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Tagged: Production
Why Agents That Dazzle in Demos Fail in Production, and What to Build Instead
Why AI agents that dazzle in demos fail in production: where they break, single vs multi-agent trade-offs, retries and fallbacks, and the real running cost.
9 min readSurviving Traffic Spikes in Multi-Agent Systems with a Three-Layer Contract
Keeping multi-agent systems up when traffic jumps tenfold: a queue gatekeeper, per-tool throttling and synchronous policy checks, plus metrics and a spike demo.
8 min readA Production Readiness Checklist for AI Agents, Stage by Stage
A four-stage checklist for taking an AI agent from local prototype to production, with the reason behind each item and a concrete example for every check.
15 min readAgent Maturity Model: Human in the Loop, Harness Engineering, Orchestration
Five levels of agent maturity tested in production: human in the loop oversight, harness engineering, multi-agent orchestration and the problems still unsolved.
11 min readNine Engineering Habits for Shipping Your First AI Agent
Nine habits that keep agents from failing in production: evals first, a context budget, autonomy limits, tracing, prompt versioning, cost estimates and failure triage.
8 min readWhy Adding One More Prompt Quietly Wrecks an LLM App
Prompt pile-ups create contradictions, hidden business logic and debugging pain. Move decisions to code, version and test prompts, and keep context small.
9 min readProduction Scraping Behind Anti-Bot Defenses: Operable Patterns
Scraping public data behind anti-bot defenses from Node.js: rate limits, identity hygiene, fake 200 responses and fetch paths that hold up under blocking.
17 min readLangGraph for production agents: checkpoints, HITL, and multi-agent graphs
Why chains stall on cycles and resume, and how LangGraph nodes, edges and checkpoint savers make production agents operable, with human in the loop review.
7 min readAfter the LangGraph Tutorial: Hard Edges, Schemas, and Safety Layers
Taking a LangGraph SQL agent past the tutorial: typed guards, structured output as a contract, schema refresh, cost routing and layered checks before prod.
12 min read
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