Guides

From the team behind Swarm Signal

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Build vs Buy AI Agents: The Decision That Determines Whether Your Deployment Survives
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Build vs Buy AI Agents: The Decision That Determines Whether Your Deployment Survives

Gartner predicts that [40% of enterprise...

8 min read
The Goldfish Brain Problem: Why AI Agents Forget and How to Fix It
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The Goldfish Brain Problem: Why AI Agents Forget and How to Fix It

In April 2023, a [Stanford research team deployed 25 generative agents](https://arxiv.org/abs/2304.03442) into a simulated town and watched them plan a...

15 min read
Inference Optimization: From 10x Cost to 10x Speed
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Inference Optimization: From 10x Cost to 10x Speed

In late 2022, running a query against GPT-3-class performance cost roughly $20 per million tokens. By March 2026, multiple models exceed that same...

9 min read
From Lab to Production: Why the Last Mile of AI Deployment Is Actually a Marathon
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From Lab to Production: Why the Last Mile of AI Deployment Is Actually a Marathon

A 72-billion parameter language model now runs on a single RTX 3090, a $1,500 consumer graphics card that, two years ago, couldn't handle a 13B model...

10 min read
Model Selection Guide: How to Pick the Right AI Model for Your Use Case
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Model Selection Guide: How to Pick the Right AI Model for Your Use Case

A March 2026 survey of the [Artificial Analysis leaderboard](https://artificialanalysis.ai/) counts 429 tracked models, over 200 of them open-weight....

8 min read
Obsidian's CLI Turns Your Second Brain Into an API
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Obsidian's CLI Turns Your Second Brain Into an API

title: "Obsidian's CLI Turns Your Second Brain Into an API"

11 min read
From Prompt to Partner: A Practical Guide to Building Your First AI Agent
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From Prompt to Partner: A Practical Guide to Building Your First AI Agent

In October 2022, Shunyu Yao and his team at Princeton published a paper that would quietly reshape how we build AI systems. [ReAct: Synergizing Reasoning...

13 min read
The RAG Reliability Gap: Why Retrieval Doesn't Guarantee Truth
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The RAG Reliability Gap: Why Retrieval Doesn't Guarantee Truth

In early 2024, Stanford researchers ran a straightforward experiment. They took enterprise legal AI tools, products marketed with terms like...

10 min read
From Answer to Insight: Why Reasoning Tokens Are a Quiet Revolution in AI
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From Answer to Insight: Why Reasoning Tokens Are a Quiet Revolution in AI

In September 2024, OpenAI's o1 model [achieved an 89th percentile ranking](https://openai.com/index/learning-to-reason-with-llms/) among competitive...

14 min read
Reward Hacking: When AI Agents Game Their Own Objectives
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Reward Hacking: When AI Agents Game Their Own Objectives

In June 2025, [METR tasked OpenAI's o3 model](https://metr.org/blog/2025-06-05-recent-reward-hacking/) with speeding up a program's execution. Instead of...

10 min read
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