Blog Posts | Joshua Berkowitz

24 Articles

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Unlocking Efficiency: Orchestrate AI Agents with Mission Control for GitHub Copilot

Overseeing multiple AI coding agents has never been simpler thanks to GitHub's Mission Control. This unified dashboard enables you to assign, monitor, and manage Copilot agent tasks across various rep...

agent orchestration AI agents code review custom agents developer productivity GitHub Copilot parallel workflows prompt engineering

Dec 12, 2025

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Polly: Your AI Debugging Partner for Smarter Agent Development

Developing AI agents is a game of complexity. With ever-expanding prompts, intricate execution traces, and lengthy multi-turn conversations, traditional debugging quickly becomes overwhelming. LangCha...

agent development AI agents AI tools debugging developer productivity LangChain LangSmith prompt engineering

Dec 12, 2025

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Mastering Consistent Character Generation with AI: Strategies and Insights

Creating consistent characters across multiple images or scenes has long been a challenge for artists and creators using AI. Whether you're an illustrator, game developer, or storyteller, ensuring tha...

AI character design consistency creative workflow digital art prompt engineering

Dec 8, 2025

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Unlocking AI Agent Potential: Mastering Context Engineering

As artificial intelligence agents grow more capable, a new discipline called context engineering is redefining how we wield the power of large language models (LLMs). Rather than simply crafting cleve...

agentic search AI agents context engineering context management LLMs long-horizon tasks prompt engineering tool design

Dec 6, 2025

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Unlocking the Power of Deep Agents: The Future of Autonomous AI

AI technology is evolving rapidly, and the emergence of deep agents marks a transformative moment. Unlike their shallow predecessors, deep agents are designed to plan, manage, and execute complex task...

AI agents autonomous AI deep agents file system LLM planning tools prompt engineering sub agents

Dec 6, 2025

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How Align Evals Is Updating LLM Evaluator Alignment

Ensuring large language model (LLM) applications truly meet user needs is challenging. Automated evaluation tools often miss the mark, producing scores that don't always align with real human judgment...

AI evaluation alignment developer tools evaluation LangChain LLM product update prompt engineering

Dec 6, 2025

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Gemini 3 API: Powering Next-Generation Intelligent Applications

Unlocking Advanced AI Capabilities Developers seeking to push the boundaries of intelligent applications will find Gemini 3 API to be a game changer. With cutting-edge reasoning, automated code genera...

API documentation developer guide Gemini 3 migration multimodal AI prompt engineering reasoning tool integration

Nov 23, 2025

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How Claude’s Skills Transform AI-Generated Frontend Design

AI-generated landing pages often end up with safe fonts, predictable gradients, and minimal animations. This “AI slop” aesthetic arises because language models like Claude draw from mainstream design ...

AI design Claude frontend LLMs prompt engineering Skills UI development web development

Nov 19, 2025

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Align Evals: Making LLM Evaluation More Human-Centric and Reliable

Developers building large language model (LLM) applications know that getting trustworthy evaluation feedback is critical—but also challenging. Automated scoring systems often misalign with human expe...

AI alignment Align Evals automated evaluation developer tools LangChain LangSmith LLM evaluation prompt engineering

Nov 4, 2025

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From Prompts to Production: Building Reliable AI Workflows with Agentic Primitives

Developers often begin their AI journey by experimenting with prompt-based interactions. While this approach offers quick results, it falls short as projects scale and require consistency. A systemati...

agentic primitives AI workflows automation CI/CD context engineering package management prompt engineering

Oct 27, 2025

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Streamline Your Team’s LLM Prompt Engineering with Google Cloud’s LLM-Evalkit

If you've ever managed large language model (LLM) prompts across different tools and documents, you know how chaotic and inefficient the process can be. Iterating on prompts without a unified system o...

AI workflow LLM machine learning no-code open source prompt engineering Vertex AI

Oct 15, 2025

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Building Reliable AI Workflows: From Experimentation to Engineering Excellence

AI development often begins with simple trial and erro but as ambitions grow, this ad hoc approach quickly reveals its limitations in reliability and repeatability. A robust solution emerges through a...

agentic primitives AI workflows APM CI/CD automation context engineering GitHub Copilot prompt engineering

Oct 14, 2025

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