Guides (pcm)

llama.cpp na the inference engine, Ollama na the layer on top. See which one fit CPU-only VPS, how quantisation changes RAM, and when neither one go fit.

Perplexity open source Numbat, an endpoint monitor wey record wetin AI coding agents do for your server, including wetin e fit see and no fit stop.

Managed or unmanaged VPS? Compare who handles patching, firewall, backups, monitoring, and the 2am reboot, plus wetin managed plans leave out and the middle path.

AGENTS.md tells coding agents how to work. DESIGN.md records why your code dey shaped that way, so dem no go undo settled decisions or replace custom patterns.

Connect your SearXNG instance to an AI agent with the JSON API, understand trust boundaries, and see how browser access expands prompt injection risk.

Claude input and output tokens get different rates per million. Check your model price, multiply by usage, and see wetin go land for your bill each month.

SSD VPS na virtual server wey use flash storage instead of spinning disks. Learn how e improve IOPS and latency, plus three questions to ask before you buy.

MiMo-Code na Xiaomi MIT-licensed terminal coding agent, forked from OpenCode. See wetin e fit do and check the self-reported benchmark claims first.

Claude no always cheap pass ChatGPT API. See token arithmetic, three real workload costs, and why output-heavy jobs fit lower Claude bill while small tiers cost more.

Bento na MIT-licensed office suite wey dey ship as one HTML file. See wetin 571 KB fit save for small VPS, and wetin e no get versus Nextcloud.

Run Open Connector for AI agents on your VPS with pinned image, TLS origin, OAuth callbacks, and SQLite backups, so agents no hold SaaS tokens.

PIPEDA no require personal data to stay for Canada. See the one contract or law reason wey fit force Canadian VPS, plus how to measure user RTT.

Ponytail tells AI coding agents to stop at the smallest change wey works. See wetin ships, benchmark results, and how to copy the rule today.

Change Ubuntu VPS root or user password with passwd, chpasswd, and chage. Test am before SSH loss, plus steps to regain access when root password don lost.

Claude Enterprise lists $20 per seat monthly, but every token still dey bill at API rates. See wetin seat minimums, audit logs and negotiated quotes cover.

Restic fit push straight to S3 without remote install; Borg needs binary for far-end speed over SSH. Compare commands and pick based on your target.

See the real 3-year cost of Proxmox for house versus VPS, including hardware, light bill, public IP, data control, and why hybrid setup dey win.

Learn AI agents in six build-first stages: concepts, your own loop, tools, memory, loop design, and safety, with one project to build for each stage.

Claude API no get free tier or monthly tokens, but new accounts fit receive small signup credits. See July 2026 rates and first-app cost example.

Set up Authentik 2026.5 with Docker Compose, generate the two required secrets, bootstrap akadmin, and use Traefik forward auth for your hosted apps.

Memmy gives your AI agents one local memory store. Build version 1.0.4 on Ubuntu, run the service on port 18960, and share notes safely.

Compare PhotoPrism and Immich for self-hosting: see the real RAM floor, phone backup apps, maps, storage design, and exact VPS backup commands.

See the Docker Compose V2 commands you go use daily for servers, from up and down to logs, shells, networks, volumes, updates, and safe cleanup.

Tailscale na WireGuard plus control plane. See wetin coordination server adds, wetin e costs, and which one fit your VPS: WireGuard, Tailscale, or Headscale.

Loop engineering na how you design the trigger, boundary, checks and budget wey AI agent dey repeat, instead of writing one clever prompt.

See 20 real VPS uses, from websites and VPNs to photo storage, game servers and AI agents, plus the honest RAM each one need to run well.

Run WireGuard with wg-easy for Docker Compose, including ports, NET_ADMIN, key sysctls, the v15 environment change, and QR setup for phones.

GPU VPS fit boost batch speed and carry bigger models, but CPU still handles quantized 7B to 27B chat, embeddings, and Whisper small. Start there, measure.

VPS na computer wey you rent, VPN na encrypted tunnel for traffic. See wetin dem do, wetin dem cost, and how VPS fit host your own VPN.

VM na the technology, VPS na VM wey provider dey sell, while VPC na private cloud network. Know the difference and choose the one wey you need.

