Stop Feeding Your LLM Guesses. Feed It Facts.

Posted on Sat 04 July 2026 in GenAI • Tagged with GenAI, AI-agents, LLM, agentic-systems, design-patterns, reliability

The trick that turns a language model into a research assistant.

Large language models are great at reasoning and writing, but they only know what they were trained on. Ask one about a document it's never seen, or something that happened after its training cutoff, and it will either say …


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The Five Building Blocks of LangChain

Posted on Sat 04 July 2026 in GenAI • Tagged with GenAI, AI-agents, LLM, agentic-systems, design-patterns, reliability

Most people's first LangChain project looks the same. They copy a snippet, swap in their API key, run it, and get a working chatbot in about ten minutes. Then they try to add memory, or connect a second tool, or make the thing reason through a multi-step task, and the …


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Fine-Tuning Your AI: The Upgrade Everyone Wants and Almost No One Needs.

Posted on Sun 21 June 2026 in GenAI • Tagged with GenAI, AI-agents, LLM, agentic-systems, design-patterns, reliability

It sounds like the obvious next step for any serious AI product. In practice, it's one of the most misunderstood — and most expensive — decisions in AI development.

It sounds like the obvious next step for any serious AI product. In practice, it’s one of the most misunderstood — and most …


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The AI Menu Is Huge. Here's How to Order.

Posted on Tue 16 June 2026 in GenAI • Tagged with GenAI, AI-agents, LLM, agentic-systems, design-patterns, reliability

If you’ve ever Googled “best AI model” and ended up more confused than when you started — you’re not alone.

GPT this. Llama that. Claude, Mistral, Phi... it can feel like you’ve walked into a hardware store where every tool looks the same but nobody will tell you …


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Agentic System Design Concepts - Patterns Every AI Engineer Should Know

Posted on Sat 11 April 2026 in GenAI • Tagged with GenAI, AI-agents, LLM, agentic-systems, design-patterns, reliability

Building reliable AI agents isn't just about picking the right model — it's about the patterns you wire around it. Here's a concise reference of 15 agentic system design concepts worth knowing. Two lines each — just enough to understand what they do and why they matter.

Resilience & Failure Isolation

Agent Circuit …


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AI Agent Directory - Few Shots LLM Models

Posted on Fri 10 April 2026 in GenAI • Tagged with GenAI, AI-agents, LLM, startups, directory

The AI agent ecosystem is growing fast. Here's a quick directory of notable AI startups and a couple of few-shot LLM models worth knowing about. Two lines each — just enough to know what they do and why they matter.

AI Agent Directory

Can of Soup — An AI-powered app that lets …


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