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
Model Context Protocol
47 stories
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
Octomind vs Factory (Droid): A Smaller-Team Factory AI Alternative
Compare Factory (Droid) and Octomind on cloud machines, model independence, enterprise controls, open source, pricing, persistence, and channels.
Zentask Blog8 min read
OpenAI shipped one dot. Meet your octos: a crew of AI agents on any model
We rebuilt Octomind Cloud around one noun: the octo. An agent per workstream, any model, its own folder, and a shell you can open.
Zentask Blog11 min read
Jules or Octomind: Choosing a Jules Alternative Beyond Daily Task Caps
Compare Google Jules and Octomind on async coding, daily caps, cloud VMs, model choice, persistence, integrations, pricing, and routines.
Zentask Blog8 min read
What Is an AI Agent? The Definition That Survived the Hype
An AI agent is a model that uses tools in a loop to pursue a goal. The definition that cuts through the hype — and the four capabilities that make it real.
Zentask Blog5 min read
Give an AI agent a logged-in browser, not your password
Most useful work has no API. Browser handoff lets a human sign in and the agent inherit the session — no stored credentials, no password in the model context.
Zentask Blog6 min read
OpenHands vs Octomind: When an OpenHands Alternative Needs a Persistent Machine
Compare OpenHands and Octomind across MIT and Apache licensing, sandboxes, model costs, persistence, daily caps, channels, and APIs.
Zentask Blog8 min read
LLM evaluation: a practical 7-step workflow
Set up LLM evaluation with a golden dataset, useful metrics, CI gates, regression tests, and production feedback. A practical workflow for engineers.
Zentask Blog7 min read
Comparing Octomind and Crush: A Cloud-Ready Crush Alternative
An honest Octomind and Crush comparison covering terminal UX, model choice, licenses, persistent machines, pricing, and integrations.
Zentask Blog8 min read
Where Did Your Day Go? Octomind 0.55 Counts Your Hours and Your Energy
Octomind 0.55.0 turns your session log into a timesheet: hours per project, the mental energy agent work used, and code you approved without reading it.
Zentask Blog16 min read
AI agent security: 10 checks before shipping
AI agent security starts with verified behavior. Use 10 checks for prompt injection, permissions, sandboxing, regression tests, and shutdown controls.
Zentask Blog7 min read
Claude Code Rate Limits in 2026: The Real Numbers and Four Ways Out
Claude Code rate limits reset every five hours, and heavy users hit them mid-task. What the limits are, why they exist, and the four escape routes that work.
Zentask Blog5 min read
Octomind vs Google Antigravity: The Multi-Model Antigravity Alternative
Compare Google Antigravity with Octomind on models, persistent cloud machines, open source, pricing, channels, and autonomous routines.
Zentask Blog8 min read
The free plan becomes the hub: every model from your own tools
On September 24 the free plan drops cloud machines and becomes pure hub access from your own tools — every model, pay as you go, with a $5 starter credit.
Zentask Blog5 min read
Amp Code or Octomind? A Persistent Amp Alternative for Long-Running Agents
See how Amp and Octomind compare on cloud machines, model routing, persistence, free access, open source, integrations, and routines.
Zentask Blog8 min read
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