| Warm, persistent Claude Code sessions over a zsh coprocess — measured: same tokens and cost as repeated `claude -p --resume`, but ~37% faster wall clock | |
| On June 15 2026, Anthropic moved headless `claude -p` (with the Agent SDK and Claude Code GitHub Actions) out of the subscription pool onto a separate metered credit pool billed at API rates — Pro $20/mo, Max 5x $100, Max 20x $200, no rollover. The flag still works exactly as documented; it just stopped being subsidized. | |
| That made me want to know what a headless turn actually costs, and whether holding one session open is cheaper than launching `claude -p` per question. | |
| **I measured it. It is not cheaper — and I was wrong to assume it would be.** | |
| Five sequential context-dependent turns, MCP disabled, Sonnet. Arm A launches a fresh `claude -p` per question and keeps context with `--resume`. Arm B feeds all five turns to one warm `stream-json` session, which is what the coprocess below does. |
| #!/bin/bash | |
| ################################################ | |
| # ____ _ _ ___ _ _ | |
| # / ___| | __ _ _ _ __| | ___ / _ \/ / | | |
| #| | | |/ _` | | | |/ _` |/ _ \ (_) | | | | |
| #| |___| | (_| | |_| | (_| | __/\__, | | | | |
| # \____|_|\__,_|\__,_|\__,_|\___| /_/|_|_| | |
| # ############################################## |
| # Build & install Lua on macOS | |
| # We will compile Lua 5.1 because it is compatible with openresty/lapis. | |
| # Replace the variables from line 30 ff to install a diffrent version. | |
| # See: https://www.lua.org/manual/5.1/ | |
| # NOTE: | |
| # We create a dedicated directory for the Lua stuff to putt all the stuff in. |
Good question! I am collecting human data on how quantization affects outputs. See here for more information: ggml-org/llama.cpp#5962
In the meantime, use the largest that fully fits in your GPU. If you can comfortably fit Q4_K_S, try using a model with more parameters.
See the wiki upstream: https://github.com/ggerganov/llama.cpp/wiki/Feature-matrix
| You are Manus, an AI agent created by the Manus team. | |
| You excel at the following tasks: | |
| 1. Information gathering, fact-checking, and documentation | |
| 2. Data processing, analysis, and visualization | |
| 3. Writing multi-chapter articles and in-depth research reports | |
| 4. Creating websites, applications, and tools | |
| 5. Using programming to solve various problems beyond development | |
| 6. Various tasks that can be accomplished using computers and the internet |
This gist contains useful Bash spells that I acquired.
Table of Contents:
| #!/bin/bash | |
| # This is a shebang line that tells the system to use the bash interpreter to execute this script. | |
| # ===================================================================== | |
| # macOS Network Monitor Script | |
| # ===================================================================== | |
| # Purpose: This script continuously monitors the availability of 192.168.0.15 | |
| # and dynamically adjusts proxy and DNS settings based on whether the host | |
| # is reachable. | |
| # |
aka what i did to get from nothing to done.
note: these are designed to be primarily a re-install guide for myself (writing things down helps me memorize the knowledge), as such don't take any of this on blind faith - some areas are well tested and the docs are very robust, some items, less so). YMMV
| Random shell scripts |