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I Benchmarked 6 Prompting Strategies on Two Models. The Winner Changes Depending on Which Model You Ask.

I Benchmarked 6 Prompting Strategies on Two Models. The Winner Changes Depending on Which Model You Ask.

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4 min read
From 0 to Production AI Agent: A Complete Deployment Guide

From 0 to Production AI Agent: A Complete Deployment Guide

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6 min read
I Ran 6 MCP Servers Behind One Agent. Here's What the Token Bill Actually Looked Like.

I Ran 6 MCP Servers Behind One Agent. Here's What the Token Bill Actually Looked Like.

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5 min read
From REPL to Swarm: Why Role Rotation is the Missing Ingredient in Team AI Development

From REPL to Swarm: Why Role Rotation is the Missing Ingredient in Team AI Development

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6 min read
Self-Healing AI: When Your Agent Debugs Its Own Code — The Failure-Driven Learning Loop

Self-Healing AI: When Your Agent Debugs Its Own Code — The Failure-Driven Learning Loop

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7 min read
SQLite + Vector Search: The Dependency-Free AI Memory Stack That Outperforms Pinecone

SQLite + Vector Search: The Dependency-Free AI Memory Stack That Outperforms Pinecone

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6 min read
Container-Native AI: Taming Agent Infrastructure with Docker's Resource Gauntlet

Container-Native AI: Taming Agent Infrastructure with Docker's Resource Gauntlet

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6 min read
Progressive MCP Tool Routing: Stop Drowning Your Agents in 50K Tokens

Progressive MCP Tool Routing: Stop Drowning Your Agents in 50K Tokens

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6 min read
Building AI Agents That Survive Restarts: Persistent Memory Done Right

Building AI Agents That Survive Restarts: Persistent Memory Done Right

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7 min read
Container-Native AI: Orchestrating Agent Infrastructure with Docker and GPU-Aware Scheduling

Container-Native AI: Orchestrating Agent Infrastructure with Docker and GPU-Aware Scheduling

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5 min read
Use Claude long enough and you'll end up with Karpathy's LLM Wiki without doing much.

Use Claude long enough and you'll end up with Karpathy's LLM Wiki without doing much.

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5 min read
The Go + TypeScript Monolith: Why TormentNexus Uses Two Languages for One Deployable

The Go + TypeScript Monolith: Why TormentNexus Uses Two Languages for One Deployable

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6 min read
Dual-Tier Memory Architecture for AI Agents: Why Your Agent Needs an L1 Scratchpad and an L2 Vault

Dual-Tier Memory Architecture for AI Agents: Why Your Agent Needs an L1 Scratchpad and an L2 Vault

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5 min read
The Ultimate Offline AI Development Stack: Air-Gapped, Not Crippled

The Ultimate Offline AI Development Stack: Air-Gapped, Not Crippled

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6 min read
One Git Push to Rule Them All: Syncing Every Developer’s AI Agent Environment

One Git Push to Rule Them All: Syncing Every Developer’s AI Agent Environment

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6 min read
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