures cannot be computed from within an existing one. 3. Statistical Breakdown in Open Worlds — Probabilistic inference collapses in environments with heavy-tailed uncertainty.…
- IBI built an AI that uses a metacognitive loop 2 solve invention problems2025 · robw1se.substack.com · ▲9
Hi HN, I'm the creator of this project. For the past months, I've been working on building an AI agent that could move beyond simple generation and tackle inventive challenges autonomously. The core idea was to create a system with a "metacognitive loop"—the ability to recognize when it's stuck on a fundamental problem and then launch a sub-mission to solve that specific bottleneck before continuing. The linked article is a deeper introduction to the system's architecture and a snapshot from a recent run. I tried to design it to be evidence-grounded and self-critical to avoid the pitfalls of…
- PGProcedurally Generated Artificial Life2020 · kirkas.com · ▲6
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Compare your startup equity grant for free.
Commerce · 27d ago · equitybee.com
Launched alongside, March 2026
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Switch from ChatGPT to Claude with import memory feature
AI · Mar 2026 · claude.com
