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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Devieswar Kancheti

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#small language model Open access Oct 2026

Guess Close, Search Exact: A Formally Verified, Model-Free Memory and Mutation Engine for Language-Model Agents

Language models are good at proposing roughly right answers and poor at being exactly right, cheaply, every time. neo4d is a model-free engine that sits beside a model: it mutates code token by token and lets the tests judge every variant, searches the neighbourhood of a model's attempt, and remembers verified work as...

Devieswar Kancheti · 0 citations
#small language model Open access Oct 2026

The Detect Law: Zero-Shot Detection of Machine-Generated Text with an Integer-Exact, Heterogeneity-Aware Sequential Test

We present The Detect Law, a zero-shot detector of machine-generated text that combines three per-token signals from two small open language models with an exact 32-bit integer sequential decision rule. A base model (Llama-3.2-1B) and its instruction-tuned twin supply a surprise signal (how much more predictable each t...

Devieswar Kancheti · 0 citations

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