Dual Lane Diagnostic

The structure must hold. The human texture must breathe.

Lane One — Machine Lane: structure, logic, clarity, claim control Lane Two — Human Lane: tone, rhythm, warmth, lived readability

1. Your draft

Paste your writing, diagnose it, then decide whether you want a revision.

Your writing stays in this browser during diagnosis.

Revise this draft with AI

Human Texture uses the diagnosis of your current draft to propose a revision while preserving its purpose, voice and supplied facts. Your original stays intact until you accept.

Findings guiding this revision
    Add audience, facts or voice guidance (optional)

    Model: checking availability. The key is reused for draft and example revisions in this open page only. Clear key, refreshing or leaving the page removes it; it is never saved to browser storage. Your draft, context and key pass through this site's server to OpenAI. OpenAI usage is billed to your account. Site counters store operational identifiers, not your writing or key. This is not factual verification or publication approval.

    2. Compression Choice AI

    Give a passage the space its purpose requires. Receive a qualitative RETAIN / COMPRESS / DEVELOP recommendation. Neither shorter nor longer is inherently better.

    AI recommends. Human decides. Recommendation quality still matters. Accept the recommendation or choose another treatment. Your choice records your preference on this page; no rewrite occurs automatically, and it is not publication approval.

    Provider: OpenAI · configured qualified model: checking…. Uses your OpenAI API key; OpenAI charges your API account. No automatic provider fallback or end-user model switching.

    Diagnosis only: this launch does not rewrite your passage. A recommendation does not authorize rewriting. Use the separate Revise My Draft action to request a proposal.

    The browser-only diagnostic does not send your writing for AI processing. Optional Compression Choice sends your key, passage, purpose, and context transiently through the Dual Lane Vercel function to OpenAI only after you choose Analyze. Our application does not intentionally persist them or put them in logs. Your key remains in this page's memory rather than browser storage; the Forget key control clears the page value, but secure memory erasure cannot be guaranteed. Hosting and OpenAI policies also apply. OpenAI and hosting infrastructure may retain data under their own policies. Do not submit confidential or sensitive personal information. OpenAI API data controls.

    3. Reference Examples

    See the method in practice. These published pairs are teaching examples, separate from your draft and Compression Choice.

    Browsing examples never changes your writing.

    Before

    What got flagged

    Flags refer to the example version shown above. Drag the bottom-right corner to resize.

    AI can address these findings. We recheck its proposal; a passing diagnosis is not guaranteed and does not verify facts.