Agentic AI · 3 min read
Agentic AI Chapter 10: Error Handling and Recovery
A practical recovery playbook for agent tools: classify failures, retry with limits, use fallbacks, compensate when needed, and observe the result.
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Product · Engineering · AI
Product enthusiast and software developer from India . I write about building products, working with teams, and shipping software.
01 / Now
Airbus · Apr 2024 – Present
5 → 1
IAM platforms consolidated into one product
10 mo
sooner release, at 40% lower build cost
80%
first-contact resolution for the agentic AI assistant
3 Platform obsolescence
Decommissioned 3 critical IAM platforms and simplified operations
02 / Timeline

Consolidating five IAM platforms into one product; agentic AI assistant in UAT.

Retired two legacy IAM platforms; launched voice-based self-service password reset.

CI/CD for 4 IAM applications — release time from 1 day to ~2 hours.

Electrical load analysis web app for Airbus R&D; .NET Core & Angular SME.

Cross-functional full-stack development on evolving client requirements.

Scalable applications for information extraction, retrieval and indexing.

Computer Science.
03 / Writing
Agentic AI · 3 min read
A practical recovery playbook for agent tools: classify failures, retry with limits, use fallbacks, compensate when needed, and observe the result.
Agentic AI · 3 min read
The model can choose the next action, but the runtime must enforce limits, track execution state, and make operations recoverable.
Identity & Security · 7 min read
How a decision becomes a change in 200 systems, and how you find out it did not. Push vs pull, the integration tiers, SCIM in three calls, and reconciliation: the only control that looks the other way.
Identity & Security · 10 min read
The population with no HR, and the door for everything JML cannot predict. Non-human identities, why the best secret is one that does not exist, keytabs and vaults, and access requests that remove themselves.
Identity & Security · 9 min read
Who gets a pass, which doors it opens, and when it comes back. The joiner-mover-leaver lifecycle, why the failures that grant too much are silent, and why the leaver process covers one population out of seven.
Identity & Security · 7 min read
Forest, domain, OU, site: which Active Directory boundaries are real, and which only look it. Plus GPO, the five products called Active Directory, and why a DMZ gets its own directory.
04 / Contact