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agents fail, ours recover — anurag upadhyay, co-founder of omium

co-founder @ omium — self-healing infrastructure for ai agents.

most agent infra assumes the happy path. production isn't the happy path. omium runs agents, verifies the work is real, recovers the runs that break — and mints every failure into training data for the run after it.

SELECTED WORK

codeswarm — a multi-agent swe swarm — plans, patches, testsaria — three weeks of analyst work in three hours.cortexos — a memory system for ai systems — recall asattention — the transformer paper, line by line, in pytorch.

OPERATING PRINCIPLES

verify, don’t trust.recover, don’t retry.learn, don’t repeat.

NOW

now — building omium’s training plane — agent swarms minting recovery data

PROOF OF WORK

contribution heatmap — updated daily

2,509 contributions in the last year — 96% of it heads-down in omium’s private repos.

omium.ai · x · linkedin

this page rebuilds itself every morning — here’s how

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