Pine AI

Transparent fault tolerance for unmodified servers as a byproduct of in-network total-order communication.

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.

Python SDK & CLI for Pine Assistant — negotiate bills, cancel subscriptions, and resolve disputes programmatically

AOI: a model-agnostic perception layer giving computer-use agents adaptive video + audio perception with zero retraining, plus DynaCU-Bench (100 dynamic browser tasks). Paper + benchmark + code.

Penalize the Path, Reward the Outcome — verifiable per-action penalties as a dense channel for deployable, sample-efficient agentic RL (GRPO). Paper: arXiv:2607.07435

IKP: Incompressive Knowledge Probes

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).

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).

Whose Side Is Your Agent On? PrincipalBench — a multi-turn benchmark and post-training methods (prompt scaffold + per-token-KL distillation) for multi-party principal loyalty in LLM agents.

Talking While Acting: a fast/slow dual-model agent that holds a real-time phone conversation while autonomously operating a computer. System, VoiceComputerBench benchmark, and paper.