Our AI coding bill quietly tripled. Here's what we learned fixing it.
A few months ago I opened our cloud bill and had that small stomach drop moment every engineer knows. Our AI coding spend had roughly tripled. Not bec…
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The AI Cost-Modeling Handbook: I let Claude do the modeling, but never the arithmetic
Every "what's the cheapest model?" thread online is people trading vibes. I got tired of it, so I built a pipeline that pulls live, cited prices and r…
IAM Access Analyzer Lied to Us: The $1,000/Month Overprovisioning Mistake
A month ago, we thought we'd solved our access control issues with IAM Access Analyzer. But a closer look revealed a staggering overprovisioning probl…
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…
LLM Pricing Models: Flat Rate vs Token-Based
Most AI inference platforms bill by the token. You pay for every input token and every output token, which makes costs predictable only if your contex…
Comparing LLM Inference APIs: Cost, Performance, and More
Choosing an LLM inference API is no longer just about model quality. For production workloads, the decision hinges on how pricing scales with usage, w…
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, …
Vertex AI Grounding Cost Gap: Diagnosing the Missing $1300 on My Solo VM
Vertex AI Grounding Cost Gap: Diagnosing the Missing $1300 on My Solo VM Running a full AI product solo on a single small VM means every dollar counts…
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…