VPS dey share host resources, while dedicated server give you the whole machine. See noisy neighbours, steal time, price steps, and when each one cheaper.

Trading bot no need raw speed pass: learn systemd restart discipline, correct clock, safe API keys, heartbeats, and the honest latency limits VPS fit get.

SQLite fit run production for one VPS, but one writer na the limit. See WAL, busy_timeout, Litestream backup, and when SQLite no fit scale.

Run Shlink 5.1 with Docker Compose on your VPS: connect DNS and HTTPS, set up Postgres and API keys, then use QR codes and click stats.

AppFlowy, Outline, Docmost, BookStack and Obsidian dey compare for databases, team work, mobile use and how heavy each hosting setup go be.

Set up a self-hosted GitHub Actions runner on Ubuntu 24.04 with runner 2.336.0: dedicated user, checksum, config.sh, systemd service, plus fork PR risk.

See wetin Wan 2.2, HunyuanVideo and LTX-Video fit produce for July 2026, plus VRAM needs, five-second rented GPU cost, and when API make sense.

See the honest hardware ladder for Stable Diffusion: CPU VPS fit run SD 1.5 in 1-2 minutes, while SDXL need 6.94 GB model file, ComfyUI commands, and disk.

Run private SearXNG on your VPS with Docker Compose, settings.yml, the limiter, nginx TLS, and a JSON API wey your scripts fit call without keys.

Recall 0.4.0 logs every Claude Code session locally, then creates a resumable summary with no API tokens or network calls. Set am up and measure savings.

Set up paperless-ngx for VPS with Docker Compose using Postgres, PAPERLESS_URL, consume folder, OCR languages, HTTPS, and backups wey work.

Ollama fit one user and CPU, while vLLM na GPU throughput engine. See the real commands and choose based on workload, not just API compatibility.

NVMe fit beat SATA SSD for IOPS and latency, but VPS hypervisor and neighbours fit limit you. Use fio to measure your real storage speed.

Zapier and Make dey bill per task, but self-hosted n8n na flat server cost. Use real monthly volume find the crossover, then check n8n license terms.

Set up n8n AI Agent with Claude, HTTP Request tools, memory, triggers, and cost limits. See the exact nodes and settings wey make am work for your VPS.

Set up MinIO on one Ubuntu 24.04 VPS with verified binary, systemd, mc, presigned URLs, and restic backups, while keeping root credentials out the unit file.

Run Mealie for your VPS with Docker Compose. Paste recipe links to get clean steps, meal plans and shopping lists, plus nginx, TLS and backups.

Install Listmonk v6.2.0 on Ubuntu 24.04 with PostgreSQL 16, systemd and TLS. See SMTP setup, the config.toml details, and why delivery reputation takes weeks.

AI agent fit leak API keys with one tool call. Use scoped, short-lived tokens behind a credential gateway, and never put real keys inside agent environment.

Run yabs.sh first, then fio, sysbench and iperf3 by hand. See wetin CPU, RAM, disk and network numbers mean, and why one run tells you almost nothing.

VPS price fit start around $4 and reach $40 monthly for 2 vCPU and 4 GB RAM. See why hardware sharing, storage, traffic and support make prices differ.

Run your own Tailscale control server for one tailnet on a VPS. Install headscale from the official .deb, set server_url, then join your first node.

Install FreshRSS 1.29.1 for Ubuntu 24.04 VPS with Apache, PHP 8.3 and MariaDB, plus cron refresh and the encoded-slash fix for mobile API.

WireGuard tunnel dey up but DNS no resolve, leaks to router, or gets overwritten. Find the three failure modes and the exact fix for each one.

SQLite dey handle app state and transactions, while DuckDB dey query Parquet and CSV analytics. See why one VPS fit run both, with examples for each.

See when to use bind mount or named volume for config and data, avoid permission traps, and inspect, back up, or migrate storage without guesswork.

Learn how Compose default bridge and service-name DNS work, when host mode make sense, how projects share networks, and why published ports fit bypass UFW.

Learn how compose.override.yaml loads by itself, how file order merge, why ports fit stay open, and how include split dev and prod cleanly.

Set deploy.resources or mem_limit for Docker Compose. See why exit 137 happen, how swap affect am, and how to size limits so one container no crash your VPS.

