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Insights on AI-powered code maintenance, platform engineering, and developer productivity.
How to Migrate Kafka to Redpanda Across Every Repo in Your Org
Redpanda is Kafka API compatible, so migrating from Kafka is mostly an infrastructure-as-code change, not an application rewrite. Here's the exact method for updating your Terraform, Helm, and monitoring config, the two compatibility checks that connectivity tests don't cover, and how to run it across every repo at once.
How to Migrate Kafka to Redpanda Across Every Repo in Your Org
Redpanda is Kafka API compatible, so migrating from Kafka is mostly an infrastructure-as-code change, not an application rewrite. Here's the exact method for updating your Terraform, Helm, and monitoring config, the two compatibility checks that connectivity tests don't cover, and how to run it across every repo at once.
How to Generate FedRAMP Compliance Documentation Across Every Service
FedRAMP authorization spends most of its time on documentation, not controls. Here's the exact method for generating accurate, code-grounded SECURITY.md files — and how to run it across every repo at once.
How to Migrate Python 2 to Python 3 Across Every Repo in Your Org
The mechanical fixes for a Python 2 to 3 migration are straightforward. The encoding audit is where migrations actually break — and where most teams stall when they're doing it across dozens of repos.
The Frontier Goes Quiet: How Three AI Labs Are Locking Down Their Most Dangerous Models
Anthropic walled off its most capable model. OpenAI tiered its access. Google built a distributed defensive toolkit. Here is what each decision actually means for defenders.
The field guide to getting platform PRs merged
We spoke with 100+ platform, infra, DevEx, and AppSec teams about upgrades, migrations, and security fixes across dozens or thousands of repos. This is what we learned about creating the PRs, where they stall, and what actually gets them merged.
The hidden cost of code maintenance: why AI-driven upgrades are the next productivity frontier
While shipping got faster, maintenance didn't. Upgrades, dependency cleanups, and migrations still consume 30-50% of engineering time — and that's the paradox we need to solve.
Abstraction always wins: how every leap in programming tools rewired the engineering job
AI coding assistants are not introducing a new disruption — they are replaying a pattern at least seven decades old. Every major abstraction layer triggered the same cycle of resistance and eventual adoption.
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