Open-source edge engine to control API request budgets and enforce fair usage.

Budget-aware context compilation and context firewall for tool-heavy AI agents.

Deterministic context budgeting for LLM prompts, demonstrating stable prompt packing within fixed token limits.

OpenClaw Financial Guard is a financial guardrail layer for agent systems, preventing runaway token spend with circuit breakers, budget limits, infinite-loop protection, and an auditable usage ledger

Automated pipeline to transcribe lecture audio with Whisper, generate structured Markdown notes using LLMs, and create multiple-choice quizzes. Model-agnostic, with automatic token budgeting for long recordings.

Experiments in analyzing the correlation and effects of token budgets on a language model's ability to reason and generate accurate responses.