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Paras Madan

Paras Madan

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Oct 22

Cohere Rerank 5: Pricing, Context Focus and API Changes

Cohere’s new reranker can select passages inside documents, but the useful test is how much evidence survives the smaller prompt.

Paras Madan

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Oct 22

LayerFS 1.0: AI Agent Workspaces, Benchmarks and Deployment Limits

The first official LayerFS release separates an agent’s temporary workspace from its saved history, but its durability limits matter as…

Paras Madan

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Oct 22

Bekko Static Embedding: Multilingual Retrieval on CPU Without a Transformer

A new open embedding model offers inexpensive text encoding, but its benchmark results make the case for keeping simpler retrieval…

Paras Madan

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Oct 21

TorchTPU Is Open Source: Native PyTorch on Google TPUs Explained

Google’s new PyTorch backend makes TPU migration more familiar, but model portability and production performance still need separate tests.

Paras Madan

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Oct 21

Meta’s Thin Orchestrator: How to Make Multi-Agent Workflows More Reliable

Meta’s internal architecture separates predictable routing from specialist reasoning, with a useful lesson for teams building production…

Paras Madan

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Oct 21

Reflection Beam Open Weights: Hardware, API Access and Limits

Reflection’s Beam weights are available under Apache 2.0. What its hardware needs, API limits and coding harness mean for developers.

Paras Madan

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Oct 16

Mistral Timestral: Forecasting Models, CPU Inference and License Limits

Mistral’s new time-series models can run on a CPU, but the deployment decision starts with the data and the weights license.

Paras Madan

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Oct 16

FLUX 3 Image Klein: Hardware, API Pricing and License Explained

Black Forest Labs’ new image model brings local deployment and layout control. Its hardware requirements, license, and early results…

Paras Madan

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Oct 15

Sakana MASS: Teaching a Model From Its Own Agent Teams

Sakana AI’s MASS improves a 27B model through multi-agent self-supervision, with promising research results and important limits on…

Paras Madan

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Oct 15

Claude Managed Agents Dynamic Workflows: Limits, Pricing and Setup

Claude Managed Agents now supports dynamic workflows in public beta. How the 1,000-agent limit works, what runs cost, and what developers…

Paras Madan

Paras Madan

I create content for 200k+ AI devs on Insta • Founded Cruxe and Best AI Prompt • Gen AI Workshops for HSBC, TEDx & 15+ companies • Collab at hello@parasmadan.in

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