- Inside the Sandbox: Shell Execution Kills Reliability
Exploring why allowing agents arbitrary host shell access leads to non-deterministic failures and why strict Docker isolation is mandatory for production.
2 min
- Strategies, Not Model Ifs
Named strategy presets beat model-id ifs: cell budgets, history caps, and hybrid phases on one object.
6 min English
- From REPL Loops to Swarms: Leasing Sandboxed Containers
Designing SwarmLeaseManager to lease container worker nodes dynamically for concurrent file inspection and sub-task execution.
3 min
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