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Talk submission: Shashank Agarwal#25

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May 21, 2026
Merged

Talk submission: Shashank Agarwal#25
milstan merged 1 commit into
mainfrom
talk/24

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Submitted via #24 by @imshashank.

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Speaker Shashank Agarwal
Startup https://noveum.ai
Repo (none)

AI agents are already silently failing in production — most enterprises just don’t realize it yet. At Noveum.ai, we’re building autonomous reliability infrastructure for AI agents: replay testing, continuous evals, synthetic voice testing, regression detection, and PR-based auto-remediation workflows. The hardest problem has been closing the loop between detecting failures and safely validating fixes before deployment. I’ll share real-world lessons from deploying these systems across enterprise voice agents, customer support automation, and multi-step AI workflows.


Approve = merge this PR (closes #24 and rebuilds the homepage). Reject = close this PR with a brief comment. Edit before approving: push commits to talk/24 (e.g. fix a typo in the summary), then merge.

Closes #24

@github-actions github-actions Bot added the talk-submission Speaker proposing a talk label May 20, 2026
@milstan milstan merged commit 5f34a2f into main May 21, 2026
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Talk: Your AI Agents Are Already Broken In Production (You Just Don’t Know It Yet)

2 participants