Live Prompting
Describe real-time financial applications and watch them update live. No recompile, no reload, no refresh. Every line ships under the entitlements, audit, and instrumentation your firm already enforces.
Build at the speed of conversation
Prompt-driven development, production-grade by default
Live Prompting brings AI-assisted development inside the 3forge platform. Developers, traders, and coding agents describe what the system should do, from headless back-end application processes to layouts like a risk exposure view. The running engine updates in place. There is no separate AI build, no parallel deployment lane, no waiting for the next release.
Built on the platform your team already trusts
Faster to build. Faster to review. Faster to ship.
Live Prompting inherits everything that makes 3forge production-ready for the world's most demanding firms. The runtime, the data fabric, the entitlements, and the architectural patterns institutional applications rely on are already provided. Live Prompting writes only the missing 5%, your layout, your business logic, your schema, grounded in the same conventions your engineers already use. Generated work passes through the same entitlements, the same audit trail, the same instrumentation as anything written by hand. There is no new system to certify, no separate observability layer, no second class of code.
The downstream consequences land across the entire development lifecycle.
Develop
Less to write
Only the business-specific 5% needs to be authored. The runtime, the data fabric, and the panel framework are already there. Engineers and prompters focus on workflows and business logic, not infrastructure.
Review
Familiar patterns
Generated work follows the 3forge architectural conventions. Reviewers see the patterns they already know, with a smaller surface to inspect and fewer surprises to chase down.
Approve
No new controls to sign off
Entitlements, RBAC, audit, encrypted credentials, every control your firm already certified on 3forge applies to prompted work, unchanged. Compliance sign-off is a renewal, not a fresh review.
Ship
Instrumented from minute one
Logging, tracing, and monitoring attach to prompted applications automatically. Production observability is inherited, not bolted on later.
Model agnostic. Surface agnostic.
Prompt from anywhere. Land in the same engine.
Live Prompting is not locked to one model or one chat surface. Engineers run coding agents like Claude Code or Codex against the 3forge codebase from their IDE. Traders, PMs, and analysts prompt from inside the running 3forge application, with the dashboard responding live to each instruction. Platform teams script prompts into pipelines for repeatable, reviewable changes.
Every surface lands in the same engine, under the same controls. A prompt from an external agent and a prompt from the in-app panel produce the same outcomes, audited identically, promoted through the same environments. There is no separate AI build of an application, just the application itself, however its pieces were written.
Scales with the platform
Built on infrastructure that already scales
Live Prompting runs on the same infrastructure that handles trillion-row historical tables, sub-millisecond market data, and millions of concurrent updates in production deployments today. Prompted applications inherit that scale automatically. A prototype that runs on a developer's machine is the same shape as the one that runs across a global trading floor.
There is no special path for AI-prompted workloads. Whether the firm is prototyping one dashboard or rolling out a hundred applications across a regional desk, the engine, gateway, and persistence layer handle the load the way they always have. Scaling Live Prompting is scaling 3forge.
Demonstrated at the 3forge Enterprise launch
See it build a real-time stock tracker
A trader wants a stock tracking application: live positions, a concentration heatmap, a sector view, a candlestick chart, and an event-driven workflow to reduce exposure, contact clients, route orders, or escalate to risk. Under the hood: prices and client data on Kafka feeds, alerts in an SQL database, all joined in real time. Could you build that today, just from a prompt?
At the 3forge Enterprise launch, Live Prompting built the working foundation of that application in 11 minutes and 74 lines of code. Every change appeared in the running application, with no recompile, no relaunch, no refresh.
Get started
See Live Prompting build your next application, live.
Book a 30-minute working session with a 3forge solutions engineer, on your use cases, your data, your scale.