See why .env, env_file and environment no be the same for Docker Compose, which value wins, and why secrets no belong inside container environment variables.

stop keeps containers and named volumes, while down removes containers and the project network. Only docker compose down -v deletes named volume data.

Make Docker Compose services return after reboot with restart: unless-stopped or always. See why on-failure no survive reboot and when systemd unit dey matter.

Run Prowlarr, Sonarr, Radarr and qBittorrent for one VPS Compose file. Use shared PUID, PGID and volume paths so hardlinks no go break.

Give your coding agent root inside one VM you fit destroy and rebuild in ten minutes, with clean state per task, snapshots, less blast radius, and cheap VPS setup.

See Claude Team seat math for 3 to 15 people as of July 2026: $20/$25 standard, $100/$125 premium, API key trade-offs, plus 5- and 12-person examples.

Claude free plan na $0, but usage no be fixed message count. Learn how rolling windows reset, wetin free access include, and why API get no free tier.

As of July 2026, no individual student discount dey for Claude. Check the free plan, university route, and wetin one coursework month fit cost with API.

Claude Code no dey run for your phone. E dey run inside tmux for VPS, while SSH keys, mosh, tmux attach, and keyboard fixes keep access steady.

Claude weights no dey public, so your server no fit run am. See wetin you fit self-host instead: open models, an API gateway, or Claude Code.

Compare BookStack, Wiki.js and Outline for setup, editors, login and search. See the clear pick for solo admins, plus the better option for teams.

Terraform dey create your VPS, while Ansible dey configure am. See the real split, why provisioners cause wahala, handoff commands, and when Ansible alone fit do.

Know when flat Ansible playbook enough and when role make sense, with role layout, ansible-galaxy init, role calls, and variable precedence explained.

Learn wetin AGENTS.md suppose contain, wetin you no suppose put inside, how CLAUDE.md fit join am, plus starter template wey you fit copy.

Host Actual Budget with Docker Compose on VPS: set the data volume, use HTTPS for Web Crypto, create your first budget, import banks, and back up files.

WireGuard dey win for speed, small config, and audit surface. But OpenVPN still make sense for TCP 443-only networks, MFA, named users, or Layer 2 bridging.

Run Supabase for your own VPS with Docker. Replace the published demo secrets, understand the 14 services, plan RAM, back up Postgres, and update safely.

Claude Code, Cursor, Codex and Copilot no dey work the same way. Compare terminal, editor and cloud agents, wetin dem cost, plus where VPS fit enter.

Learn how Docker Compose healthchecks judge containers, why depends_on no mean say service ready, plus working Postgres and app readiness checks.

Switching models no go restore access. Learn how Claude Pro, Max, Team and Enterprise limits differ from API 429 rate limits, plus wetin to do next.

Claude API no get fixed break-even number: use current per-token rates and your usage to compare metered billing with the flat plan fee.

Opus 4.8, Sonnet 5 or Haiku 4.5? See July 2026 API rates, a 100,000-job cost comparison, and why Sonnet pricing changes on 1 September.

Unattended agents fit clear your API balance fast. Learn how to set hard caps, use prompt caching, batch tasks, and track usage fields so your VPS agent no go break bank.

Every turn dey resend your full context, so long sessions slow down and cost more. Run /context, cut fixed costs, then clear or compact with intent.

Use Claude with live market data to analyze stocks and options. Get a free no-key API, 3 connection methods, and copy-paste prompts for grounded answers.

Traefik v3 no go start if swarmMode or pilot dey static config. Fix the “incompatible deprecated static option found” error, then migrate rules.

Learn how SSH keys work, why Ubuntu 24.04 recommends one ed25519 key per device, sshd permissions, Host blocks, and how to revoke a lost key.

Run OpenCode for VPS as an unprivileged user inside tmux, with your API key locked inside a private file so sessions survive disconnects.

Claude Code fit run any command your user fit run. See wetin --dangerously-skip-permissions change, plus sandbox, container, and disposable VPS ways to limit damage.

Restic fit send encrypted, deduplicated VPS backups go another server or object storage every night. Learn setup, retention, and restore drill wey prove e work.

