Managing the LLM Context Window: Operational Data vs. Contextual Data

Managing the LLM Context Window: Operational Data vs. Contextual Data

By: Dominick Romano In the world of large language models (LLMs), the context window represents the amount of information a model can process at once during a single interaction. It acts as the model’s short-term memory, holding all the input data provided in a prompt, including previous messages in a conversation. Context engineering is the practice…

Drainpipe CEO Featured in International Committee of Red Cross Coverage on AI in Armed Conflicts

Drainpipe CEO Featured in International Committee of Red Cross Coverage on AI in Armed Conflicts

We are excited to announce that our Founder and CEO, Dominick Romano, was recently featured in coverage by the International Committee of the Red Cross. Mr. Romano who currently serves as the Chair of the AI Steering Committee of the US National Drone Association joins ICRC host Dominique Maria Bonessi during her coverage of Humanity…

New White Paper Available: AI Agents vs Agentic AI: What to Know in 2025

New White Paper Available: AI Agents vs Agentic AI: What to Know in 2025

Drainpipe is pleased to announce the release of a new white paper: AI Agents vs Agentic AI: What to Know in 2025. The white paper is available for immediate download. Abstract This white paper provides a critical examination of AI Agents and Agentic AI, two rapidlyevolving paradigms poised to redefine enterprise operations in 2025. The…

New Model Alert: Drainpipe Now Supports Claude Opus 4.1

New Model Alert: Drainpipe Now Supports Claude Opus 4.1

Drainpipe is pleased to announce support for Anthropic Claude Opus 4.1. The new model is immediately available to all Drainpipe Platform users. Claude Opus 4.1 is an upgrade to Claude Opus 4, specifically on agentic tasks, real-world coding, and reasoning. Anthropic reports significant improvements to coding performance as well as in-depth research and data analysis skills,…

New Model Alert: Drainpipe Now Supports OpenAI GPT 5, GPT 5 Mini, GPT 5 Nano

New Model Alert: Drainpipe Now Supports OpenAI GPT 5, GPT 5 Mini, GPT 5 Nano

Drainpipe Supports GPT 5 Drainpipe is pleased to announce support for the new OpenAI GPT 5 models: All three of these models are immediately available to all Drainpipe Platform users. What’s New in GPT 5? GPT‑5 sets a new bar, combining advanced reasoning, flexibility, safety, and usability across both consumer and professional contexts. Benchmarks: GPT-4…

AI Business, Policy, and Drones: Raion Sovereign AI Forum 2025

AI Business, Policy, and Drones: Raion Sovereign AI Forum 2025

In a riveting podcast recorded live at the Raion Sovereign AI Forum 2025 in Gibraltar, Dominick Romano, CEO of drainpipe.io and a veteran in programmatic advertising and computer science, joins host Laurence Cohen for a dynamic discussion on artificial intelligence’s global impact. The embedded video captures their incisive exploration of AI’s business landscape, where Romano reveals how…

Prompt Engineering vs. Context Engineering: Crafting AI for Precision

Prompt Engineering vs. Context Engineering: Crafting AI for Precision

By: Dominick Romano and Chris Gaskins In the rapidly advancing world of artificial intelligence, two key techniques—Prompt Engineering and Context Engineering—are essential for optimizing interactions with language models. While distinct, these practices are deeply interdependent, shaping AI behavior through complementary approaches. This article explores their definitions, core methodologies, and dynamic relationship, highlighting how they work…

The Reality of AI Hallucinations in 2025

The Reality of AI Hallucinations in 2025

By: Dominick Romano and Chris Gaskins Introduction AI hallucinations are a consistent and unwanted behavior exhibited by AI models. Unfortunately, the trustworthiness of your artificial intelligence system is primarily dictated by the frequency of its hallucinations. Some users will recognize a hallucination, while others may ignore it and use the erroneous information. Sometimes these hallucinations…

New Model Alert: Drainpipe Now Supports Anthropic Claude 4 Opus and Claude 4 Sonnet

New Model Alert: Drainpipe Now Supports Anthropic Claude 4 Opus and Claude 4 Sonnet

Drainpipe is pleased to announce support for two new models: Both of these models are immediately available to all Drainpipe Platform users. Claude Opus 4 is Anthropic’s most capable model yet. It shines in demanding areas like coding, handling intricate and prolonged tasks with sustained performance. It’s perfectly suited for: For a balance of power…