
JetBrains Mellum2 Makes the Coding Model Race About Latency, Not Size
JetBrains Mellum2 is a 12B open-weight MoE coding model built for fast software engineering workflows and agentic IDE systems.
112 articles

JetBrains Mellum2 is a 12B open-weight MoE coding model built for fast software engineering workflows and agentic IDE systems.

Pull back the curtain on Linux identity. Master the architecture of user storage. Understand why passwords don't live in '/etc/passwd' and deep dive into the hashed world of '/etc/shadow'. Learn to manage password aging and identify weak hashes.

How does Linux decide if you are who you say you are? Master 'Pluggable Authentication Modules' (PAM). Understand the modular architecture of Linux identity. Learn to set password complexity rules, implement account lockouts, and customize the login experience.

Grant power without losing control. Master the 'sudo' system and the '/etc/sudoers' file. Learn to give specific users permission to run only certain commands. Understand why you should never edit the file without 'visudo' and how to implement passwordless sudo safely.

Lock down your primary entry point. Master advanced SSH security configurations. Learn to disable password authentication, implement 2FA, change default ports, and use 'Match' blocks for per-user security policies. Understand the logic of sshd_config.

Protect your server while you sleep. Master the security monitoring of Linux. Learn to analyze 'auth.log' for suspicious activity and implement 'Fail2Ban' to automatically block attackers by their IP address. Turn your logs into a weapon against hackers.

Turn raw numbers into actionable insight. Discover the modern observability stack. Learn how 'Prometheus' collects metrics from your Linux server and how 'Grafana' builds beautiful real-time dashboards. Understand the role of the 'Node Exporter' agent.

Stop the disk overflow. Master 'logrotate', the automated cleanup tool for Linux logs. Learn to set up rotation schedules, compress old records to save space, and implement retention policies for compliance. Understand why 'copytruncate' is a lifesaver.

Build a single source of truth. Master 'rsyslog', the enterprise logging daemon. Learn to filter logs into specific files based on severity and facility. Understand how to send your logs to a central 'Log Server' for security and auditing.

Sift through millions of logs in seconds. Master 'journalctl', the powerful query tool for Systemd. Learn to filter by time, by service, and by priority. Discover how to find exactly what happened during the last boot or a specific hour.

Everything that happens in Linux is recorded. Master the dual architecture of Linux logging. Understand the binary 'Systemd Journal' and the plain-text 'Syslog'. Learn where to find critical logs and how they interact to tell the story of your server.

Predict the future of your hardware. Master the 'SMART' self-test system built into every modern hard drive. Learn to use 'smartctl' to identify failing disks before they crash and use 'hdparm' to benchmark your storage performance.

Prepare for the inevitable. Hardware fails, but your data doesn't have to. Master Linux Software RAID with 'mdadm'. Learn the differences between RAID 1 (Mirroring), RAID 5 (Parity), and RAID 10. Understand how to replace a failed drive without losing a single bit.

Ditch the rigid partitions of the past. Master 'Logical Volume Management' (LVM). Learn to pool your disks together, resize volumes while the system is running, and take instant backups using snapshots. Understand the PV -> VG -> LV hierarchy.

Ensure your disks wake up with you. Learn to manage the system's mount table. Master the syntax of the '/etc/fstab' file, understand mount options like 'noatime' and 'nofail', and learn to troubleshoot a system that won't boot due to a missing disk.

Choosing the right floor for your data. Master the formatting of Linux partitions. Learn the differences between the reliable ext4, the high-performance XFS, and the next-gen Btrfs. Understand the 'Label' and 'UUID' identity system.

Before you can store data, you must build the foundation. Master the architecture of Linux partitions. Understand the differences between the classic MBR and the modern GPT formats. Learn to use 'fdisk', 'gdisk', and 'parted' to prepare your disks.

See the invisible packets. Master the tools for deep network inspection. Learn to use 'tcpdump' for terminal-based capture, 'Wireshark' for visual analysis, and 'nmap' for security auditing and port scanning.

Bridge the distance. Learn to connect remote servers securely across the public internet. Master 'WireGuard', the modern, fast, and simple VPN standard. Explore 'OpenVPN' for enterprise scale and understand the logic of Tun/Tap interfaces.

Warp through firewalls and surf securely. Master the art of SSH Tunneling. Learn Local Port Forwarding to access private databases, Remote Port Forwarding to share your local work, and Dynamic SOCKS proxies to encrypt your entire web experience.

