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AI Workflows - Page 28
How engineering teams turn AI tools into repeatable work. Curated tldw.news briefings about ai workflows, with practical engineering takeaways from long-form AI and developer-tool videos.
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The Pragmatic EngineerSlow Down Your AI Coding Before It Breaks Your Engineering Culture
Meta’s AI-written, AI-reviewed code caused a security disaster. The lesson: without human oversight, AI coding tools destroy trust and reliability.
InfoQCommunity and Maturity Model, Not Tools, Drove Meta’s AI Gains
Meta’s team tripled code coverage with AI using a self‑assessment maturity model and grassroots community—but the speed exposed a looming code‑review crisis.
Machine Learning Street TalkThe Real AlphaFold Lesson: Kill Your Darlings, Not Just Scale
AlphaFold 2's 30-point leap came from ruthless ablation, not SE(3) equivariance. The 100x efficiency gain is a wake-up call for scale-obsessed teams.
Hugging FaceYour Next Training Script Might Be Written by an Agent
Using an agent to fine-tune another agent: a hands-on demo of AI-assisted SFT orchestration, revealing both workflow shifts and fundamental capability ceilings.
GOTO ConferencesYour Platform Is AI's Trust Boundary, Not Its Replacement
Platform engineering becomes AI's trust boundary: without deterministic, API-first, compliant services, AI agents bypass or break things.
IBM TechnologyAI Tools Slow You Down Unless You Redesign the SDLC
AI coding tools won't deliver promised gains without redesigning your entire SDLC. A study shows perceived speed is actually slower—here's the fix.
Latent SpaceThe Feedback Loop Is the Moat
Trajectory.ai productizes continual learning by capturing user corrections to auto-fine-tune models, signaling a shift from static to adaptive AI.
Theo - t3․ggAI Makes Shallow All-in-One Platforms a Strategic Play
AI slashes feature-build cost, making it viable to compete with sprawling SaaS by building shallow-but-broad platforms. The tradeoff: breadth replaces depth.
FireshipThe SQLite Fork That Knows Your AI Stack Needs Concurrency
Two experts are rewriting SQLite in Rust to add concurrency and vector search while keeping API compatibility. Deterministic simulation testing is key to trust.
IBM TechnologyThe bot web is here; the ad model isn't ready
AI agents now drive 57% of web requests, threatening ad-funded content. Plus, Microsoft’s new frontier model bets on legal safety over raw capability.
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