Chain of Thought (CoT)
Chain of Thought (CoT) at Beyond Market Intelligence is a file of 2 stories. The newest of them: “Beyond the Token Stream: Architectures for Deeper Reasoning” and “When benchmarks meet reality, AI agents still have room to grow.”. The field is quietly shifting its focus from longer chains of thought to something more fundamental: reasoning that never touches language at all. DeepSeek's V4 Flash tops leaderboards and earns developer praise, but real-world agent work tells a different story. Acme AI is the next-generation, AI-powered spreadsheet platform built to replace Excel and redefine how analysts, data scientists, and enterprise teams work… The list below is every Chain of Thought (CoT) story on Beyond Market Intelligence, newest first.
Beyond the Token Stream: Architectures for Deeper Reasoning
The field is quietly shifting its focus from longer chains of thought to something more fundamental: reasoning that never touches language at all. The breakdown of latent reasoning into five distinct families, from Coconut's continuous hidden states to BDH-CQ's in-context recurrent memory, gives us a useful map of where the frontier actually sits. The real question isn't which architecture wins, but whether readable traces were ever the point.
When benchmarks meet reality, AI agents still have room to grow.
DeepSeek's V4 Flash tops leaderboards and earns developer praise, but real-world agent work tells a different story. In testing across eight harnesses and 240 runs, only 129 passed, just six of 30 complex workflows succeeded everywhere. That gap matters. Raw capability isn't enough when tool configuration, caching, and retries shape outcomes. Meanwhile, price hikes of up to 1,100% complicate the value equation. The model still undercuts rivals, but the real test is orchestration, not benchmarks. Enterprises should measure cost per completed workflow, not per token.