Blog
Field notes on OSINT, security checks, SEO, and safer hiring and vendor due diligence.
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What a Bird Registry Teaches You About Blockchain Data Design
2026-08-15
A short field note about a tagged seabird points to a deeper engineering pattern: distributed records need stable identifiers, provenance, late-data handling, and public verification. Those same design choices shape resilient blockchain systems.
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Using SQLite generated columns in AI and Go systems
2026-08-14
SQLite generated columns are a practical way to normalize JSON-heavy data in AI and Go systems. They help you keep raw records intact, define one source of truth for derived fields, and build indexes around real query paths.
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What a New Hosted Model Release Should Change in Your AI Stack
2026-08-13
A new hosted model release is a good prompt to review the parts of your AI stack most likely to fail in production. Focus on gateway routing, prompt isolation, drift detection, and plain Go interfaces around changing model backends.
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Using Go 1.25 Flight Recorder in Production
2026-08-12
Go 1.25’s flight recorder changes production tracing from a reactive tool into a rolling source of pre-incident evidence. Here is how to use it to inspect scheduler pressure, contention, GC assist work, and short-lived failures in Go services and blockchain infrastructure.
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What Green Tea GC Means for Production Go Systems
2026-08-11
Go’s upcoming Green Tea garbage collector is a prompt to recheck how your Go services allocate, scan, and schedule work. For blockchain and AI systems, the wins depend less on hype and more on allocation rate, pointer density, and disciplined upgrade testing.
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How to evaluate Go 1.26 in production systems
2026-08-08
Go 1.26 matters most in the runtime, toolchain, and dependency edges it changes under your production workloads. This article lays out a practical upgrade plan for teams running AI and blockchain services in Go.
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Modernizing Go Code with Mechanical Fixes
2026-08-07
Go modernization works best as an engineering workflow, not a cleanup sprint. Use toolchain-aware rewrites, verify behavior with tests and benchmarks, and extend the same approach to your own internal APIs.
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Go stack allocation, escape analysis, and hot-path design
2026-08-06
Go performance often turns on one compiler decision: stack or heap. This article shows how to inspect escape analysis, verify allocation behavior with benchmarks and profiles, and shape Go APIs to keep hot-path data off the heap.
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What Go’s source-level inliner changes for hot paths
2026-08-05
Go’s new source-level inliner changes how you approach performance work in hot Go paths. The win is not the missing call itself, it is the compiler visibility you gain across the boundary, and the maintenance cost you take on in return.
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Go Type Cycles and What They Mean for System Design
2026-08-04
Go’s rules for recursive types shape more than compilation. They affect memory layout, encoding, and data-model design in production systems such as blockchain clients and AI services.