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Public story · 2026-02-24 · source-backed
poetiq.ai — Detailed technical breakdown of how a $40K-hardware startup achieved 54% on ARC-AGI-2 (vs. Google's 45% at nearly 3x the cost). The key innovation: "learned test-time reasoning" — an iterative refinement meta-system where solutions are generated, receive structured feedback, and self-improve through multiple loops. Crucially, this is LLM-agnostic and works across OpenAI, Anthropic, and xAI models. The meta-system IS the intelligence, not the underlying model. Symbolica's parallel work (85.28% with recursive delegation) confirms the pattern independently.
Each link below shares sources, entities, or timing with this story.
LLM uses OpenAI / Shared entities / Same source / Shared topic
Linked by a graph relationship (LLM uses OpenAI); both cover AGI, Anthropic, LLM, OpenAI; cite the same source (poetiq.ai, Symbolica's parallel work).
DeepMind competes with Anthropic / Shared entities / Same source / Shared topic
Linked by a graph relationship (DeepMind competes with Anthropic); both cover AGI, ARC, Google, Symbolica; cite the same source (poetiq.ai, Symbolica's parallel work).
Sam Altman supports Anthropic / Shared entities / Shared topic / What happened next
Linked by a graph relationship (Sam Altman supports Anthropic); both cover AGI, Anthropic, ARC, LLM; overlapping topics (feedback, model).
LLM uses OpenAI / Shared entities / Shared topic / What happened next / Tension
Linked by a graph relationship (LLM uses OpenAI); both cover Anthropic, Google, OpenAI; overlapping topics (anthropic, google, model).
LLM uses OpenAI / Shared entities / What happened next / Tension
Linked by a graph relationship (LLM uses OpenAI); both cover Anthropic, Google, LLM, OpenAI; picks up the Anthropic thread on 2026-04-20.
Symbolica released Arcgentica / Shared entities / Same source domain / Shared topic / What happened next
Linked by a graph relationship (Symbolica released Arcgentica); both cover AGI, ARC, Symbolica; reported by the same outlet (symbolica.ai).
LLM uses OpenAI / Shared entities / Shared topic / What happened next
Linked by a graph relationship (LLM uses OpenAI); both cover Anthropic, Google, OpenAI; overlapping topics (anthropic, beat, cost, model).
LLM uses OpenAI / Shared entities / Shared topic / What happened next / Tension
Linked by a graph relationship (LLM uses OpenAI); both cover Anthropic, Google, OpenAI; overlapping topics (anthropic, google).