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Architecture Review by the Developer Behind TinyCPUDevAI
For teams that need sober technical judgment on local-first AI, developer tooling, offline deployments, or product architecture that has to survive real constraints.
Local-First AI Architecture
Model placement, recurrent-vs-transformer tradeoffs, offline deployment paths, and security-conscious integration planning.
Developer Tooling Review
UX architecture, product strategy, extension ecosystems, and the mechanics that make dev tools feel deliberate instead of generic.
High-Security Deployment Guidance
Data-protecting workflows, air-gapped assumptions, and what changes when privacy is a non-negotiable system constraint.
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Architecture review, product teardown, or local-first AI strategy. Every engagement starts with a scoped conversation through the main contact channel.
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