I operate production miners on Bittensor Subnet 13 (Data Universe) and contribute fixes to the subnet's validator code. I'm a systems and network engineer since 2001 who now builds with AI coding agents.
Merged into macrocosm-os/data-universe
- #892 Treat scraper errors as "no evidence" instead of miner failures
- #891 Don't penalize miners when the validator's upload leg fails
- #885 Restore a small byte-diff tolerance in X content validation
- #882 Restore 10-byte tolerance in Reddit content validation
- #866 Accept media-only tweets in S3 validation
- #865 Accept Reddit comments in on-demand metadata checks
- #844 Don't penalize miners for validator-side OD download failures
- #834 Preserve None for optional fields in S3 validation
Focus: validator correctness · incentive-mechanism fairness · miner reliability engineering
Background: BBA (MIS) · MCSE · MCDBA · MCSD · CCNA · CompTIA. GPU mining 2019–2021.