ram.
Everything we've published on ram across guides, agents, hardware reviews and glossary entries: 28 entries in total.
Guides (15)
- Low-Memory Mode (--max-old-space-size)RAM · 2026-02-18
Configure V8 heap limit to prevent OOM kills on 1 GB Android device, starting at 384 MB and refined down to 112 MB.
- ESM Dead Module StubsRAM · 2026-02-18
Replace unused ESM channel SDKs with stub packages exporting empty classes, saving ~80 MB RAM and 262 MB disk.
- V8 Heap Binary SearchRAM · 2026-02-18
Systematically binary-search the minimum V8 heap cap that survives OpenClaw startup on 1 GB RAM.
- Lazy Loading v3 (Proxy-based deferred require)RAM · 2026-02-18
Defer 40 MB of module loading at startup using ES6 Proxy-based lazy require with 37 intercepted package prefixes.
- Dead Packages (_DEAD_PKGS instant stubs)RAM · 2026-02-18
Splitting intercepted packages into dead (instant empty stub, zero RAM) and lazy (proxy-deferred, loaded on demand), with 23 packages stubbed out completely to save memory and I/O on a 1 GB phone.
- V8 Heap 192 MB MinimumRAM · 2026-02-18
Establish 192 MB as the minimum V8 heap for OpenClaw startup, surviving the ESM module linking spike.
- V8 Semi-Space 2 -> 1 MBRAM · 2026-02-18
Shrink V8 young generation semi-space from default to 1 MB, saving RAM on I/O-bound gateway with minimal GC overhead.
- UV_THREADPOOL_SIZE=1RAM · 2026-02-18
Reduce libuv thread pool from 4 to 1 on single-core ARM32, saving 2 MB RAM with zero performance impact.
- Android Debloat (No Root)Debloat · 2026-02-18
Remove 31 stock Android packages without root using pm uninstall, freeing ~100 MB RAM on Moto E2. Permanent on Android 6.
- Static IP + GMS KillDebloat · 2026-02-18
Configure static IP to decouple WiFi from Google Play Services, enabling safe GMS kill to reclaim 270 MB.
- Extended Boot Debloat (+3 Packages)Debloat · 2026-02-18
Second debloat pass adding Chrome, defcontainer, and qcrilmsgtunnel to the disabled list, saving additional 100 MB RAM.
- Native APK: Kill the WebView (216 -> 45 MB)Launcher · 2026-02-18
Replace WebView launcher with native Android Activity using ScrollView and TextView, cutting RSS from 216 MB to 55 MB.
- Dashboard v6: Green Cyberpunk + RAM BreakdownLauncher · 2026-02-18
Redesigned dashboard with green CRT theme and per-process RAM breakdown that revealed WebView as the #1 memory consumer.
- Merged Kill Loop (3 bash -> 1 bash)Desktop · 2026-02-18
Merge three separate background bash kill loops into a single loop, saving 3 MB RAM and reducing process count.
- kill-dalvik Cron (Auto-Free ~40 MB)Desktop · 2026-02-18
Cron job to periodically kill com.termux.boot Dalvik VM, freeing 40 MB while avoiding the cgroup cascade from killing com.termux.
Agents (5)
- Nanobot
Personal AI agent in Python (MIT) with a browser UI and chat apps. Native Anthropic, OpenAI and OpenRouter providers plus local servers; its shell sandbox is off until you switch it on.
- NanoClaw
Small TypeScript agent (MIT) built on Anthropic's Claude Agent SDK. Every agent runs in its own Docker container, on macOS, Linux or Windows through WSL2.
- NitroClaw
Managed assistant built on OpenClaw, in Telegram and Discord: $20 a month self-serve, or $100 with setup and a monthly call. AI credits included.
- ClawRift
Managed OpenClaw hosting, live on Telegram (Discord and WhatsApp "Soon"). $19 or $49 a month, $14 or $37 billed yearly. Your own model API key.
- ClawGo
Managed OpenClaw hosting for Telegram, Discord and WhatsApp. No free plan: $20, $49 or $200 a month, with model usage bought separately as credits.
Hardware (8)
- Raspberry Pi 5
Raspberry Pi 5 for self-hosted AI: four Cortex-A76 cores, 1 to 16 GB of LPDDR4X. Hosts Hermes Agent (no browser tool) or Nanobot; local models up to about 3B.
- Intel NUC 13 and Geekom IT13
Intel NUC 13 and Geekom IT13: 13th-gen Intel Core mini PCs with 16 to 64 GB of RAM, room for Hermes Agent with browser automation and a 7B model beside it.
- Framework Laptop 13 / 16
Repairable, modular laptop with strong Linux support. The right choice if you want a portable agent host that doubles as a daily driver.
- Old Android phone (Moto E2 et al.)
The PocketClaw origin story device. €15-30 used. Runs lightweight agents via Termux + proot, with serious caveats.
- Orange Pi 5 Plus
Orange Pi 5 Plus: Rockchip RK3588, 4, 8 or 16 GB of LPDDR4/4X and a 6 TOPS NPU. The Raspberry Pi 5's closest competitor for self-hosted AI on ARM.
- Lenovo ThinkCentre M75q (used)
Lenovo ThinkCentre M75q, used: a €150-250 Ryzen mini PC with 16 GB of RAM and an NVMe slot, enough for Hermes Agent with the browser tool.
- Khadas Edge2 Pro
The Khadas Edge2 in its Pro configuration: Rockchip RK3588S2, 16 GB of LPDDR4X and 64 GB of eMMC on a small board. Polished hardware, smaller community.
- Dell OptiPlex 3070 / 5070 Micro (used)
€100-180 used Intel mini PC. 8th gen i5, 8-16 GB RAM, NVMe. The cheapest credible mini PC for self-hosted AI.