FIELD NOTES / GUIDES / WORKFLOWS

Use AI with better judgment.

Independent guides built around decisions, repeatable work, and verifiable product differences.

A hand holding a Fork me on GitHub sticker, illustrating an open-source project evaluation
Guide · 6 MIN

How to Evaluate an Open-Source AI-Ready Building Editor

A practical pilot plan for assessing an open-source 3D building editor: test the project lifecycle, interoperability, extension boundaries and AI controls before committing work.

Shakespeare LyuFounder & Editor · Sep 11, 2026 · 01:20 UTC
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Abstract artificial-intelligence illustration used for an article about copyright readiness in China
Guide · 7 MIN

How AI Teams Can Prepare for China’s Copyright Policy Changes

China’s new copyright plan and AI-dispute guidance make evidence, vendor questions and response processes more important—while major training-data questions remain unresolved.

Shakespeare LyuFounder & Editor · Sep 11, 2026 · 00:00 UTC
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Astrall Dynamics Hypertron-T01 wheel-legged firefighting robot at an emergency-response demonstration
Analysis · 5 MIN

How to Evaluate a Heavy-Duty Quadruped Robot Beyond an Innovation Award

A heavy-payload robot can expand an industrial mission, but buyers need field evidence on autonomy, energy, safety, service and the complete payload configuration.

Shakespeare LyuFounder & Editor · Sep 11, 2026 · 00:00 UTC
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Editorial illustration of a market chart for evaluating an AI-computing supplier
Analysis · 6 MIN

How to Assess an Emerging AI Accelerator Beyond Its IPO

A practical framework for judging a new AI-chip supplier through customer concentration, software readiness, deployment evidence and a credible path to sustainable economics.

Shakespeare LyuFounder & Editor · Sep 10, 2026 · 21:35 UTC
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Abstract artificial-intelligence illustration used as an editorial image
Analysis · 6 MIN

How to Evaluate AI Token-Economy Claims

A practical framework for separating useful AI usage metrics from unsupported claims about revenue, productivity, energy efficiency and cross-border demand.

Shakespeare LyuFounder & Editor · Sep 10, 2026 · 16:40 UTC
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Close-up of NVIDIA graphics cards representing AI data-center infrastructure
Guide · 6 MIN

How to Evaluate Co-Packaged Optics Supply Readiness

A practical framework for testing whether co-packaged optics is ready for an AI-network deployment, from architecture and qualification to serviceability and supplier risk.

Shakespeare LyuFounder & Editor · Sep 10, 2026 · 14:38 UTC
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A hand holding a “Fork me on GitHub” sticker
Guide · 6 MIN

How to Evaluate Context Management Tools for AI Agents

A practical way to test whether an agent context layer reduces noisy tool output without hiding evidence, weakening privacy controls or making task recovery harder.

Shakespeare LyuFounder & Editor · Sep 10, 2026 · 12:05 UTC
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A magnifying glass over a US dollar bill, illustrating scrutiny of financial claims
Guide · 4 MIN

How to Evaluate AI Marketing Compliance Workflows

Use a controlled pilot to measure missed issues, reviewer workload and approval records before adopting an AI marketing compliance platform such as Blee.

Shakespeare LyuFounder & Editor · Sep 10, 2026 · 11:25 UTC
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Google News logo on overlapping blue, yellow, red, and green cards
Guide · 10 MIN

How AI Hardware Manufacturing Is Moving Closer to Data Centers

A practical guide to why AI server assembly and integration are moving nearer to demand—and how power, logistics, labor, and resilience determine which locations work.

Shakespeare LyuFounder & Editor · Sep 8, 2026 · 00:00 UTC
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Close-up of a black semiconductor chip mounted on a circuit board
Guide · 9 MIN

How Chip Tariffs Affect AI Infrastructure Planning

A practical guide to modeling semiconductor tariff uncertainty across AI hardware budgets, supplier concentration, contracts, and procurement evidence.

Shakespeare LyuFounder & Editor · Sep 8, 2026 · 00:00 UTC
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Blue-lit rack-mounted data center console with a blank monitor and keyboard
Guide · 10 MIN

How Communities Can Evaluate AI Data Center Projects

A disclosure-first framework communities can use to examine land, utility demand, public costs, jobs, governance, and enforceable evidence before approving an AI data center.

Shakespeare LyuFounder & Editor · Sep 8, 2026 · 00:00 UTC
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Angled computer screen showing the ChatGPT welcome page
Guide · 9 MIN

How Curriculum-Grounded AI Changes K-12 Teaching

A practical guide to evaluating curriculum-grounded AI through teacher control, classroom evidence, privacy safeguards, and disciplined school procurement.

Shakespeare LyuFounder & Editor · Sep 8, 2026 · 00:00 UTC
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