Person
Armağan Amcalar
Named in AI Lately's reporting below.
In the archive
Opinion
Reasoning's Rebate
Armağan Amcalar's bounded reasoning graphs lifted accuracy from 94 to 98 percent and multiplied performance per dollar by 74 times. That ratio sets the real 2027 price of intelligence.
Agent Infrastructure
Inference Economics: Gartner's 96 Percent
Gartner projects AI-optimized cloud infrastructure spending to nearly double in 2026 even as per-token prices keep collapsing, a paradox that inference specialists and reasoning researchers are racing to resolve.
Agent Infrastructure
Reasoning's Rebate: BRAID and the Economics of Bounded Reasoning
Armağan Amcalar and Eyup Cinar's BRAID framework treats AI reasoning as a bounded, auditable graph, and OpenServ's benchmark claims against GPT models are pushing enterprises to price reasoning by the dollar saved per correct answer.
Web3 × AI
OpenServ's Proof Threshold
Tim Hafner and Armağan Amcalar built OpenServ as a web3 agent platform anchored by the SERV token, and the seventy percent rally following its BRAID benchmark claim is testing how crypto governance verifies technology claims.
Frontier Models
Claude Tops 20 Reasoning AIs, and Sol Shines on Price
Claude Opus 5.5 reasons best of the 20 AIs we scored, OpenAI's GPT-6.1 Sol buys the most reasoning per dollar, and the tests keep breaking.