i was an early vagrant user, a long time tf user, and 3 year nomad/consul user. but have moved on. cf now for aws & gcloud cli in scripts for gcp. and eks/gke instead of nomad.
An AI CLI for coding - more volume per dollar, cheaper extra usage, and monthly billing instead of 5-hour reset windows. One curl installs the launcher; then run t (or typed) from any project directory.
it is not, it just helps to not go in the wrong direction as much. even in my comment i mentioned reviewing the code multiple times. so i do agree reviewing is essential.
minimax m3 has a 1M token context window so not sure how op is hitting this 200k. maybe the plan they're on? or some setting in some layer of whatever their dev tooling is using.
try using a harness. i provide one in Yaw Mode and you can copy it and modify and use a modified if you wanted to learn and tweak yours.
i use the skills /yaw-review excessively sometimes multiple times in a row on the same pr or session. followed by most often /yaw-address-all and then /yaw-coverage to add tests and /yaw-ship-ready to make production ready.
after a few rounds of these they are not needed every time on the same codebase.
if you are desperately wishing programming to go back to the before times it will never. or it will always be there but expect to be incredibly less productive than your peers.
absolutely, for me the tui, ultracode agentic workflows, and streaming logic are far superior. the closest model is minimax 3.0 imo and i ended up adding a custom tui, agentic workflows, streaming logic and implementing skills to that (in typed) in order to get to an acceptable claude fallback. on their own i haven’t found one model comparable to claude, not even chatgpt.
i just use review skills on my sessions/prs extensively until they're in a good place. then coverage skills (which add test coverage).
i built in skills to work with M3 in a service called typed, an ai cli. it uses m3 under the hood (up to ~500k tokens), then switches to deepseek for up to 1M. a few bells and whistles added of typescript/python coding optimization. and just built a custom TUI frontend for it (initially works with the claude code tui and still does).
check out yaw terminal for a terminal first experience that also treats ai cli as a first class citizen. and if you're on windows is very dialed into git bash.
as an anecdote of support for yaw terminal i am currently logged in via Yaw Mode and have been continuing to use claude all day no problems while the browser is absolutely unavailable.
there is a discovery layer (although, not sure if that will be the main draw), and i am vetting that discovery layer to ensure high quality of the mcp servers we have on that discovery layer.
the big value prop is only loading the mcp server or set of tools within the mcp server that is required for each prompt. this reduces wasteful context usage and clutter (and wasteful token usage).
happy to get vital-stack into the registry. when you're ready message me at [email protected]