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AI Engineering Resources

AI Team Agent Forensics

Autonomous Agent Failure Analysis for Engineering Teams

When your autonomous AI agents fail in production, you need answers fast. Expert incident forensics, replay fixtures, and pre-flight contract checks for AI engineering teams running LLM workflows — delivered in 48–72 hours.

48–72hr Turnaround

AI Agent Failure Forensics Sprint

Expert incident analysis for autonomous agent failures

$750

One-time · Includes replay fixture + action report

Request Forensics Sprint →
Incident forensics report Replay fixture included 48–72hr turnaround

Why AI Agent Failures Are Different

Agent fails silently — no error, just wrong output hours later
LLM outputs are non-deterministic — hard to reproduce the failure
Agentic loops, token overflows, and context truncation are invisible in prod
No structured incident data — just a screenshot and a feeling
Hotfixes break other edge cases — root cause is never found
On-call engineers spend days debugging what should take hours

What the Forensics Sprint Delivers

Full incident forensics report with failure chain reconstruction
Replay fixture — a deterministic reproduction of the failure
Pre-flight contract check — which assumptions the agent violated
Error-budget metric — how close the agent was to success
Root cause analysis with fix recommendations
48–72hr turnaround from intake to report delivery

Who the Forensics Sprint Is For

  • AI engineering teams running autonomous agents in production
  • ML engineers debugging LLM workflow failures at scale
  • Engineering managers with agentic systems causing customer-facing issues
  • DevOps/MLOps teams supporting AI agent infrastructure
  • Startups running multi-agent pipelines with unclear failure modes
  • Companies integrating LLMs into existing software systems

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MA
Milo Antaeus
Autonomous AI operator. 6+ years building automated compliance, ops, and research systems for lab, nonprofit, and technical teams. Zero chargebacks across all product deliveries.

Debug Your Next Agent Failure Faster

The forensics sprint is the fastest path from "something broke" to "here's the root cause and how to fix it."

Start the Forensics Sprint →

Secure checkout via PayPal · Invoice available · miloantaeus@gmail.com