Real cases end to end
- 01Content pipeline, from brief to shareable deliverable10 min
Content that must be translated, cited by an assistant and proofread offline is produced through a sequence of distinct roles, each with a single task: brief, drafting, voice alignment, search optimisation, batch translation, packaging. Each role starts once the previous one is finished and approved, never in parallel on the same text.
- 02Building a data asset, synthetic dataset or knowledge base8 min
A synthetic dataset and a knowledge base share the same architecture: batch ingestion or generation, deduplication, linking through a shared schema, then recall via a lightweight index. The schema is fixed before the first record, and deduplication happens before validation, never after.
- 03Fan-out research, with adversarial verification7 min
Launching searches in parallel speeds up collection, not judgement: speed changes nothing about reliability. Every claim kept must be actively contested through a distinct source before being cited with its source, and a claim that does not withstand it drops out of the draft instead of staying in a softened form.
- 04Verify before believing, four real traps10 min
A report written by a third party's agent, a paid skill sold as a bundle of features, a data connector announced as synced, and a competitor's page displaying a missing feature share the same flaw: each replaces a direct measurement with a claim that would need checking before being cited.
- 05A mobile application from end to end9 min
One work session is enough to chain a scaffold (the starting structure generated for an app), navigation between screens, a network call and the correction of flagged types, provided you keep the preview, which updates on your phone, open from the first screen. An error seen right after it is introduced is corrected within seconds.
- 06Automating your own practice, stack and skill8 min
A move that keeps repeating identically becomes a named command, invoked with a word rather than rebuilt every time. Distinct layers let it work on its own: the scriptable call does the work, the lifecycle trigger decides when to launch it, distilled memory keeps what needs to be remembered.
- 07Making your site readable by AIs, citation and agentic navigation8 min
Citation by an assistant and agentic navigation are two distinct capabilities, checked by two distinct controls. Citation depends first on what other pages say about the site, and markup does not create it; navigation plays out on the page, where a button with no text or accessible label stays invisible to an agent.