Docker ports fit still answer internet even when UFW deny am. See how iptables DNAT skips UFW, plus the fixes: bind 127.0.0.1 or filter Docker traffic.

Get wildcard certificate with Certbot through DNS-01. See how TXT proof works, which DNS plugin to install, and why manual records no fit renew automatically.

Compare OpenClaw, Hermes, Dify, OpenHands, and Agent Zero: see wetin each one do best, server needs, and how to run dem safely on your own VPS.

Create self-signed TLS cert for Ubuntu 24.04 with SAN, nginx or Apache setup, and proper client trust, so you no need click warnings or use curl -k.

Run Paper Minecraft for Java Edition on Ubuntu 24.04 with Java 21, systemd, firewalls on 25565, safe backups, and honest RAM sizing. 1 GB no go do.

Compare SSH config, tmux, Ansible, Uptime Kuma, Zabbix and Webmin by fleet size, setup minutes, wetin each one replace, plus the gotcha wey fit bite you.

Set up Docker Engine and Compose v2 on Ubuntu 24.04, run Miniflux plus PostgreSQL, avoid the ufw port trap, and back up named volumes safely.

Get free HTTPS for Apache on Ubuntu 24.04 with one command. Skip snap: apt ships Certbot 2.9.0, but a missing ServerName fit block issuance.

Install Ansible with pipx on Ubuntu 24.04, write inventory and harden a fresh VPS with your first playbook. Fix Permission denied and sudo errors too.

Install Zabbix 7.0 LTS for Ubuntu 24.04: add repo, import MySQL schema, configure nginx and agent2, then fix common setup errors wey fit block login.

See how to design a hypothetical datacenter with PUE 4.0+, RAID 0, one beloved server, skylight heat, and a monitor wey dey watch itself.

See 25 self-hosted apps for 2026, wetin each one replace, real RAM and disk needs, plus the gotcha wey fit cause wahala before you deploy am.

Learn how ports direct traffic to Linux services, why ports 1 to 65535 matter, and how ss shows wetin dey listen locally or on public interfaces.

Install Webmin for Ubuntu 24.04 in three commands, then secure port 10000 with an SSH tunnel or IP allowlist, Let's Encrypt, 2FA, and Fail2ban.

Run Vaultwarden for Bitwarden apps on your VPS with Docker. Learn HTTPS-first setup, admin token, Fail2ban, and backups wey you don test-restore.

Run Uptime Kuma with Docker to watch websites, ports, DNS and cron jobs, send email or Telegram alerts, and host a status page from another VPS.

Ubuntu Server 24.04 get unattended-upgrades, but 20auto-upgrades na wetin really switch am on. Automatic-Reboot stay false; dry run show wetin e go install.

Your UFW fit lock IPv4 while services remain open through public IPv6. See the Ubuntu 24.04 gotcha, how to check listening ports, and close the gap.

Learn UFW VPS firewall basics: deny all by default, allow only needed ports, and allow SSH first so enabling the firewall no lock you out.

Make your program start on boot, restart after crash, and log for journal. Learn service files, timers, and how to run am with less privilege.

Secure your VPS SSH with key-only login, disable root and passwords using a drop-in config, then add Fail2ban and a VPN for extra protection.

Run OpenHands for your VPS with Docker, but note say Docker socket access practically be root access. Follow setup steps to lock down Web UI and API secrets.

Know the honest RAM need, how port 2283 works behind HTTPS, why exit 137 means memory kill, and why Immich v3 no start on pgvecto.rs. Restore steps dey here.

Check outbound port 25 before setup: if dem block am, mail go stuck for queue. Then set PTR DNS correctly to avoid Gmail error 550 5.7.25.

Dify dey run six Docker containers, so budget 4 GB RAM. Change every secret for .env before boot, then create admin account at /install before strangers do am.

Agent Zero fit run code, browser, and shell from Web UI. Learn why port 50001 exposure dangerous, then deploy am on VPS and lock access down.

A 7B model need 8 GB RAM and fit give 4 to 10 tokens per second for CPU. Run Ollama on VPS through 127.0.0.1:11434/v1, keep port 11434 closed.

Run Gemini CLI on Ubuntu 24.04 without desktop login: install current Node, use no-sudo npm, set API-key auth safely, and keep tasks alive with tmux.