Know your weaknesses before a hacker does. Master 'Lynis', the industry-standard security auditing tool for Linux. Learn to perform a full system scan, interpret the security index, and follow the remediation guide to harden your server.

Why are standard permissions not enough? Discover the power of Mandatory Access Control (MAC). Learn the difference between DAC (Discretionary) and MAC. Understand why a 'Root Compromise' shouldn't mean the end of your server.

Face the most powerful security system in the world. Master 'Security-Enhanced Linux' (SELinux). Learn to manage labels (Contexts), troubleshoot denials with 'sealert', and use 'Booleans' to toggle security features without a reboot.

Master the security shield of Ubuntu and Debian. Explore 'AppArmor'. Learn to manage security profiles based on file paths. Understand how to put individual programs in 'Complain' mode and how to 'Harden' a profile to prevent unauthorized file access.

Detect the invisible intruder. Master 'AIDE' (Advanced Intrusion Detection Environment). Learn to take a 'Snapshot' of your system's integrity and use file hashes to detect even the slightest unauthorized change to critical system binaries like 'ls' or 'ssh'.

Fortify the brain of Linux. Learn to use 'sysctl' to tune kernel parameters for maximum security. Master 'Anti-Spoofing', 'IP Forwarding' controls, and 'ASLR' (Address Space Layout Randomization). Protect the bootloader with GRUB passwords.

Coordinate your defense. Discover the world of 'Security Information and Event Management' (SIEM). Learn how to aggregate logs from 100 servers into a single dashboard. Explore the ELK/Elastic stack and understand the logic of 'Alert Correlation'.

Zero downtime is the goal. Discover the architecture of High Availability (HA). Learn the difference between Active-Passive and Active-Active clusters. Understand the concepts of 'Failover', 'Heartbeats', and 'The Split-Brain' problem.

Build your first failover cluster. Master 'Keepalived' and the VRRP protocol. Learn to share a single IP address between two servers. Understand priority settings, health checks, and how to trigger scripts when a failover happens.

Build a high-performance traffic controller. Master 'HAProxy', the industry standard for load balancing. Learn to distribute traffic between multiple web servers, implement 'Sticky Sessions' for user login persistence, and use the 'Stats' dashboard to monitor your traffic flow.

Keep your cluster in perfect harmony. Master 'rsync' for efficient file transfers and 'lsyncd' for real-time, event-based synchronization. Learn to mirror your web assets across 10 servers in milliseconds without manual intervention.

Protect your most valuable asset: your data. Master the architecture of Database High Availability. Learn the difference between 'Primary-Replica' and 'Multi-Primary' clusters. Understand the logic of the Binlog and the 'Read-Write Split'.

Bring the world closer. Master the logic of Global High Availability. Learn to use 'Geo-Routing' to send users to the closest data center, understand 'Anycast' for ultra-reliable DNS, and learn to automate failover between whole cities using Dynamic DNS.

Why is your server slow? Master the methodology of performance troubleshooting. Learn to distinguish between CPU-Bound, RAM-Bound, and I/O-Bound issues. Understand the 'Load Average' and learn where to look when the system starts to crawl.

Master the most common tools in the Linux world. Go beyond basic sorting. Learn to use 'top' in batch mode, color-code your 'htop' view, and understand the difference between VIRT, RES, and SHR memory. Identify which process is truly killing your server.

Solve the mysterious slowness. Master the tools for disk performance analysis. Learn to use 'iostat' to measure disk throughput and 'iotop' to identify exactly which process is 'Thrashing' your hard drive. Understand why 100% disk usage can break a 16-core CPU.

Squeeze every megabit out of your connection. Master the art of Linux network optimization. Learn to tune TCP 'Backlogs', increase 'Window Sizes' for high-latency links, and understand the logic of 'Congestion Control' (BBR).

Master the logic of Linux memory allocation. Learn why 'Free RAM' is actually a waste. Understand the 'Swappiness' parameter and how it affects performance. Learn to handle the 'OOM (Out of Memory) Killer'—the kernel's final tool for survival.

Go deeper than the dashboard. Master the tools for atomic-level troubleshooting. Learn to use 'strace' to watch a program's interaction with the kernel and 'perf' to find exactly which line of code is consuming your CPU.

How does Docker actually work? Peek behind the curtain of Linux Namespaces. Learn how the kernel creates the 'Illusion' of a private system for a single process. Understand PID, Network, and Mount namespaces.

Keep your processes in check. Master Linux 'Control Groups' (Cgroups). Learn how the kernel limits CPU usage, RAM allocation, and Disk I/O speed. Understand why a single runaway container can't crash your entire server.

