We treat the line as a hypothesis and the tool call as a measurement. Reasoning is not decoration for action — it is action, made visible at the speed of thought.
LV Agent is built around a Harness microkernel inspired by the Turing machine. It runs multi-round LLM calls inside a tool loop with self-correction: simple questions take few rounds, hard questions take many. The sketchbook is a research instrument — and so is the terminal. A sketch that can be read is worth more than a render that can only be admired.
Multi-strategy reasoning — CoT / ReAct / Verification, with MCTS planning. Adaptive loop control: few rounds for easy asks, many for hard ones.
Web search with multi-query fusion, full file system access, Python & Bash execution with timeout isolation, plus GitHub, PDF, weather, fetch.
Holographic memory: a knowledge graph for durable facts, vector experience memory across sessions, and learned skills extracted from conversation.
Event-sourced execution that is traceable and replayable. SQLite session persistence, dual token/time budgets, checkpoint resume, and hot-swappable modules.
Multi-query fusion across sources, body extraction, scoring, and source evaluation for deep research.
Read / write / grep / glob with cross-directory browsing — “the XXX on my desktop” just works.
Python & Bash with full terminal access — pipes, redirect, && / ||, env — under timeout isolation.
GitHub search, PDF reading, weather query, web fetching, and a standalone Telegram bot.
/deep_researchMulti-angle search → HTML report!cmdExecute shell directly@fileInject file contents into input/modelSwitch model at runtime/strategySwitch reasoning strategy/compressManually compress context/learnLearn a memory skill from chat/memskillManage skills: list / evolve / snapshot/sessionsBrowse historical sessions/dashboardOpen the agent state panel/draftsView stashed input drafts
Prefer the terminal? git clone https://github.com/Xinchen1/LV-Agent.git then ./install.sh for the global lv command.
Backends: DeepSeek · OpenAI · Anthropic · OpenRouter · Ollama (offline).
“ The hand that draws and the mind that reasons are the same instrument — sharpened from different ends. — studio note, plate VII