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Deployment

Build, publish and verify independently operated services.

Published Updated
Beginner

Cloudflare at the edge: products, boundaries, and deployment evidence

Learn how Workers, static assets, data products, and deployment checks fit into a small independently deployable service.

12 min↗
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Intermediate → production

Cloudflare Sandbox SDK 1.0: execution state, snapshots, and migration boundaries

Read Sandbox SDK 1.0 as an execution-state contract: Durable Object control, immutable snapshots, explicit network policy, and a rehearsed one-way migration.

12 min↗
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Intermediate → artifact and review design

Version agent work with Cloudflare Artifacts

Separate Git history, execution state, and large outputs; scope credentials and validate the exact commit before accepting agent work.

20 min↗
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Authentication → offline boundary fixture

Access service authentication: verify the machine principal on every request

Use an offline request matrix to separate a service credential, a browser session, an edge decision, and an authorized application action.

13 min↗
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Beginner

Maintain comparisons across updates

Keep Skills in maintainable units rather than simply adding more.

8 min↗
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Introduction → publishing and evaluation

Deliver your work through social media and services

Connect presentation, publication checks, analysis and improvement

14 min↗
Published Updated
Intermediate

Choose a GPU platform and cost model

Align runtime, storage, stopping and data-transfer assumptions before comparing prices.

12 min↗
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Beginner

Record experiments and integrate AI into a service

Turn small experiments into reproducible decisions and controlled operation.

18 min↗
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Beginner

Read this before adopting OSS AI: repository, weights, dependencies, and operations

Move OSS safely from learning into operations by separating licenses, maintenance, reproduction, vulnerabilities, and model weights instead of trusting star counts.

11 min↗
Published Updated
Intermediate → serving design

vLLM 0.29–0.30: treat a runner default as a serving-boundary change

A dated release note on testing vLLM runner, queue, and route authorization changes before adopting a new serving release.

8 min↗
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Beginner

Choose AI providers as operating layers, not a capability table

Design OpenAI, Anthropic, Google, ElevenLabs, Databricks, Vercel, and Cloudflare as model, data, execution, voice, and delivery layers.

7 min↗
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Intermediate

Evaluation, safety, and cost design before placing generative AI in production

Connect evidence, authority, recovery, observability, and updates before measuring model cleverness, so answer quality remains reproducible in operation.

8 min↗
Published Updated
Intermediate

AI apps on Vercel: put AI SDK, Gateway, and Workflow at product boundaries

Use Vercel’s agentic-infrastructure announcements to design streaming, tool calls, durable jobs, secrets, and evaluation as one web product.

8 min↗
Published Updated
Intermediate

Edge AI with Cloudflare: boundaries for Workers AI, AI Gateway, and Agents

Design state, authentication, cost, caching, and tool execution separately before shipping edge inference or an AI app quickly.

8 min↗
Published Updated
Intermediate

Build Trail: Rust stages 11–30

Use one work-log product to practice contracts, persistence, web boundaries, recovery, measurement, and release.

14 min↗
Published Updated
Beginner

Y Combinator observation: turn public signals into constrained experiments

A dated reading of YC RFS and company material, separated from recommendations and adoption claims.

11 min↗