Peel back the layers of a container. Master 'OverlayFS' and Union Filesystems. Learn how Linux stacks multiple directories to create a single 'View'. Understand 'Copy-on-Write' and why container images are so space-efficient.

How did we get here? Trace the history of containerization. From the 1979 'chroot' jail to modern 'OCI' standards. Learn the difference between Docker, Containerd, and RunC. Understand why Docker is just a 'User Interface' for the kernel.

How does Linux manage 10,000 containers? Master the relationship between the Linux Kernel and Kubernetes (K8s). Understand the logic of the 'Pod', the 'CRI', and how the kernel handles K8s-defined networking and storage.

Lock down your containers for production. Master Linux 'Capabilities' and 'Seccomp' profiles. Learn to remove the 'Root' power from within a container and restrict which kernel functions a process is allowed to call.

Stop clicking, start coding. Master 'Infrastructure as Code' (IaC) with Terraform. Learn to define your Linux servers, networks, and firewalls in simple text files. Understand the 'State File' and how to version your infrastructure like your code.

Configure 1,000 servers simultaneously. Master 'Ansible', the agentless configuration management tool. Learn to write 'Playbooks' (YAML) to install software, manage users, and deploy configurations. Understand why 'Idempotency' is your new best friend.

How does a cloud server know your SSH key before you log in? Master 'Cloud-Init', the multi-distribution package that handles early initialization. Learn to automate user creation, package installation, and script execution at the very first boot.

Master the heart of modern development. Learn how Linux powers CI/CD pipelines. Understand 'Runners', 'Agents', and 'Build Servers'. Learn to write a deploy script that updates a production server securely from a GitHub or GitLab action.

Build perfectly repeatable systems. Master 'Packer', the tool for creating 'Golden Images'. Learn to automate the creation of Amazon AMIs, Azure VHDs, and VMware templates. Eliminate the 'Configuration Drift' of the first boot.

Why you should never 'patch' a production server. Master the philosophy of Immutable Infrastructure. Learn the 'Pets vs. Cattle' analogy and understand why the most stable systems are the ones you delete and recreate every single day.

The ultimate test of your skills. Build a production-grade Linux environment from scratch. Integrate High Availability, Load Balancing, Database Replication, Hardened Security, and Automated Deployment into a single, cohesive masterpiece.

You've built the Citadel. Now what? Summarize your journey from 'ls' to 'Orchestration'. Learn about the professional certifications (RHCSA, LFCS) that can launch your career, and discover the path to becoming a Linux Expert.

Master the architecture of high-availability networking. Learn to use 'Bonding' to combine multiple network cards into a single, faster, and redundant link. Explore 'VLANs' to separate your traffic without adding more physical wires.

Move beyond simple open/close rules. Master 'nftables', the modern Linux firewall engine. Learn to write 'Rich Rules' for rate limiting, IP blocking, and logging. Understand the logic of Chains, Sets, and Tables.

How does a hundred servers talk to the internet using just one IP address? Master the mechanics of Network Address Translation (NAT) and Masquerading. Learn to turn a Linux box into a router for your home or office.

Cross the boundaries of your local network. Learn how Linux handles traffic between different subnets. Master the 'ip route' command, understand how to configure static routes for internal clusters, and learn the logic of the routing table.

Congratulations! You've navigated the vast landscape of Linux. From the core kernel to advanced shell scripting and security. Discover how to turn these skills into a career, explore recommended certifications, and find the best resources for continued growth.

Protect your server from the outside world. Master the basic of Linux firewalls. Learn the simple 'Uncomplicated Firewall' (UFW) for Ubuntu and the powerful 'Firewalld' for enterprise systems. Understand the philosophy of Default Deny.

How does Linux go from a dark screen to a fully functional server? Deconstruct the boot sequence. Understand the difference between BIOS and UEFI, the role of GRUB, and how systemd 'Targets' replace the old Runlevels.

Schedule your success. Learn to automate recurring tasks in Linux. Master the legendary 'Crontab' syntax and explore the modern, high-precision 'Systemd Timers'. Understand when to use each for backups and system maintenance.

Master the command center of your Linux server. Learn to manage the lifecycle of services using 'systemctl'. Understand the difference between 'restarting' and 'reloading', and learn to enable services so they survive a reboot.

Meet the most important program on your system. Learn the history and architecture of systemd, the modern Init system. Understand why it replaced SysVinit, how it manages dependencies, and the role of PID 1.

