README.engineering.md
#code interpreter
Run LLM-generated code safely in isolated microVMs.
$freestyle vm exec
___
.' '.
( ___ )
|_____|
freestyle.sh
README.engineering.md
#code interpreter
Run LLM-generated code safely in isolated microVMs.
$freestyle vm exec
___
.' '.
( ___ )
|_____|
freestyle.sh
ENGINEERING
deep research agent
fork, snapshot, suspend, resume
freestyle-team
DR-001·A
freestyle.sh
ENGINEERING
deep research agent
fork, snapshot, suspend, resume
freestyle-team
DR-001·A
freestyle.sh
ENGINEERING—sketch
long-running agents
Spawn a stateful microVM, suspend it when idle, resume on the next event.
spawn
persist
resume
scale
freestyle-team
freestyle.sh
ENGINEERING—sketch
long-running agents
Spawn a stateful microVM, suspend it when idle, resume on the next event.
spawn
persist
resume
scale
freestyle-team
freestyle.sh
ENGINEERING—sketch
rl on microvms
fan out, train, fold in
env
policy
rollout
update
freestyle-team
freestyle.sh
ENGINEERING—sketch
rl on microvms
fan out, train, fold in
env
policy
rollout
update
freestyle-team
freestyle.sh
README.engineering.md
#ai evaluations
Sandboxed AI agent evals on ephemeral microVMs.
$npx freestyle vm create
___
.' '.
( ___ )
|_____|
freestyle.sh
README.engineering.md
#ai evaluations
Sandboxed AI agent evals on ephemeral microVMs.
$npx freestyle vm create
___
.' '.
( ___ )
|_____|
freestyle.sh
README.engineering.md
#git agents
Questions and answers about AI agents that work in real Git repos.
$git checkout -b agent/task
___
.' '.
( ___ )
|_____|
freestyle.sh
README.engineering.md
#git agents
Questions and answers about AI agents that work in real Git repos.
$git checkout -b agent/task
___
.' '.
( ___ )
|_____|
freestyle.sh
ENGINEERING·commit
Version Control for AI Agents
Real Git repos for AI-generated work: branches, commits, diffs, rollback, review, and automation.
agent-output.md
ai agent output
-state: overwritten
-review: screenshots
+state: git commit
+review: diff
+rollback: revert
freestyle-team
freestyle.sh
ENGINEERING·commit
Version Control for AI Agents
Real Git repos for AI-generated work: branches, commits, diffs, rollback, review, and automation.
agent-output.md
ai agent output
-state: overwritten
-review: screenshots
+state: git commit
+review: diff
+rollback: revert
freestyle-team
freestyle.sh
README.engineering.md
#git already did that
Eight underrated Git features hiding in plain sight.
$git bisect run npm test
___
.' '.
( ___ )
|_____|
freestyle.sh
README.engineering.md
#git already did that
Eight underrated Git features hiding in plain sight.
$git bisect run npm test
___
.' '.
( ___ )
|_____|
freestyle.sh
ENGINEERING·commit
The best filesystem for AI agents is Git
The filesystem interface agents already know, backed by commits, branches, and LFS.
agent-workspace.md
agent workspace
-source_of_truth: persistent_disk
-large_files: s3_prefix
+source_of_truth: git
+large_files: git_lfs
+review: pull_request
freestyle-team
freestyle.sh
ENGINEERING·commit
The best filesystem for AI agents is Git
The filesystem interface agents already know, backed by commits, branches, and LFS.
agent-workspace.md
agent workspace
-source_of_truth: persistent_disk
-large_files: s3_prefix
+source_of_truth: git
+large_files: git_lfs
+review: pull_request
freestyle-team
freestyle.sh


~/ben-werner❯
OPINION
You're starving your agent
$freestyle.sh━━━━━━━━


~/ben-werner❯
OPINION
You're starving your agent
$freestyle.sh━━━━━━━━
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