Thoughts from an experienced AI engineering team since 2019
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AI Agent

A collection of 3 posts
<Technical Deep Dive> Agentic Design Patterns
AI Agent

<Technical Deep Dive> Agentic Design Patterns

I spent the last few weeks digging into the major approaches, reading through docs, watching talks, and actually trying to build with some of these tools. Heres what I found, and more importantly, what I think actually matters when you're deciding how to build agentic systems. The Two
24 Feb 2026 8 min read
Context Matters: The Biggest Lesson from ACE (ICLR 2026)
Research Paper Read

Context Matters: The Biggest Lesson from ACE (ICLR 2026)

I keep coming back to this one question lately: whats actually the most impactful thing you can do to make an LLM system better? Fine-tune it? Use a bigger model? Throw more compute at inference? Turns out, according to a ICLR 2026 paper from Stanford and SambaNova, the answer might
17 Feb 2026 6 min read
A beast with many heads: AI Agents, RAG, MCP, Workflow Automation.....
AI Concepts

A beast with many heads: AI Agents, RAG, MCP, Workflow Automation.....

AI Agents, RAG, MCP, Workflow Automation, and Agent Swarms: What They Actually Mean and When You Need Them Bite-size insights ConceptWhat It IsBest ForThink of It As... Workflow AutomationPredefined steps that run the same way every timeRepeatable, predictable processes with no decision-makingSimiliar preprogrammed steps RAGAsk AI to look up a
14 Feb 2026 9 min read
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