A complete technical guide to Anthropic's new seamless migration tools, data portability features, and why 2.5 million users are moving their digital memory to Claude.

Stop writing scripts that fail silently. Master the 'Safe Mode' of Bash. Learn to use 'set -e' for instant failure, 'set -x' for line-by-line debugging, and 'trap' to ensure your cleanup code runs even when a script crashes.

Don't repeat yourself. Master the art of modular Linux scripting. Learn to define re-usable Functions, understand the difference between Local and Global variables, and learn how to return values and status codes from your modules.

Master the art of high-volume automation. Learn to process hundreds of files in seconds using 'For' loops, and create persistent background tasks using 'While' loops. Discover and master the 'Until' logic.

Give your scripts a brain. Master the logic of decision making in Bash. Learn to use If-Else blocks, perform File Tests, compare strings/numbers, and use 'Case' statements for complex multi-choice scenarios.

Make your scripts intelligent and interactive. Master the use of User-Defined Variables, Environment Variables, and Command Substitution. Learn to ask users for information using the 'read' command.

Turn your commands into code. Learn the foundational anatomy of a Linux shell script. Master the 'Shebang' line, understand file execution bits, and learn to pass arguments from the command line into your script.

Move beyond the OS. Learn to manage programming language libraries without breaking your system. Master Python's pip and Virtualenvs, Node's npm/npx, and the Go installation workflow. Understand the 'Global vs. Local' trap.

End the 'Dependency Hell'. Explore the modern world of universal Linux packages. Learn how Snap, Flatpak, and AppImage bundle everything an app needs into a single file or sandbox. Understand the trade-offs between stability and disk space.

Why compile code yourself? Learn the professional workflow for building Linux software from source. Master the 'Holy Trinity' of compilation: ./configure, make, and sudo make install. Understand compiler flags and dependency resolution.

Master software management for Red Hat, CentOS, and Fedora. Learn the power of 'dnf' (Dandified YUM) and the low-level 'rpm' tool. Understand how groups and repositories work in the enterprise Linux world.

Master the package management workflow for the world's most popular Linux family. Learn the difference between the high-level 'apt' and the low-level 'dpkg'. Discover how to fix broken installs and clean up your system.

How does Linux manage thousands of apps without breaking? Explore the architecture of Repository-based software distribution. Understand Dependencies, Shared Libraries (.so files), and why Linux doesn't use 'Setup.exe' files.

Master the industry standard for remote administration. Learn to secure your connections with SSH Key Pairs, harden the SSH Daemon against hackers, and use SSH Tunneling to securely access private databases. Discover the secrets of ~/.ssh/config.

Stop relying on DHCP. Learn to configure permanent network settings on Linux. Master the modern Netplan (YAML) configuration for Ubuntu and the powerful NetworkManager (nmcli) for enterprise distros.

How does your server distinguish between a web visitor and an SSH admin? Master the world of Network Ports. Learn to use 'ss' and 'netstat' to identify which programs are listening, and learn to troubleshoot 'Address already in use' errors.

How does Linux find its way on the web? Master the local override file /etc/hosts and the system resolver config /etc/resolv.conf. Learn the order of operations for DNS lookups and how to troubleshoot 'Temporary failure in name resolution'.

Master the language of the internet. Understand the architecture of IPv4, the logic of Subnet Masks, and the role of the Default Gateway. Learn to calculate CIDR ranges and understand why 127.0.0.1 is the most important address in your career.

Learn to listen when your system talks. Explore the 'dmesg' ring buffer for kernel messages and master 'journalctl' for modern systemd logging. Understand the structure of logs in /var/log and how to rotate them.

Learn practical strategies for integrating Claude Code into your daily engineering workflow to accelerate development without sacrificing code quality.

Move beyond 'top'. Learn the specialized tools for analyzing system bottlenecks. Master 'vmstat' for memory and context switching analysis, and 'iostat' for pinpointing disk performance issues. Understand the nuances of Wait I/O.

Take control of the running programs on your system. Learn to track PIDs with ps, manage frozen apps with kill and pkill, and adjust the 'niceness' of background tasks. Understand the critical difference between SIGTERM and SIGKILL.

Never run out of disk space again. Learn to visualize your storage hierarchy. Master 'df' for global space, 'du' for finding massive folders, and 'lsblk' to see how your physical hardware is partitioned.

Is your server dying? Learn to read the real-time performance of your Linux system. Master 'top' and 'htop' to find resource-hungry processes, and decode the 'free' command to understand why Linux uses all your RAM for Cache.

