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Simplifying AI

How Do LLMs Actually Learn To Be Helpful? A PM's Guide To Post-Training

How Do LLMs Actually Learn To Be Helpful? A PM's Guide To Post-Training

Pre-training makes a model smart. Post-training makes it useful. Here's how SFT, RLHF, DPO, and Constitutional AI work, explained for PMs.

Sid Arora
Sid Arora
Prompt Caching Can Cut Your LLM Bill by 70%. Here's What it Does

Prompt Caching Can Cut Your LLM Bill by 70%. Here's What it Does

Prompt caching doesn't cache the answer. It caches the question. Here's how it works, what it costs, and how teams are cutting down their LLM bills.

Sid Arora
Sid Arora
What are Managed Agents by Claude?

What are Managed Agents by Claude?

Anthropic's agent containers kept dying. So they borrowed from OS design and cut latency by 90%. Inside the Managed Agents architecture.

Sid Arora
Sid Arora
What is Claude Channels and How Does It Work?

What is Claude Channels and How Does It Work?

Claude Channels lets external systems push events into a live Claude Code session. Here's what it is, how it works, and why it matters for AI product teams.

Sid Arora
Sid Arora
WTF Is The Difference Between Claude, Claude Code, Claude Cowork

WTF Is The Difference Between Claude, Claude Code, Claude Cowork

Anthropic now has three products called Claude. One is a chatbot, one writes your code, and one manages your files. Here's how they're different and when to use each.

Sid Arora
Sid Arora
Why your AI Agent Always “Forgets” Users?

Why your AI Agent Always “Forgets” Users?

AI agents fail because of poor memory, not bad models. Learn the 4 memory types, why they break, and how to fix your agent’s performance across sessions.

Sid Arora
Sid Arora
From Chatbot to a Personal Assistant: What Actually Makes AI Agents Truly "Agentic"

From Chatbot to a Personal Assistant: What Actually Makes AI Agents Truly "Agentic"

Agentic AI is the buzzword everyone's using but nobody can quite explain. Learn what makes AI agents truly autonomous—and how they can transform your workflows.

Sid Arora
Sid Arora

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