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AI Workflows - Page 45
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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IBM TechnologySocial Engineering Won’t End; It’s Shifting to Your Agents
Social engineering won’t stop; it’ll target AI agents instead of people. The threat surface is moving, and your IAM isn't ready.
InfoQStop Prompt Hacking: Architect for Deterministic AI Agents
Prompt engineering won’t make AI agents reliable. Build a skill store: codify successful outputs as deterministic code to skip reasoning for known problems.
InfoQDurable Agents Need Workflow Engines, Not Whole-Loop Sandboxes
Separating agent reasoning from tool execution in a durable workflow engine prevents state loss, eliminates idle waits, and provides an audit trail.
AWS DevelopersThe System Prompt Is Your Agent's Real Strategy, Not the Model
Tools turn an LLM into an agent, but the system prompt is the real strategy. MCP aims to turn internal APIs into agent capabilities without custom code.
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.
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