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This Masterclass Has Concluded

Finished

This live session finished on August 10, 2026. The complete session recording, production runbook, and sandbox repository are available below.

AI Systems·Live Online Session

Architecting Production LLM Systems & Autonomous Agents

Recorded Masterclass

65 min · 4K HD Recording

Session Deliverables

Runbooks & Sandboxes Included

Session Recording & Deliverables

65 min HD · Full Access
Architecting Production LLM Systems & Autonomous Agents
Masterclass HD Video Full Access
00:00 / 65 min
1080p 60fps1.0x

Download Session Materials & Runbook

About Event

Most prototype LLM agents break down in production due to prompt drift, runaway token costs, unpredictable nondeterminism, and high latency.

A non-deterministic agent loop can drain thousands of dollars in API credits, leak internal context, and cause cascading downtime for end users.

In this recorded masterclass, we break down how to transition LLM agents from flaky prototypes into production-grade systems. We implement multi-tier semantic caching, deterministic graph execution, structured output validation, and continuous evals.

What to Expect?

  • Curated networking with DeepTech founders, researchers and systems architects
  • Conversations on frontier AI, cloud infrastructure, robotics and emerging technologies
  • Opportunities to meet collaborators, hiring partners and technical leads
  • Meaningful discussions and live failure triage in an invite-first setting

Who's It For?

  • AI & DeepTech Founders
  • Researchers & Systems Engineers
  • Startup Operators & Cloud Architects
  • Investors & Technical VCs
  • Builders working on frontier AI and scalable infrastructure
Hosted by Cerebral Hacks

Cerebral Hacks brings together engineers, founders, and technical builders exploring how modern systems are designed, built, and operated.

Our technical programs focus on:

• AI Agents• Enterprise AI Systems• RAG & Knowledge Architecture• Cloud Infrastructure• Production Engineering• Developer Tools

We focus on practical systems — beyond demos, tutorials, and generic presentations. Built for people who want to understand how production technology actually works.

Session Breakdown

00:00 – 15:00Why LLM Agents Fail in Production: Nondeterminism & Latency Spikes
15:00 – 35:00Deterministic Multi-Agent Graphs & Semantic Vector Caching
35:00 – 50:00Automated Guardrails, JSON Schemas & Circuit Breakers
50:00 – 65:00Continuous Evaluation Harnesses & Production Runbook Walkthrough