
Arjun Balaji
14.2K posts

Arjun Balaji
@arjunblj
investing/research @paradigm, technology, history, strategy games, boston sports. optimist


SOMEONE TURNED THE VIRAL "TEACH CLAUDE TO TALK LIKE A CAVEMAN TO SAVE TOKENS" STRATEGY INTO AN ACTUAL CLAUDE CODE SKILL one-line install and it cuts ~75% of tokens while keeping full technical accuracy they even benchmarked it with real token counts from the API: > explain React re-render bug: 1180 tokens → 159 tokens (87% saved) > fix auth middleware: 704 → 121 (83% saved) > set up PostgreSQL connection pool: 2347 → 380 (84% saved) > implement React error boundary: 3454 → 456 (87% saved) > debug PostgreSQL race condition: 1200 → 232 (81% saved) average across 10 tasks: 65% savings. range is 22-87% depending on the task. three intensity levels: > lite: drops filler, keeps grammar. professional but no fluff > full: drops articles, fragments, full grunt mode > ultra: maximum compression. telegraphic. abbreviates everything works as a skill for Claude Code and a plugin for Codex. this is PEAK





lots of folks running expensive sandboxes but really all you need is a filesystem but really you don't even need a filesystem, you just need a filesystem API that frontends something like a database (often you care a lot about ACID compliance or indexability etc; @jeffreyhuber talks about this) you can do this with FUSE and lots of people are building really cool things this way but really you don't even need a filesystem API, because agents don't see the POSIX APIs they just see tokens in and tokens so really all you need is something that looks like a file system but frontends whatever you want - S3, Postgres, Chroma, durable streams, whatever coding agents are great "everything agents" but the problem is that you use an off-the-shelf harness it marries you to the filesystem so you get stuck with FUSE or NFS hacks OR you have to inject a bunch of extra MCP tools that are parallel to the 'real' fs tools but if you own the harness, you can own the control flow this lets you separate the tool INTERFACE from the tool EXECUTION. your tool can look like a normal FS read tool to the agent, but you can use whatever backend you want for the execution logic this unlocks lots of exciting things but it requires you build your own harness or use something more customizable

Quick update



moved to the Marina and can confirm it's the best neighborhood in SF


Tempo Mainnet is live! Starting today, anyone can build on Tempo through our public RPC endpoints. Alongside mainnet, we’re introducing the Machine Payments Protocol, an open standard for machine payments.


@nummanali tmux grids are awesome, but i feel a need to have a proper "agent command center" IDE for teams of them, which I could maximize per monitor. E.g. I want to see/hide toggle them, see if any are idle, pop open related tools (e.g. terminal), stats (usage), etc.






