Interactive HTML5 canvas cockpit showing prompt, image backend, export artifact, and receipt proof.
GPT Image Lab spotlight
Open the image lab, generate or inspect a visual result, and leave with the prompt, backend boundary, export artifact, and proof receipt.
Scan chopshopr.ai.
Live front page.
Static HTML5 canvas proof active; QR available in the first view.
Start
Prompt, backend, export, receipt.
Practice loop Turn attempts into method.Try, miss, adjust, repeat.
Local MCP Bring up the bounded local stack.Register the LLM profiles, read 401s literally, and treat pre-onboarding as normal.
QR code Scan chopshopr.ai.Point a phone at this code or tap the card to open the live front page.
UI frontier
Analytics pages and experiment cockpits matter after the operating loop exists. The first surface should turn intent into typed tasks, eligible components, scored layouts, critic feedback, and a receipt.
Best first surface because it owns intent, tools, approvals, reversible actions, state, receipts, and memory.
Score = 0.30 task + 0.20 data + 0.15 hierarchy + 0.15 clarity + 0.10 a11y + 0.10 balance.
Labs
Each route exposes the input, state, output, and fallback text needed to check the result.
Generated image state, prompt route, download artifact, and backend receipt in one visual cockpit.
Inspect image PredictorBacktested Python forecasts, DMAIC controls, public sources, and packet-only answers.
Review forecasts ProductPractice shaped into faster feedback.
Try sprint GatedFrontier signals held behind a clean edge.
Open console Winning demoAI Engineer mission control for session clusters, hallway asks, and source-backed build receipts.
Open mission RadarPopular GitHub visual stacks turned into absorption packets.
Absorb stack WebGLALAN emitted as crimson particles, ribbons, and droplets in Three.js.
Open emitter PracticeMisses turned into method.
Open quiz DataData made tactile in the browser.
Open data Proof packet10 Codex goals, local datasets, DuckDB analysis, review packet, and refresh proof in one surface.
Review audit Design goalsMatrikChatKit, Arthasida, Streamlit, and Chopshopr UI goals grounded in research and verifier commands.
Review goals Bio-AIPublic evidence turned into hypotheses.
Open engine Life scienceOpen Targets 26.06 turned into a branch-ranked data pull.
Rank data SimulationFailure rehearsal as interface.
Run arena InterfacePrompt intent turned into working form.
Compose UI QualityBetter methods packaged into skill.
Map method Strange loopGödel, Escher, and Bach turned into package gates and review receipts.
Audit loop ArchitectureVoice and tools shaped into calmer architecture.
Plan buildJoin us
Send the user, action, and evidence the route must expose. If you want to run Chopshopr locally before sending a brief, start the local MCP setup guide.