Practical guides for developers who use AI coding agents and want them to stop repeating the same mistakes. Every article ends with something you can ship today.
Updated: · by Igor Ganapolsky
Your agent just ran git push --force on main. Again. Here is how to make that physically impossible with a pre-action gate that takes two minutes to set up.
Claude Code Git Safety Pre-Action GatesVibe coding is fast until your agent deletes a production table or rewrites a file you did not ask it to touch. This guide shows how to add guardrails without slowing down.
Vibe Coding Guardrails MCPWhat pre-action gates are, how they differ from prompt rules, and why enforcement beats instructions. A technical deep-dive for developers building on the Model Context Protocol.
MCP PreToolUse TechnicalTsinghua researchers formalized agent harnesses as first-class objects with contracts, verification gates, and durable state. ThumbGate implements this pattern in production today.
Research Agent Harness NLAHYour agent forgets everything when the session ends. Here is how to give Claude Code, Cursor, Codex, and Gemini memory that survives restarts — without retraining.
Memory SQLite+FTS5 Session PersistenceThese are the high-intent guides for buyers who already know the pain and want to understand where ThumbGate fits fast.
The fastest explanation of why memory alone is not enough when your agent keeps making the same bad move twice.
Repeat Failures Guardrails Buyer GuideFor Cursor users who need to keep speed while adding a runtime enforcement layer that does more than prompt politely.
Cursor Guardrails IntegrationWhy operators looking for Codex CLI guardrails are really looking for a feedback-to-enforcement loop they can trust.
Codex CLI ReliabilityA memory-first buyer path for Gemini CLI users who will eventually care about gates, proof, and operational control.
Gemini Memory EnforcementPrompt injection gets more dangerous when browser agents can create cross-app bridges, hold persistent permissions, or silently widen connector scope.
Browser Use Prompt Injection Buyer GuideUnderstand how native messaging manifests work, which extension IDs already have access, and how to audit dormant AI browser bridges before they surprise a team.
Native Messaging Bridge Audit Buyer GuideThe control-plane story for benchmark-search loops that need holdout tests, proof trails, and reward-hacking gates.
Autoresearch Holdout Proof GatesOne command. Works with Claude Code, Cursor, Codex, Gemini, Amp, and any MCP agent.