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operations

Browse 8 articles tagged with “operations”.

Articles tagged “operations

8 articles

AI-generated illustration for system prompt token sink agent optimization -- Soul (2020) style, Terra Cotta palette
Operations·13 min read read

Your Agent Re-reads Its Own Manual on Every Call

Datadog's 2026 State of AI Engineering report found that 69% of input tokens go to system prompts, yet only 28% of LLM calls use prompt caching. Here's how to diagnose the problem and fix it without rewriting your agent.

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A young couple at a kitchen table at golden hour, looking at a listing photo together on a phone face-up between them.
Operations·12 min read

How to Build a Real Estate Showing Voice Agent (MLS, Lockboxes, TCPA)

Build a real estate voice agent that pulls live MLS data, parses showing instructions, books tours, and sends lockbox codes at the right time.

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Watercolor Still-Life of a Steel Coin, Silver Disc, and Gold Token Spilling From a Velvet Pouch Onto Dark Wood — Three Cheap-Tier Models on the Table
Agent Architecture·14 min read read

Everyone Benchmarks Opus. Your Chatbot Runs on Haiku.

Haiku 4.5, GPT-5 Mini, Gemini Flash at the $1/MTok tier that powers CX. Tool-call accuracy, first-token latency, structured-output reliability, blended cost math.

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Iceberg at Sea With Small Visible Tip Above Dark Water and Enormous Submerged Mass Glowing Amber — Visual Metaphor for Reasoning Tokens Hidden Below the Surface of Agent Responses
Operations·14 min read read

Reasoning Tokens Are Showing Up on the Bill

GPT-5 and Claude thinking tokens bill as output and stay invisible. A 200-token reply can hide 8,000 billable ones. How to measure, cap, and budget.

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Watercolor illustration of a split dashboard showing human reviewers on one side and automated scoring metrics on the other
Operations·15 min read read

74% of Production Agents Still Rely on Human Evaluation

A survey of 306 practitioners reveals most production agents are far simpler than expected. The eval gap isn't a tooling problem. It's a trust problem.

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Man presenting charts to colleagues in a meeting. - Photo by Vitaly Gariev on Unsplash
Industry & Strategy·12 min read

Every Contact Center Job Is Changing. Here's What That Actually Looks Like

AI isn't eliminating contact center roles. It's hollowing out the repetitive parts and elevating the rest. Here's what human-AI collaboration actually looks like on the floor, and what it means for how you build and manage your team.

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a bunch of television screens hanging from the ceiling - Photo by Leif Christoph Gottwald on Unsplash
Operations·12 min read

Stop Reacting to Bad Calls. Catch Problems Before Customers Do

By the time a customer complains, you've already lost. Real-time analytics lets AI agent teams catch failing conversations mid-flight, not in the post-mortem. Here's how to build a proactive monitoring stack that prevents pain instead of documenting it.

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Watercolor illustration of descending cost bars alongside token streams flowing through an optimization pipeline
Operations·16 min read read

Your AI Agent Costs $13K/Month. Here's the Fix.

A production customer-service agent burned $13,247 in one month. Prompt caching, model routing, batch processing, and plan-and-execute architecture cut it to $1,100. Real pricing math for every technique.

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The Signal Briefing

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