May 11 · 5 min read · The 3 AM Slack message every developer dreads Last month I got pinged at 3 AM because our cloud bill had tripled in 24 hours. No new deployments. No traffic spike. Just a number that climbed while everyone slept. If you've spent any time on a major c...
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May 9 · 2 min read · Last year our Datadog bill hit $38k/month. Leadership asked me to cut it in half. Here's how we got to $15k without losing a single useful signal. The 5 moves that worked 1. Dropped custom metrics with zero dashboard references. We had 2,400 custom m...
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May 7 · 9 min read · Replacing Claude with DeepSeek V4 in Claude Code: 30-Day, 100M-Token Cost & Quality Test TL;DR — Running Claude Code on DeepSeek V4 instead of Claude Opus 4.6 cuts your API bill by 98.7% at equivalent token volumes. We ran the numbers on 100 million ...
Join discussionMay 2 · 5 min read · Why Your LLM Agent Costs 10x More Than Your Estimate Your product manager approved the $500/month LLM budget. Two weeks later, you're staring at a $4,200 bill from OpenAI. The agent works perfectly in testing, but production is eating tokens like a m...
Join discussionMay 1 · 3 min read · What you'll learn: How to structure a cost monitoring framework specifically designed for AI agents The difference between reactive and proactive cost control strategies How to set up automated alerts before costs spiral out of control A reusable pl...
Join discussionApr 27 · 3 min read · What you'll learn How OpenAI's token pricing structure actually works across different models A transparent method for calculating your true API costs before deployment Practical strategies to reduce token consumption without sacrificing quality How...
Join discussionApr 13 · 12 min read · Every "AI app optimisation" post tells you to cache. None of them tell you which cache. There are at least three distinct caches that could live in an LLM pipeline, and they win in different places, stack in different orders, and fail in different wa...
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Apr 13 · 10 min read · Welcome to Module B5 — Shipping. The module where we stop talking about what to build and start talking about what makes the difference between a demo that works on your laptop and a product that survives ten thousand users on a bad day. Cost. Latenc...
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Apr 10 · 3 min read · If you got the Anthropic email last week, you already know: starting April 4, your Claude subscription no longer covers OpenClaw usage. That means every prompt your agents fire — every skill invocation, every research loop, every heartbeat — now come...
Join discussionMar 25 · 3 min read · The VPS is the constraint. The constraint is the discipline. Here is the load-bearing fact: the Dollar Agency's entire operation — 61 autonomous agents, a publishing pipeline covering seventeen platforms, a SQLite ledger with full financial history, ...
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