Maneshwar, a developer building git-lrc, a Micro AI code reviewer, has implemented the network box for a btop-style system monitor in Rust using ratatui. The feature displays both bits and bytes per s…
Maneshwar, a developer building git-lrc, a Micro AI code reviewer, documented day three of creating a btop-style system monitor in Rust with ratatui. To display disk usage, he chose to call the statvf…
Rijul, developer of git-lrc, argues that AI agents are not magic but well-designed feedback loops. He introduces 'Loop Engineering' as a methodology for building reliable agent workflows by focusing o…
Maneshwar, the developer behind git-lrc, explains how EdgeVPN, a decentralized VPN written in Go, works without a central server by using TUN devices and a gossiped ledger for peer discovery and routi…
A developer explored how terminal-sharing tools like ttyd, TermPair, and sshx put a user's shell in a browser by leveraging pseudoterminals (PTYs). The tools use a master-slave file descriptor pair to…
A developer introduces the concept of retrieval memory for AI agents, which stores information externally and retrieves it only when relevant, preventing context windows from becoming overloaded. The …
Developer Maneshwar explains how he learned to use Cilium's pwru, an eBPF-powered tool that traces packets through the Linux kernel by instrumenting every function that touches a `sk_buff` struct, dis…
Developer Rijul is building git-lrc, a micro AI code reviewer, and explores context compression techniques for AI agents. The approach prunes irrelevant data, distills histories into structured summar…
A developer named Maneshwar explains how PDFs consume excessive tokens in LLM chats due to formatting noise, and recommends Microsoft's free open-source tool MarkItDown to convert PDFs to lightweight …
Rijul, the developer behind git-lrc, explains how agent skills work as a way to give AI agents procedural knowledge through a SKILL.md file. Skills use progressive disclosure to load only names and de…
Maneshwar, building git-lrc, explains that Android's screen recording blackout for protected content is not due to active censorship but because SurfaceFlinger skips secure layers during composition, …
Developer Maneshwar explores fusuma, a Markdown-to-slides tool that converts a single flat file into presentations, PDFs, and social preview cards. The tool uses HTML comments for slide metadata, supp…
Developer Maneshwar is building git-lrc, a free and source-available micro AI code reviewer that runs on every commit. In a blog post, they share advanced command-line tricks including ctrl-r for hist…
A developer named Maneshwar built git-lrc, a Micro AI code reviewer that runs on every commit, and shared their experience self-hosting Postiz, an open-source alternative to Buffer. They deployed Post…
A developer named Maneshwar explores data structures beyond the standard seven taught in computer science curricula, highlighting Bloom filters, Cuckoo hashing, and B-trees. These structures address s…
A developer combined Git worktrees with parallel Claude Code sessions to work on multiple features simultaneously without merge conflicts. By creating separate worktrees for each feature branch, they …
Ganesh, building the AI code reviewer *git-lrc*, explains how to calculate gradients for hidden layer weights and biases in backpropagation. The derivation uses the chain rule to propagate error from …
Developer Maneshwar is building git-lrc, a free and source-available Micro AI code reviewer that runs on every commit. The project highlights the critical need for data privacy in AI systems, warning …
Maneshwar, developer of git-lrc, explains multi-agent AI systems using a honeybee colony analogy. The post covers agent autonomy, coordination patterns like networks and hierarchies, and benefits such…
Shrijith Venkatramana, building git-lrc, explains that sequence transduction—transforming one sequence into another—was the original problem that led to modern large language models. Early neural netw…