ml0x puts guardrails around coding agents. An agent run moves through four stages. Analyze, implement, test and review. Each stage has a gate. If a gate fails, the run stops and says why. Budgets are capped per run, so an agent cannot spend more than you allowed.
| Repository | What it does |
|---|---|
| 100xagenticdev | The four-stage pipeline for Claude Code with quality gates and budget caps. |
| gate-contract-rs | Fail-closed gate contracts for staged build pipelines, in Rust. |
| hermes-flash-kit | Harness, cost control and measurement for an agent on a low-cost model. |
| claude-code-playbook | Templates, prompts and configs for Claude Code in production. MIT. |
Small libraries that answer one sizing question exactly, with the formula in the code.
| Repository | Language | What it answers |
|---|---|---|
| kv-cache-size-go | Go | How much memory the KV cache and weights need. GQA aware. |
| KVCacheEstimator | Swift | The same question from a model's config.json. |
| lora-plan | Python | How many parameters a LoRA trains and how much VRAM it needs. |
| Repository | What it does |
|---|---|
| ml0x.com | Machine Learning Cheat Sheet Generator, free printable reference cards for CNN, RNN, Transformers, SVM, Decision Trees, and more. Key formulas, hyperparameters, and Python code snippets. Client-side, no sign-up. |
| kv-cache-size | Exact KV-cache arithmetic for transformer inference: bytes per token, total cache bytes, and the context length that fits a memory budget. |
| llmcost-d | Compute per-call and monthly LLM API cost from token counts and per-million-token pricing |
| lstm-shapecalc | Rust crate lstm-shapecalc |
| token-estimate | Estimate LLM token counts without loading a tokenizer |
Everything here is free to use. Sponsoring Michael on GitHub pays for the servers, the AI API bills and the hours behind each fix across 12 organizations and 1,800+ public repositories. It starts at $3 a month.
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Built and maintained by Michael Lip in Warsaw, Poland. He also fixes bugs in projects he uses. He has 300+ merged pull requests in 200+ outside repositories, including urllib3, Appium, Prefect and Google Chrome extension samples. Need an engineer for your own product or AI agent? Send a written brief at axdale.com.
