Engagement on LinkedIn, as of 2026-10-19

Reactions
39
Comments
6
Impressions (at least)
1,615
Engagements (at least)
63

Source: LinkedIn activity page (reactions, comments, reposts) and LinkedIn creator analytics export (impressions, engagements).

[100 AI agents] AI Agents swarm - Multi Agent System Architecture

Here's what the system does:
→ 100 specialized AI agents, each with defined skill cards, tools, and reporting chains
→ Editable context layer, update skills in the backend, changes reflect across all agents instantly.

No code changes needed
→ Real-time token usage and cost tracking, critical when you're operating agents at scale
→ Built-in crawler with JavaScript rendering that pulls H1s, body content, status codes, top keyword mentions, and content confidence scores → Output in Excel, JSON, CSV, ready for sites with millions of pages

The part I'm most excited about: the agents communicate with each other.
One agent receives a crawl request, talks to the internal crawler script, pulls everything, understands the structure, and delivers results, without me touching anything.

And if something gets blocked? The system falls back to external APIs automatically.

We're still in early stages. Fine-tuning accuracy, scaling to 50+ concurrent crawls or 10 Million pages, and dialing in brand voice customization.
But the foundation is live and working.

#AIagents

Video · 5:01 · Venkata demos Omniscite site crawler audit, round webcam inset

First published on LinkedIn on Mar 7, 2026, 8:35 PM UTC (original). Kept here in full so it stays available; the media are this site's copies of the ones on LinkedIn, also in Venkata Pagadala - Universe.

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