Why Unix is Perfect for LLMs

The tools that feel oldest are the ones AI works best with. Every coding agent session generates GitHub activity as a byproduct—commits, PRs, issues. I’m seeing teams use GitHub Issues more than traditional PM tools. This makes me think: modern software could benefit from Unix style. Composable. Text-based. CLI-first. Infrastructure software already works this way. Terraform, Docker, Kubernetes—all text-based, composable, CLI-first. That’s why AI agents work seamlessly with them. Why Unix is perfect for LLMs: ...

December 24, 2025 · 1 min · Ankit Pansari

Using Claude Code to run any Ops (in this case GTM Engineering)

For the past six years, I have focused on knowledge management and productivity. This journey led me to start OSlash and spend a significant amount of time (and money 🙃) working with LLMs. Everything I write below is based on empirical evidence, prompt experimentation, and guesswork. As the Manus team says, “It’s not elegant, but it works” 1 Note: I have drawn inspiration from Manus and discussions with engineering teams at Anthropic regarding their internal guidelines for Claude Projects and Code. ...

January 26, 2026 · 10 min · Ankit Pansari

File Formats in the LLM Era

It was easier for me to format a table directly in HTML using Codex than in Excel. Throughout my career at Zoho and OSlash, I’ve gained firsthand insights into office suite products (MS Office, Google Workspace) and developed a fascination with file formats (xlsx, docx, pdf). Makes me wonder - what kind of file formats will succeed in LLM era? I believe, we’ll transition from machine-optimized formats (pdf, xlsx, docx) to human-readable formats (markdown, .txt, .csv, .json). ...

December 2, 2025 · 2 min · Ankit Pansari

The Terminal is Becoming Conversational

I just filed 80% of my taxes using a terminal interface. There’s an old saying in tech: “Developer tools don’t stay developer tools. They become everyone’s tools.” Think about your daily tools: Google Docs tracks versions → borrowed from Git Comments on documents → pull requests Jira/ServiceNow → issue tracking systems Zapier/n8n → APIs and webhooks Notion’s nested pages → monorepo architecture But here’s what’s coming next. I’ve been using Claude Code as my default interface—not just for coding, but for everything. File manipulation. System management. Even tax filing. ...

December 2, 2025 · 1 min · Ankit Pansari