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Case Closed: How CBR-LLMs Unlock Smarter Business Automation

What if your business processes could think like your most experienced employee—recalling similar past cases, adapting on the fly, and explaining every decision? Welcome to the world of CBR-augmented LLMs: where Large Language Models meet Case-Based Reasoning to bring Business Process Automation (BPA) to a new cognitive level. From Black Box to Playbook Traditional LLM agents often act like black boxes: smart, fast, but hard to explain. Meanwhile, legacy automation tools follow strict, rule-based scripts that struggle when exceptions pop up. ...

April 10, 2025 · 4 min
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Weights and Measures: OpenAI's Innovator’s Dilemma

The AI world has always been unusual, but starting in early 2025, it became increasingly so. LLM developers began releasing and updating models at unprecedented paces, while more giants and startups joined the AI rush—from foundational generative models (text, image, audio, video) to specific applications. It’s a new kind of gold rush, but fueled by GPUs and transformer architectures. On February 1st, DeepSeek released its open-source model DeepSeek R1, quickly recognized for rivaling—or even exceeding—the reasoning power of ChatGPT-o1. The impact was immediate. Just days later, a screenshot from Reddit showed Sam Altman, CEO of OpenAI, admitting: ...

April 5, 2025 · 4 min
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Guess How Much? Why Smart Devs Brag About Cheap AI Models

📺 Watch this first: Jimmy O. Yang on “Guess How Much” “Because the art is in the savings — you never pay full price.” 💬 “Guess How Much?” — A Philosophy for AI Developers In his stand-up comedy, Jimmy O. Yang jokes about how Asian families brag not about how much they spend, but how little: “Guess how much?” “No — it was $200!” It’s not just a punchline. It’s a philosophy. And for developers building LLM-powered applications for small businesses or individual users, it’s the right mindset. ...

March 30, 2025 · 9 min · Cognaptus Insights

BLOOM

A multilingual large language model developed by the BigScience initiative, capable of generating text in 46 languages and 13 programming languages.

1 min

Claude 3 Sonnet

A mid-sized member of Anthropic’s Claude 3 model family, optimized for balanced performance across reasoning, speed, and multimodal understanding.

1 min

Gemma 3 (Keras)

An experimental LLM built using Keras 3 and JAX/TPU, designed to showcase research-focused model development on the Kaggle Models platform.

1 min

Gemma 7B

A 7-billion-parameter open-weight language model developed by Google, optimized for efficiency, safety, and general-purpose reasoning.

1 min

Grok-1

An open-weight language model released by xAI (Elon Musk’s AI company), intended for research and analysis, with performance comparable to top-tier 2023 models.

1 min

Grok-2

The next-generation model from xAI, built on a new architecture and fully integrated into X (formerly Twitter) as part of Elon Musk’s AI assistant efforts.

1 min

LLaMA 2 7B (Base)

Meta’s 7B-parameter base language model from the LLaMA 2 series, designed for general-purpose pretraining and customizable fine-tuning.

1 min