LLM Wiki: Let Your Agent Keep Its Own Notes (and When Real Memory Wins)
Karpathy's LLM wiki lets an agent maintain its own markdown notes. I ran one against octobrain memory on the same sources. Here's where each one wins.
Zentask Blog11 min read
Model Context Protocol
43 stories
Playwright CLI vs MCP: give your agent a browser that actually works
I ran Playwright CLI, Playwright MCP and Chrome DevTools MCP on the same page. The snapshots came out nearly identical; the real cost sits elsewhere.
Zentask Blog10 min read
MCP vs CLI vs Skills: When a Shell Command Is Enough and When You Need a Server
MCP vs CLI vs skills, measured on our own servers: 14 MCP tools cost 7,553 tokens before a prompt. When a shell command wins and when a server earns it.
Zentask Blog10 min read
Open Weight Models That Actually Hold Up on Real Coding Work
We ran open weight models on real pull requests. GLM-5.3 Flash landed 19 of 20 fixes, same as Opus in Claude Code, for $1.64 instead of $41.34.
Zentask Blog12 min read
How to choose an AI coding agent for real work
Choose an AI coding agent with repo-level tests for autonomy, context, verification, integrations, and cost. Judge working changes, not polished demos.
Zentask Blog7 min read
Quote the Part That Matters: Octomind 0.57.0 Answers Replies Point by Point
Octomind 0.57.0 quotes an earlier reply into your next prompt so you can answer it point by point. Plus verification, vision, and long-session fixes.
Zentask Blog4 min read
Postgres MCP: connect your agent to real data
Connect your agent to real data with Postgres MCP: choose a server, configure credentials, register tools, and verify queries before adding write access.
Zentask Blog7 min read
Gemini CLI Alternatives After Google Ended Consumer Access: What to Use Now
Google ended consumer Gemini CLI access in 2026. Compare five Gemini CLI alternatives — Octomind, Antigravity, Goose, OpenCode, and Jules.
Zentask Blog9 min read
LiteLLM vs OpenRouter: Cost, Control, and First Config (2026)
OpenRouter vs LiteLLM comes down to gateway fees, who operates the proxy, and where provider keys live. Compare the math, controls, and first config.
Zentask Blog12 min read
Continue.dev Alternatives After Cursor Acquisition: Five Open and Cloud Options
Continue.dev was discontinued after Cursor acquired it. Compare Octomind, Cline, OpenCode, Goose, and Cursor as realistic migration paths.
Zentask Blog8 min read
What Is an AI Token? Count Tokens, Context, and Cost
What is an AI token? AI tokens explained: how models split text, why code and language change counts, how to estimate a bill and count Claude tokens.
Zentask Blog10 min read
AI Workflow Builder: Describe It, Read Every Step, Then Run It
An AI workflow builder that drafts from plain words, dry-runs every step and saves nothing until you approve. Built around real n8n, Zapier and Make complaints.
Zentask Blog13 min read
ChatGPT Plus API: No API Key, but Octomind 0.56 Can Use Your Plan
ChatGPT Plus API access still means no API key or API credits. Octomind 0.56 adds Sign in with ChatGPT for eligible plan usage in its local CLI.
Zentask Blog9 min read
Roo Code Alternatives After Shutdown: Five Paths for Former Roo Users
Roo Code shut down in May 2026. Compare Octomind, Roomote, Cline, OpenCode, and OpenHands as practical Roo Code alternatives for former users.
Zentask Blog9 min read
KV Cache: What It Stores and How Much Memory It Needs
KV cache explained: what it stores, a per-model memory table from 8K to 128K context, and the Ollama, llama.cpp, LM Studio and vLLM settings that shrink it.
Zentask Blog10 min read
Claude Dangerously Skip Permissions: YOLO Mode Without Risking Your Machine
Stop babysitting permission prompts. What Claude Code --dangerously-skip-permissions and Codex --yolo really turn off, and the boundaries that make it safe.
Zentask Blog11 min read
Kiro vs Octomind: A Kiro Alternative Beyond the Spec-Driven IDE
Compare AWS Kiro with Octomind on spec-driven development, Kiro pricing and credits, models, persistent cloud machines, open source, channels, and routines.
Zentask Blog7 min read
Run a Coding Agent Locally: Ollama, Octomind, and No API Keys
Run a real coding agent on your own hardware in 2026 — no API keys, no code leaving your machine. The honest setup, including where local models still lose.
Zentask Blog7 min read
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