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From the Kynodex Team

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cyberattacksuisun-city-cyberattackFeatured

A California City Shut Down Its Entire Network to Stop a Cyberattack From Spreading. Here's What Your Team Should Check Right Now.

Malware hit Suisun City's 911 dispatch, forcing a full network shutdown and a state of emergency. A 29,500-person city was the target — proof "we're too small to matter" isn't a security strategy. Six checks to run this week.

Kynodex·Aug 10, 2026

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A California City Shut Down Its Entire Network to Stop a Cyberattack From Spreading. Here's What Your Team Should Check Right Now.

github-stacked-prs

GitHub's New Stacked Pull Requests: The Review Bottleneck Fix AI-Generated Code Made Unavoidable

GitHub's commits went from 1 billion in 2025 to a projected 14 billion in 2026 — AI made code generation free, but review stayed human-paced. Stacked PRs, now in public preview, is GitHub's structural fix, with a Copilot skill built in.

Aug 10, 2026Read

DeepSeek V4 Flash vs MiMo-V2.5 vs Hy3: The Real Open-Weight Cost Battle of 2026

DeepSeek V4 Flash wins on cost. MiMo-V2.5 wins on reasoning. Hy3 wins on deployment footprint — 300GB versus an 8-GPU cluster. Full benchmark tables, pricing, and real-world use cases for each.

Aug 3, 2026Read

openai-astra

OpenAI's Astra Solved Ten Decade-Old Math Problems — and This Time, You Don't Have to Take Their Word for It

OpenAI's Astra solved ten decade-old math problems, including the first known non-sofic group. The real story isn't the math — it's that every proof ships as a public, machine-checkable Lean file, replacing "trust the lab" with "trust the kernel."

Aug 3, 2026Read

hexagonal-architecturecoding

Hexagonal Architecture vs. Everything Else: A Decision Guide, Not a Religion

Hexagonal, Clean, Onion, and Layered architecture all point dependencies inward — they differ in what they cost you and when that cost pays off. A code-backed comparison with an honest benefits and drawbacks breakdown for each.

Jul 31, 2026Read

go-vs-nestjscoding

Go vs. NestJS: A Workload Decision, Not a Language War

Two 2026 benchmarks, two different conclusions — because they measured different workloads. A decision framework for Go vs. NestJS based on CPU-boundedness, throughput, and the one metric that matters more than latency: failures under load.

Jul 30, 2026Read

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