wannabe manfred macx || co-founder @directionallyai || exocortex maximalist
Warsaw, Poland
Joined May 2009
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Carsten Munk retweeted
AWS just open-sourced a runtime that can fit 75,000 concurrent AI agents in 8GB of RAM.
the trick is that agents don’t sit around consuming resources while waiting for tools to finish. the runtime saves their state, suspends them, and resumes them when something happens.
75,000 agents. raspberry pi 5 memory.
that number is kinda ridiculous.
Carsten Munk retweeted
ra-jit accelerates Rust edit-build cycles by compiling changed functions in milliseconds, achieving up to 92× faster builds than Cargo.
ALT Image: ra-jit accelerates Rust edit-build cycles by compiling changed functions in milliseconds, achieving up to 92× faster builds than Cargo.
Carsten Munk retweeted
Got a cheap embroidery machine off amazon for $300 where the biggest complaint is the mandatory $12/mo app that you’re forced to use. Had ChatGPT create its own app that communicates with the machine. Generative art patches incoming!
Carsten Munk retweeted
Unprecedented times call for unprecedented responses.
We’re hosting frontier AI models with guardrails removed at 300+ tokens per second, giving defenders the speed and flexibility to red-team systems and secure the world’s software.
Request access below
Introducing Boundless Defensive Access.
The security industry is facing an unprecedented volume of attacks. It’s time to arm defenders.
Access abliterated models for authorized security testing, starting with DeepSeek V4.1 Flash 1017.
Apply: boundless.network/defensive-…
Carsten Munk retweeted
We achieve this by running a virtual userspace block device on top of a custom highly optimized interactive merkle proving protocol built on a fork of @commonwarexyz’s excellent QMDB library.
Every single read and write is verified inside of the TEE before the kernel sees it.
Carsten Munk retweeted
An interesting primitive for those working on durable harnesses:
github.com/stencil-hq/dquick…
QuickJS with typescript support out of the box as well as a snapshottable & resumable heap. You can persist the state and resume on a different machine, or fork, even in the middle of a loop.
Carsten Munk retweeted
The story so far: In the beginning the Web Server was created. This has made a lot of people very angry and been widely regarded as a bad move.
Carsten Munk retweeted
tell me Mr Anderson, what good is your agentic defense if you’re unable to deploy with github down
Carsten Munk retweeted
Carsten Munk retweeted
Some thoughts & lessons on coding agents' cache losses - siddhantkhare.com/writing/ag…
Carsten Munk retweeted
there is a certain personality type which will play Civilization or Factorio 14 hours a day pausing only to sleep and microwave food. this type can be absurdly economically productive if you can take the games away, give him a job, and get him to think of it as a videogame
Carsten Munk retweeted
Today I'm making a contribution to the AI-agent-focused open source community: git-viewspace, a way for multiple agents to share the same git repository cheaply. (Link in comments)
When several AI agents work on the same codebase, giving each one a separate clone is straightforward—but it duplicates data and leaves you coordinating branches, commits, and integration yourself.
Git Viewspace takes a different approach: independent lightweight working directories (views) backed by one shared Git repository.
Each agent gets its own view of a specific commit, using virtual file system drivers, one of which creates a private writable layer for its changes. Unchanged files are read directly from Git through a shared filesystem backend, rather than copied into every workspace. A coordinating daemon manages view lifecycles and serializes publication operations, so agents don’t race against the same Git index. A view takes under 0.5 seconds to create, and uses up minimal disk space even for large repositories. You can have literally hundreds of these with minimal overhead.
The result is a foundation for parallel agent workflows with explicit boundaries:
- Independent edits and branches for each agent.
- Shared repository storage and decoded-content caching.
- Explicit commit, merge, and snapshot-update operations.
- Machine-readable status and command results.
- Recovery handling for interrupted filesystem operations.
- Support for explicitly prepared, pinned submodules.
Git Viewspace is not an agent framework, task scheduler, or security sandbox. It doesn’t decide which agent should do what, and it doesn’t make conflicting changes disappear. It provides the filesystem and Git coordination layer underneath those decisions.
The implementation uses Python, Linux FUSE, and OverlayFS. Version 0.1.0 ships as one installable package, with documentation, regression tests, and real-mount lifecycle and recovery checks.
Licensed under Apache-2.0 through Adapt Framework Solutions.
If you’re building systems where multiple agents collaborate on a repository, I’d welcome feedback—particularly on integration workflows, operational simplicity, and what you’d need before adopting it yourself.