Blog

Engineering the
command center

Deep dives into how we build Operon — the architecture, the decisions, and the problems we're solving for AI-assisted development.

DataCostClaude Code

How much does Claude Code actually cost? I tracked 30 days of sessions.

I'd been using Claude Code for two months before I looked at the bill. Here's what 30 days of real usage data actually looks like — average cost, expensive sessions, and where the money goes.

Nitesh K.FounderMay 12, 20264 min read
ArchitectureAdapters

The trace model that unifies 5 AI tools

Claude Code, Cursor, Codex, Gemini CLI, Aider — each works differently. But every interaction follows the same pattern: prompt → tool calls → response. We built a universal trace model and three data tracks to capture them all.

Nitesh K.March 18, 20266 min read
EngineeringContext

Tracking context window usage in real time

The #1 complaint about AI coding tools: the AI 'forgets' things mid-session. We built a context monitor that shows exactly which files are loaded, which dropped, and how many tokens remain — before hallucinations begin.

Nitesh K.March 5, 20265 min read
AIIntelligence

How we extract decisions from AI conversations

Every AI coding session generates dozens of architectural decisions buried in chat. We use Claude Haiku to extract, tag, and store them in a searchable knowledge base that persists across sessions and teams.

Nitesh K.February 20, 20267 min read
ProductAnalytics

Budget intelligence: knowing what AI costs you

Most teams have no idea what they spend on AI coding tools until the bill arrives. We built per-developer cost attribution with spike detection and monthly budgets so you're never surprised.

Nitesh K.February 8, 20264 min read
SecurityArchitecture

Local-first architecture: why your code never leaves your machine

Operon captures every prompt, response, and decision from your AI coding sessions. That data is sensitive. Here's why we chose SQLite, local-first sync, and optional cloud — not the other way around.

Nitesh K.January 25, 20266 min read
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