Blog
Thoughts on AI-native development, MCP tools, and the future of software engineering.
Compare 8 persistent memory tools for Claude Code — claude-mem, Sprintra, Mem0, Letta, Pieces, MemNexus, Recallium, ContextForge. Capture cost, license, scope, install path. Honest, sourced.
The 10 essential MCP servers — filesystem, git, GitHub, memory (Sprintra, claude-mem), Postgres, Puppeteer, Sequential Thinking, Slack, Brave Search. With install commands and use cases.
Direct comparison of the four leading AI memory tools in 2026. Real differences in pricing, license, capture cost, and scope — written for developers picking one to install today.
Jira, Linear, and Notion assume the human is the agent. AI inverts that. Five things AI agents need that ticket-based PM tools can't deliver — and what changes when you build agent-first.
How Sprintra captures every user prompt, every agent reasoning step, and full conversation history across Claude Code sessions — at $0 per tool call. The design choices behind a 3-tier retention model, pin-to-keep digests, and per-user cloud privacy.
Your manager bought Claude subscriptions. You started a POC on Monday — great progress. Tuesday morning? Starting from scratch. Here's how persistent MCP memory fixes the context graveyard.
Your 3-person team builds amazing demos but never ships. The gap between POC and product isn't code — it's structure. Here's how AI-native teams close the gap without Jira overhead.
You built a great project with AI. The interviewer asks 'Why Postgres over MongoDB?' and you blank. Your decision log is your portfolio — here's how to build one effortlessly.
Dev A uses Claude Code. Dev B uses Cursor. Decisions made in one tool are invisible to the other. MCP is the universal memory layer that connects them all.
Your team's velocity tripled with AI tools. But you have no idea what's being built. Auto-tracking through MCP gives PMs full visibility without developers updating tickets.
Solo founder, Claude Code as co-founder. You've shipped fast but everything is in your head. Here's how structured AI memory turns chaos into investor-ready documentation.
AI coding tools generate incredible code. But without persistent memory and decision traceability, projects drift. Here's how the project brain pattern changes everything.
A practical guide to the Model Context Protocol and how Sprintra's 20 consolidated MCP tools give your AI agent persistent memory, sprint management, and decision traceability.
The vibe coding revolution is real — but the 'vibe hangover' is too. Learn how teams are using persistent AI memory to ship products instead of prototypes.