PREVIEW PROTOTYPE — Cloudflare Access-protected draft generation. AI outputs are NOT independently assured. Do not enter confidential or regulated information.

Frontier Task & Rubric Assurance Engine

Source-first evaluation · criterion-level audit · frontier task design · persistent follow-up register

Evidence extraction & traceability

Authenticated Pages extraction reads supported files in memory and imports locatable evidence into the selected generation source. Extraction is not semantic verification; a human must validate claims and citations.

Select multiple reference files and choose Extract & import evidence. The current generation request limit remains in force. Extracted source text is inserted into the generation context; source claims still require human validation.

Generation Context Router

Auto-detects the authoritative generation pathway before any artifact generation. Manual overrides must have the required inputs. Source provenance and unresolved conflicts block release.

Enter inputs and select Detect route.

Human reviewer feedback & recalibration

Paste a consolidated human review or individual criterion comments. Feedback guides a fresh generation and independent assurance review; it never overrides critical gates. Recalibration uses the paid AI backend.

Use Generate & Validate for a normal run. Recalibrate sends the entered feedback with the same task inputs.

Rubric composition targets

Rubric counts are advisory targets. Automatic repair retries validation failures up to three times. Unresolved assurance failures block release. Existing scoring and security rules are unchanged. Domain-specific dimension checks remain subject to independent assurance.

Authenticated draft generation uses the Pages Function and backend Worker. No automated semantic assurance; all generated artifacts require human verification.

Project & evidence intake

Evaluation hierarchy: Reference Materials → Prompt → Golden Deliverable → Model Output. Higher-authority evidence prevails. Authenticated Pages extraction supports PDF/DOCX/XLSX and text. Review imported evidence and complete evidence-based assurance checks.

Local autosave uses this browser. Clicking Generate & Validate sends entered Prompt, Reference Material and Golden Deliverable text to the protected backend and OpenAI for draft generation. Export JSON for backup.