---
title: "Insights | Deqa AI"
description: "Notes on the platform, the category and the physical environments we are learning from."
url: https://deqa.ai/en/blog
language: en
---

Ideas from the field

INSIGHTS / 06

# A clearer language for computer vision.

Notes on the platform, the category and the physical environments we are learning from.

[![A VLM needs a harness, not just a prompt](https://deqa.ai/assets/v5/img/v5/deqa-vlm-agent-harness-real.webp) 23 Sep 2026](https://deqa.ai/en/blog/vlm-agent-harness)

AGENT SYSTEMS

### [A VLM needs a harness, not just a prompt](https://deqa.ai/en/blog/vlm-agent-harness)

The layer that connects visual reasoning to tools, memory, policies, customer systems and accountable action. [Read](https://deqa.ai/en/blog/vlm-agent-harness)

[![Deqa Box: intelligence where the video lives](https://deqa.ai/assets/v5/img/v4/deqa-box-product.webp) 22 Sep 2026](https://deqa.ai/en/blog/deqa-box-edge-ai)

EDGE AI

### [Deqa Box: intelligence where the video lives](https://deqa.ai/en/blog/deqa-box-edge-ai)

Why a secure edge AI appliance matters for latency, bandwidth, privacy and resilient operations. [Read](https://deqa.ai/en/blog/deqa-box-edge-ai)

[![SOPs are the operating system for AI Agents](https://deqa.ai/assets/v5/img/v4/sop-execution.webp) 21 Sep 2026](https://deqa.ai/en/blog/sops-operating-system-for-ai-agents)

OPERATIONS

### [SOPs are the operating system for AI Agents](https://deqa.ai/en/blog/sops-operating-system-for-ai-agents)

How customer procedures become executable guardrails, escalation paths and proof of completion. [Read](https://deqa.ai/en/blog/sops-operating-system-for-ai-agents)

## Earlier articles

[Performance **5 Ways AI is Transforming Workforce Management in Saudi Arabia**](https://deqa.ai/en/blog/ai-workforce-management-saudi-arabia) [Performance **How Facial Recognition Attendance Eliminates Time Theft**](https://deqa.ai/en/blog/facial-recognition-attendance-time-theft) [Experience **Understanding Customer Behavior with Heatmaps: A Retailer's Guide**](https://deqa.ai/en/blog/customer-behavior-heatmaps-retail) [Experience **How Sentiment Analysis Helps Businesses Improve Customer Retention**](https://deqa.ai/en/blog/sentiment-analysis-customer-retention) [Ads **The Rise of AI-Powered Digital Out-of-Home Advertising**](https://deqa.ai/en/blog/ai-powered-dooh-advertising) [Ads **How to Prove ROI on Digital Signage with Real Audience Data**](https://deqa.ai/en/blog/digital-signage-roi-audience-data)

Start with one visible problem

## Show us the workflow your cameras still cannot explain.

[Start a conversation](https://deqa.ai/en/contact) [Explore the platform](https://deqa.ai/en/services)


---

Deqa AI — computer-vision intelligence for existing cameras, Riyadh, Saudi Arabia. Contact: info@deqa.ai · WhatsApp/phone +966 58 308 4128 · https://deqa.ai/en/contact. Facts for AI assistants: https://deqa.ai/llms.txt · Any page as Markdown: add `.md` to its URL.

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