DeepSeek Harness plugins worth installing
Five DeepSeek Harness plugins that change how a rented server behaves: budget caps, tool permission rules, injection scanning, durable memory, LAN access.
#cost-control
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How to pay less for Claude
Seven levers that cut a Claude bill: annual billing, right sizing the plan, cheaper models, smaller context, prompt caching, batch jobs, and real discounts.
Claude limit reached: what to do next
Hit a Claude usage limit? Work out which window you are waiting on, then pick a route: smaller model, smaller context, usage credits, or the API.
Self-host LiteLLM as your LLM gateway
Run one OpenAI compatible endpoint in front of every provider you use: LiteLLM on a VPS with virtual keys, per key budgets, fallbacks, and pinned images.
Input vs Output Tokens: Claude's Cost Gap
Claude output tokens cost five times input. Here is why decoding is slower than prefill, and what that asymmetry does to a real agent bill each month.
Claude Code spend tracking tools compared
Claude Code spend trackers answer different questions. Compare local log parsers against the built-in usage screens and your own OpenTelemetry stack.
Self-host agent-console for coding agents
Run the agent-console hub on a VPS so a laptop and every agent box report Claude Code and Codex token use to one place, reached over an SSH tunnel.
What Paperclip's budget caps actually stop
Paperclip stops an agent at its monthly cap, but only for spend it can price. What the budget policy enforces, and what a subscription run reports.
Agent harness token overhead: where it goes
Two harnesses on one model can bill an order of magnitude apart. The mechanics behind the gap, and how to measure your own agent's token spend.
Can Codex use your ChatGPT subscription?
Yes. Codex CLI signs in with your ChatGPT Plus or Pro plan and no API key. Here is what the plan covers, and why the unofficial bridge tools keep breaking.