My 2026 agent stack after a year of rebuilding: models are easy, the layers around them break

Latitude_3420 · reddit · 2026-10-26

A developer shares the agent stack they rebuilt three times in a year, concluding the model is the easy part—the layers around it are where things break. Their setup: Claude for judgment/writing plus a cheaper model for sorting and extraction; Claude Code for long jobs, Claude Desktop for step-by-step steering; Agentik as a single MCP connection for search, scraping, keyword data and image models paid from one prepaid balance; plain markdown files for memory; a simple cron job for scheduling; and guardrails as API-key spending limits, not prompt rules—"the prompt is a request, the key is a limit." If starting over, they'd set guardrails first. Known weak spots: Agentik is hosted-only without custom provider keys, and the scheduling is held together with tape.

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