Who exactly are you talking to? Learn to identify your system's heartbeat. Explore the uname command, manage hostnames with hostnamectl, and decode the version strings of the Linux Kernel.

Master the advanced bits of Linux security. Understand how SUID allows regular users to run commands as Root, why SGID is essential for shared team folders, and how the Sticky Bit prevents users from deleting each others' files in /tmp.

Break free from the limitations of simple User/Group/Other permissions. Learn to use Access Control Lists (ACLs) to grant granular access to multiple users and groups on a single file. Master 'setfacl' and 'getfacl'.

Deconstruct the core files that define who can access your system. Learn to read the colon-separated fields of /etc/passwd and understand the cryptographic secrets hidden in /etc/shadow. Explore the group definitions in /etc/group.

Learn to manage the population of your Linux system. Master the commands for creating accounts, modifying existing users, and managing groups. Understand the difference between useradd and the interactive adduser.

Meet the residents of your Linux system. Understand the hierarchy of User IDs (UIDs), from the all-powerful Root user to background System accounts and human developers. Learn how Groups enable collaborative security.

Master the art of Linux archives. Learn why we use 'tar' to bundle files and 'gzip' to shrink them. Understand the flags for creating, extracting, and listing archives, and learn to handle the ubiquitous .tar.gz format.

Master the auxiliary tools for data manipulation. Learn to slice columns with cut, translate characters with tr, and perform frequency analysis with sort and uniq. Discover how to count lines, words, and bytes with wc.

Master the most powerful text processing tools in the Linux arsenal. Learn to search with grep, transform with sed, and extract data with awk. Turn massive logs into valuable insights using the pipeline philosophy.

Master the invisible threads of the Linux filesystem. Understand how to use 'ln' to create shortcuts and mirrors. Discover the deep architectural difference between Symbolic (Soft) links and Hard links using the concept of Inodes.

Master the Linux security model. Learn to read and write 'rwx' permissions, understand the difference between Octal and Symbolic notation, and manage owners with chown. Discover the power of groups and the 'sudo' bridge.

In Linux, everything is a file. But what kind? Explore the different types of Unix entries, from regular files and directories to symlinks, sockets, and character devices. Learn to read the 'leading character' in an ls -l output.

Stop Googling everything. Learn to use the built-in documentation systems of Linux. Master the art of reading 'man pages', searching for commands with 'apropos', and getting quick syntax help with '--help'.

Work 10x faster in the terminal. Master the art of Tab Auto-completion and learn the secrets of the Bash History. Discover shortcuts like Ctrl+R for reverse-searching and the '!!' trick for sudo mistakes.

Master the tools for inspecting files without leaving the terminal. Learn why 'less' is more than 'more', how to peek at the start or end of massive logs, and the indispensable power of real-time monitoring with 'tail -f'.

Master the fundamental actions of file management. Learn to copy, move, and delete files with safety and precision. Understand recursive operations, forced deletions, and how to stay safe from the 'rm -rf /' disaster.

Understand the difference between a Terminal, a Shell, and a Console. Explore the popular shells (Bash, Zsh, Fish) and learn how the shell interprets your commands through the environment and history.

Stop getting lost in the directory tree. Learn the logic behind the Filesystem Hierarchy Standard (FHS). Understand why configuration is in /etc, logs are in /var, and binaries live in /usr/bin.

Take your Linux skills to the cloud. Learn the essential workflow for launching EC2 instances on AWS, GCE on GCP, and VMs on Azure. Master SSH key pairs, security groups, and cloud-init for automated scaling.

Master virtualization for Linux testing and development. Learn to use VirtualBox, VMware, and UTM to create isolated environments. Understand the difference between Type 1 and Type 2 hypervisors.

How does Linux start? Trace the journey from BIOS/UEFI to the Bootloader, through Kernel Initialization, and finally into systemd. Learn to troubleshoot boot failures and understand the 'initrd' magic.

Why is Linux free? Explore the revolutionary philosophy of Free and Open Source Software (FOSS). Understand the crucial differences between GPL, MIT, and Apache licenses and how they impact software development.

From Debian and Ubuntu to RHEL and Arch—navigate the complex world of Linux distros. Learn how package managers, release cycles, and desktop environments define your Linux experience.

Journey from the basement of Bell Labs in 1969 to the world-changing release of the Linux kernel in 1991. Understand the legal battles, the hacker culture, and the development of the General Public License (GPL).

Discover why Linux is the backbone of the internet, cloud computing, and modern engineering. Learn the core architectural components that make Linux powerful, flexible, and essential for every developer.