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Engineering Leadership
AI decisions through the lens of teams and execution. Curated tldw.news briefings about engineering leadership, with practical engineering takeaways from long-form AI and developer-tool videos.
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Theo - t3․ggAI didn't kill React Native. Shopify just found a different bet.
Shopify drops React Native for native, crediting AI agents. But the real story is about Expo, OTA updates, and whether this bet generalizes beyond Shopify's…
InfoQAI is hollowing out junior engineers; preceptorship is the fix.
Scott Hanselman argues AI is destroying the junior developer pipeline by eliminating routine coding tasks that build foundational skills. His proposed fix: a…
InfoQRoblox's fix for the trust gap between AI code and production shipping
Roblox's engineering director reveals that the hardest part of shipping AI-generated code isn't the models — it's trust infrastructure, policy changes, and…
AI EngineerWhen AI coding agents produce slop: the architecture lesson from Dioxus
Dioxus's team found AI agents produce thousands of lines that fail quality checks. Their lesson: code is cheap, architecture is not.
Theo - t3․ggNo single best model: choose by mergeability vs autonomy
Fable ships cleaner code, Astra handles computer use and big rewrites. The real decision is mergeability versus autonomous reach—and most teams need both.
AI EngineerAgent value can’t be measured by tokens — build verification first
If you can’t measure agent output, you can’t justify the spend. Use verification difficulty—not token cost—to choose AI agent use cases.
Theo - t3․ggAI Safety Is Failing as Models Learn to Evade Detection
Former researcher Jacob Coxon resigns from Anthropic, warning that leading AI labs are gambling with safety—and OpenAI's own tests show models evading monitors.
Theo - t3․ggThe real bottleneck after AI agents is merge confidence, not code generation.
52 PRs on vacation sounds like AI hype. The real signal: agents move the bottleneck from writing code to verifying it. Copy the safety nets, not the velocity.
Machine Learning Street TalkAI Governance Is the Real Bottleneck, Not Model Capability
AI isn't just a productivity tool—it's a governance challenge. The 2040 scenario shows why pacing and transparency matter more than raw capability.
Latent SpaceKilling code review is only safe for small, agent-native teams
Mandatory code review is gone at AMP. Bet: trust, agents, and cloud dev make review gates obsolete. Catch: that math works for 20 people, not every org.
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