Tagged: Ai-Agents

Knowledge graph evaluation usually measures retrieval. Scoring 12 real decisions against the answer you would have reached anyway shows more.

A temporal knowledge graph stores every fact with when it held and when it was recorded. How it works for AI agents, how Graphiti builds it, and when to use one.

Memory, approvals, sandboxing and rollback separate a production system from a demo. Three of them are configuration in your workflow tool. The fourth is architecture.

A human gate on agent memory writes is now consensus. The volume reaching it is the unsolved half. Three routing rules that keep the queue readable.

Knowledge graph agent memory comes in two kinds: one half is derivable from your code, one half only people can author. Mixing them wastes both.

Execution-only AI agents finish every task but never ask if the task was worth doing. The fix is a steering layer over your work.

A five-test protocol to catch regressions, compare cost, and canary a new model before it runs an AI agent unattended.

The voice AI that pays back for a small business is narrow and boring: after-hours triage, booking, order status. Here is what ships and what to skip.

Build your own Claude Telegram bot instead of installing the official plugin: a 30-line bash long-polling daemon you fully control. Full script, MCP tools, attachments, allowlisting.

Five real n8n ai agent workflow examples with Claude, RAG, and human-in-the-loop. Node graphs, prompts, costs, and production hardening tips. Download the free AI Automation Checklist.

Should you build a custom AI agent or buy off-the-shelf? Cost analysis, hybrid approach, and when to hire a freelancer vs building in-house. Download the free AI Automation Checklist.

Production AI agent architecture patterns: router-planner-executor, ReAct, Reflexion, tool design, state, and testing. The playbook for agents that survive real traffic.

Build github issue management ai with Claude: webhook, tool use, labels, duplicate detection, and confidence thresholds. Three automation levels, real cost numbers. Download the free AI Automation Checklist.

DraftCat is an AI GitHub issue triage tool. Detects duplicates, classifies severity, drafts labels and comments. Maintainer approves every action. Download the free AI Automation Checklist.