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Coding Agents Are Becoming CI Workers. Start Sandboxing Them Like It.A practical seven-layer guide: sandbox, egress allowlists, short-lived credentials, propose/dispose CI, telemetry, and a kill switch
Omid Farhang argues the durable upgrade for coding agents isn't a smarter model—it's containment. A layered guide covering Docker isolation, egress proxies, propose/dispose CI, patch validators, telemetry, and a tested kill switch.
2 min · 436 words
AI Agents vs AI Workflows: How to Choose for Production
A practical guide from AIBackends on when to use deterministic AI workflows versus autonomous agents, why control flow ownership is the deciding difference, and how hybrid agentic workflows hold up in production.
8 min · 1,885 words
Design eng hiring guide — part 1: defining the role
A practical part-one guide to hiring design engineers: why the role exploded, three common archetypes across the design landscape, and how company stage shapes what “design engineer” actually means.
11 min · 2,538 words
Frequently Asked Questions (And Answers) About AI Evals
Hamel Husain and Shreya Shankar’s sharp FAQ on AI/LLM product evals: start with error analysis on real traces, build targeted evaluators, validate LLM judges with TPR/TNR, and avoid generic off-the-shelf metrics.
74 min · 17,016 words
ReBarUEFI: Resizable BAR for almost any UEFI systemA DXE driver and tooling to enable Resizable BAR on motherboards that never exposed the option.
Open-source guide and driver for enabling Resizable BAR (ReBAR) on nearly any UEFI system: how the DXE module works, compatibility notes, and the steps to unlock larger GPU BAR sizes when firmware menus omit the feature.
4 min · 880 words
A Staff Engineer's Guide to Inventing Work
Sujith Jay Nair explains how platform staff engineers invent roadmap work by reading signals from systems, users, the organization, and the industry—when there is no PM or revenue line to follow.
8 min · 1,756 words