Smart model routing reduces costs by matching request complexity to model capability. Instead of building your own heuristics, let OpenRouter handle it.
Most AI agent setups use a single expensive model for everything:
A guide for setting up OpenClaw on DigitalOcean, plus an architectural review of clawchief — Ryan Carson's "Chief of Staff" starter kit.
| name | tapes |
|---|---|
| description | Use when the user says "check the tapes", "search tapes", "tapes search", or wants to look up past agent sessions. Starts tapes services if needed and queries the local SQLite store at ~/.tapes/. |
Query local tapes session data. The tapes SQLite database lives at ~/.tapes/ and contains recorded LLM agent sessions across all projects.
| # Observational Memory + Tapes in the Pokemon Agent | |
| ## The Problem | |
| Long agent runs hit context compaction. When Claude's context window fills up, older messages get summarized and the cache prefix breaks. The agent loses continuity: it forgets what it tried, what failed, and what worked. Each new session starts from scratch. | |
| ## How Tapes Solves Storage | |
| [Tapes](https://tapes.dev) proxies all LLM API calls and records every conversation turn in a content-addressable SQLite database at `.tapes/tapes.sqlite`. Each node in the database has: |
Resolves: #137 — Content parsing issue with OpenCode / Ollama
This PR fixes a json.Unmarshal failure when Ollama's content field is an array of content blocks ([{"type": "text", "text": "..."}]) instead of a plain string. The approach:
ollamaMessage.Content to json:"-" and adds ContentRaw any tagged as json:"content" to capture either formatconvertRawContent() to normalize both forms into a string
| -- Leader key: spacebar (set before any mappings) | |
| vim.g.mapleader = " " | |
| vim.g.maplocalleader = " " | |
| ------------------------------------------------- | |
| -- Options | |
| ------------------------------------------------- | |
| vim.opt.wrap = true | |
| vim.opt.textwidth = 80 | |
| vim.opt.autoindent = true |
Status: Draft
Author: @bdougie
Date: 2026-02-15
Add pluggable storage providers to Tapes, enabling session sync to cloud backends for team sharing. The SaaS option (tapes.dev) serves as an on-ramp to Paper Compute's broader agent infrastructure platform.