Run Aider or Goose for VPS from your terminal, use hosted or self-hosted Ollama models, and learn setup, model sizing, tmux workflow, and safety tips.

Run Rocket.Chat for your VPS with Docker Compose, including the single-node MongoDB replica set it requires, TLS, backups, and fixes for common errors.

Run MCP servers on your VPS with stdio or remote HTTP, systemd, nginx TLS, and auth. Avoid broken JSON-RPC streams and exposed unauthenticated endpoints.

Compare Linux and Windows Server for cost, resource use, remote management, web stacks, Active Directory, .NET, SQL Server, and workload fit.

Compare Linux and FreeBSD for servers: see who wins for hardware, containers, ZFS, jails, licensing, packages, upgrades, storage, and cloud workloads.

Running service as root fit turn one bug into full server access. Use one limited account per service, or let systemd handle am with DynamicUser.

Set up Apache, MariaDB unix_socket auth, PHP 8.3 with PHP-FPM, a name-based vhost, and free Let's Encrypt HTTPS with Certbot on Ubuntu 24.04.

Run Jellyfin with Docker on VPS, but know the real traps: container permissions and GPU-less transcoding. Use block storage, direct play, and safe remote access.

FreeBSD 15 give you ZFS, jails, pf, and one coherent base system. See wetin pkgbase change for 15.0 and where e fit enter your server setup.

For Ubuntu 24.04, plain apt install already bans SSH brute force. Check fail2ban-client status sshd, then fix am if Total failed stays at 0.

Compare Cloudron, CasaOS, and Coolify on one Ubuntu 24.04 VPS: see install commands, TLS, backups, cost, RAM overhead, and when Docker Compose fit better.

Free, Pro, Max, Team or Enterprise? See which 2026 tiers include Claude Code, when API payment applies, and why Team fit beat five Pro accounts.

Connect Claude to n8n for 3 VPS workflows: webhook summaries, scheduled feed-to-spreadsheet rows, and an AI Agent with HTTP API calls, plus costs and errors.

Claude token na about 3.5 characters. See why one Claude Code turn fit bill 80,000 tokens, and how five idle minutes fit make the next turn cost 5x.

Learn how to secure a Claude API key on Ubuntu 24.04 and build a Python log explainer with streaming, typed errors, systemd, and token cost limits.

Learn how to build an OpenClaw-style AI agent piece by piece, from command tools to chat apps, and why security hardening must come before deployment.

Learn how AI agent loop dey work on your own VPS, including tools, MCP, memory, and how model decisions turn into real actions through your code.

Run n8n on VPS with Docker Compose, Postgres, and HTTPS. Avoid WEBHOOK_URL and encryption-key traps, plus fix every error string wey fit show.

OpenClaw fit run shell commands and browse web. See how to harden am for VPS with unprivileged user, firewall, secrets, systemd, plus CVE-2026-32922 risk.

New VPS fit attract scanners immediately. This 10-minute runbook creates a user, adds SSH keys, disables root login, enables firewall, and patches your server.

Hermes no need GPU because model dey run elsewhere. See how to run am with its own user, systemd ProtectSystem=strict, and UFW IPv6 rules.

Use Claude as your agent brain and your VPS as the body. Learn how Messages API, tool use, and MCP fit together for self-hosted automation.

Put five apps behind one IP with Traefik v3 and Docker Compose. Route by Host rules, get automatic Let's Encrypt TLS, and avoid the acme.json startup trap.

Set up WireGuard on your Linux VPS with key generation, wg0.conf, NAT, DNS, AllowedIPs, and fixes for handshake errors plus OpenVZ and LXC limits.

Run Nextcloud for your VPS with Docker Compose, Postgres, Redis and nginx TLS. See why real backups must capture files, database and config together.

Most VPS providers hide the vmx flag. Run kvm-ok in one minute, then see whether your VPS fit host KVM or Proxmox guests and the exact errors to expect.

Make Claude Code survive dropped SSH: run am for always-on Linux VPS inside tmux. Learn installation, hardening, and why laptop lid or SIGHUP fit stop agents.

Run sudo apt install certbot python3-certbot-nginx, then certbot --nginx for Let's Encrypt. Know apt vs snap, plus the port 80 renewal timeout.