Hide badges until loaded — no more 'checking...' on first paint

Hide BYOK API key setup on HF Spaces — server key handles everything

Fix: use custom X-LLM headers instead of Authorization (HF proxy intercepts it)

Add realistic example templates: product, resume, pitch, policy, listing, blog

Show elapsed seconds on Auto-fill buttons while thinking

Fix port binding: simplify startup, remove timeout on segments, clean SIGTERM

Show 'Thinking...' on Auto-fill buttons and placeholders during LLM call

Add elapsed timer, pulsing progress bar, timeouts with fallbacks for long LLM calls

Security hardening: rate limiting, no creds in URLs, path traversal fix

Pass LLM credentials per-request, never store server-side

Improve persona setup UX: hide folder on Spaces, add progress bar, better errors

Clarify API key is never stored or logged

Show base URL and model fields by default — don't lock to any provider

Add HuggingFace Spaces deployment support

UX copy overhaul: intuitive labels, consistent terminology, plain language

Fix XSS, VJP contract, binding, session security, name collisions, and error handling

Remove redundant text output — table with expandable rows is the interface

Make gradient table rows expandable with per-evaluator details

Remove personal/dating examples from all placeholders and prompts

Show change label instead of ID in counterfactual progress log

Move counterfactual params from GET query to POST+ticket to avoid log leakage

Add Suggest buttons for goal and audience instead of black-box auto-fill

Make entity, goal, and audience first-class inputs

Extract demographic filters from audience context for Nemotron cohorts

Auto-generate changes from concerns, one-click directions flow

Reframe analysis around persuadable middle, not universal appeal

Add goal-weighted gradient (VJP) — optimize toward objectives, not universal appeal

Hint larger panel size when below 40

Use Nemotron personas when available, add dataset setup UI

Remove dating/relationship references from all files

Use generic placeholder for audience context

Fix checkbox layout, default bias calibration on, simplify label

Simplify web UX: one-click evaluate, no segment configuration

Auto-suggest context-aware segments from entity via LLM

Add bias audit to web interface, make web the primary entry point, switch to MIT license

Add web interface for SGO pipeline