PreAct

(★ 15)

PreAct: Computer-Using Agents that Get Faster on Repeated Tasks (arXiv:2606.17929). Compile successful runs into verified state-machine programs and replay them 8.5–13× faster with no per-step LLM calls.

Owner Repos

ikp ★ 108

IKP: Incompressive Knowledge Probes

Python
programmable-kv ★ 15

Models Take Notes at Prefill: KV Cache Can Be Editable and Composable (arXiv:2606.17107) — paper, code, results, and interactive companion.

Python
user-as-code ★ 12

Executable memory for personalized agents: represent a user's memory as typed Python state + constraints an interpreter can run, instead of retrieved text. Code, experiments, and reference implementation for the paper (arXiv:2606.16707).

Python
user-as-engram ★ 12

A user's facts become a few rows in a content-addressed memory table — not a rewrite of the model. Paper, code, data, and interactive site for "User as Engram" (arXiv:2606.19172).

Python
transparent-offload ★ 9

Fine-grained computation offload for off-the-shelf servers in tens of lines — paper (arXiv:2607.02630), code, and every measurement. Overlap accelerator offloads (GPU/HSM/inference) with other requests by rerouting through the server's own suspend/resume machinery, plus a zero-edit LD_PRELOAD fiber runtime.

C

File Explorer

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  • .gitignore
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  • CODE_DESIGN.md
  • DESIGN.md
  • embedding_ablation_results.json
  • EVALUATION_REPORT.md
  • pyproject.toml
  • README.md
  • RESULTS.md
  • run_ablation.py
  • run_evaluation.py
  • run_mutation_test.py
  • run_transfer_test.py

# Use via CDN

jsDelivr

jsDelivr serves any public GitHub repository as a CDN with zero setup. Pick a version and a file to get a ready-to-paste link and snippet.

Link
Example

Command Glossary

Commands referenced in this DOCs, explained below.

🔍

docker run

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This command is an alias of `docker container run`.

tldr docker container run

View documentation for the original command:

🔍

gemini

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Launch an interactive prompt with Gemini AI.

gemini

Start a REPL session to chat interactively:

{{echo "Summarize the history of Rome"}} | gemini {{[-p|--prompt]}} -

Send the output of another command to Gemini and exit immediately:

gemini {{[-m|--model]}} {{model_name}}

Use a specific model (default: auto-gemini-3):

🔍

pip install

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Install Python packages.

pip install {{package1 package2 ...}}

Install one or more packages:

pip install {{package1 package2 ...}} {{[-U|--upgrade]}}

Upgrade all specified packages to the latest version, installing any that are not already present:

pip install {{package}}=={{version}}

Install a specific version of a package:

🔍

python

View Details ▼

Python language interpreter.

python

Start a REPL (interactive shell):

python {{path/to/file.py}}

Execute a specific Python file:

python -i {{path/to/file.py}}

Execute a specific Python file and start a REPL:

# Project Badges

// repository documentation