Reducing LLM Costs: Best Practices and Techniques
LLM costs accumulate in ways that are not always obvious. Tokens consumed by system prompts, repeated context windows, and verbose JSON outputs all in…
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I Processed 2.4 Billion Tokens Across 52 AI Models for $0.52. Here's the Full Breakdown.
I run a production multi-agent AI system on a single M1 Mac in Jamaica. 6 autonomous agents. 26 cron workflows. 5-layer persistent memory. All contain…
We Cut Our AI Agent Costs by 60%. Here's What Worked.
We run a self-healing AI agent system (Kaizen Harness — open source, GitHub ). Council debates on architecture, daily tech scans, trajectory logging, …
Local LLMs vs Cloud APIs: Building Offline-First AI Workflows
Local LLMs vs Cloud APIs: Building Offline-First AI Workflows Your AI workflow just went offline: Here's why developers are running models locally and…
Part 8 — Token-by-Token: Why AI Generates Text One Word at a Time (And Why It Costs 4x More)
THE HIDDEN TAX OF AI Output Is King INPUT COST $2.50 Per 1M Tokens (GPT-4o) 4x MORE OUTPUT COST $10.00 Per 1M Tokens (GPT-4o) The reason? The AI write…