Ollama q2_0 GGUF Import: Fit 2-Bit MoE Models, Do the Memory Math, Verify Quality
Ollama 0.40.6 reads q2_0 GGUFs. This ollama q2_0 gguf import runbook covers memory math, the Modelfile import, a q4 check, rollback and runner cleanup.
Read the storyWe use cookies to measure how the site is used and how our ads perform (Google Analytics and Ads, Microsoft Clarity, and the Meta, OpenAI and X ad pixels). “Essentials only” turns off advertising cookies everywhere, and analytics too in the EEA, UK and Switzerland. Privacy Policy
THE INTEL LIBRARY
Ollama 0.40.6 reads q2_0 GGUFs. This ollama q2_0 gguf import runbook covers memory math, the Modelfile import, a q4 check, rollback and runner cleanup.
Read the storyClaude Code fork subagents now reach headless and SDK lanes by default. Test inherited context, nested waits, permissions and failure evidence before promotion.
Read the storyValidate OpenCode reasoning variants after 1.19.3 with a lane inventory, configuration precedence checks, agent override tests and a clear rollback record.
Read the storyQwen Code background tasks need exit evidence, verified artifacts and resolved approvals. Apply a completion contract and five canaries before unattended runs.
Read the storyThe llama.cpp default port change moves bare servers to 9931. Audit clients, preserve Docker mappings, test MoE cache budgets and coordinate RPC builds safely.
Read the storyClaude Agent SDK hook rewrites now undergo input validation. Use migration fixtures to verify executable arguments, preserve approvals and record outcomes.
Read the storyClaude Code notification and Codex alert setup: terminal defaults, Notification and Stop hooks, notify and [tui] keys, a phone push, a test drill and rollback.
Read the storyClaude Desktop MCP setup: find claude_desktop_config.json, add a local server or .mcpb bundle, add remote connectors, and fix servers using the mcp*.log files.
Read the storySet up the Claude Code sandbox: run /sandbox, write a reviewed settings.json block, prove each boundary with probes, and fix commands that only fail inside it.
Read the storyCreate Claude Code subagents as .claude/agents files: three definitions, tool allowlists, model precedence, delegation tests, troubleshooting and rollback.
Read the storySet llama-server flags for a coding agent on purpose: context, GPU layers, KV cache, slots and --jinja, then prove them with /props, /slots and a tool call.
Read the storySet up a Claude Code cron job the right way: choose /loop, Desktop, cloud tasks or claude -p, then add a cheap pre-screen, spend cap, logs and a stop path.
Read the storyGitHub Copilot CLI sandbox proxy runbook: route host-rule traffic through HTTPS_PROXY after 1.0.100, verify proxy logs, and keep NO_PROXY hosts direct.
Read the storyOpenAI Codex after 0.162.1: diagnose background-server startup, configuration layers, MCP failures and output contracts with a practical fleet diagnostic guide.
Read the storyClaude Code 2.1.295 now speaks the OSC 7501 agent status protocol. Stop scraping spinner titles: consume the states, and fail closed when a guard hook breaks.
Read the storyPixelLeak found 13,000+ agent-posted images in public GitHub repos. Map where your agents publish screenshots, run a 30-minute audit, close the public paths.
Read the storyA viral AI persona reached tens of millions of views with no label. Run character sheet, clip and schedule as gated stages with dated labels and a kill switch.
Read the storyWebKit opposes WebMCP, Mozilla is neutral, one client ships. Use this surface-bet table to choose ARIA, WebMCP or both for each job your site lets agents do.
Read the storyBring your AI sessions, context, and usage together with Automater.
Get started
Lite is free forever, installs in about a minute, and reads the session history you already have.
Also for macOS (Apple silicon) and Linux.
Signed installer. No account. Session content stays on your disk.