Product Roadmap

Meet Benson

Your AI agent that teaches, builds, deploys, manages, and scales. Not a tool you use once — a partner across the entire lifecycle.

The Benson Lifecycle
Teach
Learn by building. Benson explains every decision.
Build
Scaffold full applications from a single prompt.
Deploy
Ship to SLYD Cloud or your own infrastructure.
Manage
Monitor, troubleshoot, and optimize in production.
Scale
Grow usage, earn revenue, get insights.
Live

Knowledge Assistant

Benson's foundation. A conversational AI tutor that understands your project, explains concepts in context, and teaches you to build — not just builds for you.

Interactive Tutor

Ask questions about code, architecture, or infrastructure. Benson explains what it's doing and why, so you learn while you build.

contextual learning code explanation

Conversational Interface

Three-panel UI with real-time conversation, task status, and system events. Persistent sessions that remember where you left off.

websocket session persistence

Benson Ops Billing

Transparent, consent-based pricing. See what every task costs before it starts. No opaque credits, no surprise bills. You're always in control.

pre-task estimates consent checkpoints

Security-First Architecture

Encrypted secret vault, path-sandboxed execution, append-only audit logs, HMAC-signed inter-component auth. Security by design, not by patch.

encrypted vault audit logging

Tiered Intelligence Routing

Every task routes to the right model automatically. Open-source models on SLYD compute handle most workloads. Frontier APIs only when genuinely needed.

model-agnostic cost-optimized

Persistent Context Memory

Benson accumulates knowledge about your projects, your environment, and your patterns. Every interaction makes the next one smarter.

context store data flywheel
Building

Builder Mode

Go from a single prompt to a complete, working application. Benson plans the build, shows you the steps, and executes them — each step aware of every file created before it.

Prompt-to-Project Scaffolding

"Build me a FastAPI app with auth and PostgreSQL" — Benson generates a multi-step build plan, shows it for approval, then executes it end to end.

build planner template registry

File-Aware Context Injection

Every build step knows what came before it. No scattered files, no broken imports. Each step inherits the full project context automatically.

context injector dependency resolution

Post-Build Validation

Every generated file passes syntax checks, import validation, and linting before it's delivered. Broken code gets caught and fixed automatically.

auto-validation error recovery

Smart Retry & Escalation

If a build step fails, Benson retries with error context, escalates to more capable models if needed, and keeps you informed at every stage.

escalation chain auto-retry
Up Next

Sysadmin Mode

After you deploy, Benson doesn't disappear. It becomes your infrastructure manager — monitoring health, catching problems before you notice them, and surfacing insights that save you money.

Proactive Monitoring

Benson watches your deployments around the clock. GPU utilization, memory pressure, error rates — problems get flagged before they become outages.

health checks anomaly detection

Cost Optimization Insights

"Your Llama deployment has been at 12% utilization for 72 hours. Want me to scale it down and save $340/month?" Infrastructure intelligence, not just infrastructure management.

utilization analysis right-sizing

Autonomous Troubleshooting

Benson diagnoses failures, applies fixes, and validates the recovery — all while keeping you informed. Escalates to you only when it needs a decision.

auto-remediation incident response

Security Posture Management

Continuous scanning for exposed ports, outdated dependencies, misconfigured access controls. Benson hardens your stack without you asking.

vulnerability scanning config auditing
Planned

Talk to Benson Anywhere

Benson meets you where you already work. Slack, Discord, your terminal — same agent, same memory, same capabilities, no dashboard required.

Slack & Discord Integration

Type /benson in any channel. Check deployment status, run diagnostics, trigger builds — right where your team already communicates.

slack bot discord bot

Mobile Notifications

Critical alerts pushed to your phone. Benson surfaces what matters and stays quiet when it doesn't. No notification fatigue.

push alerts smart filtering

CLI & Terminal Access

For developers who live in the terminal. Full Benson capabilities from the command line with rich formatting and streaming responses.

terminal UI SSH-friendly
Planned

Platform Liaison

Benson becomes your interface to the entire SLYD platform. Manage your apps, understand your analytics, and make decisions — all through conversation.

App Analytics & Insights

"How is my API performing this week?" Benson surfaces request volumes, error rates, latency trends, and user engagement — in plain language.

performance metrics trend analysis

Financial Intelligence

Revenue per app, compute costs, margin analysis, Ops usage patterns. Benson gives you a CFO-level view of your deployments without spreadsheets.

revenue tracking cost analysis

Deployment Management

"Scale my API to 3 instances" or "Roll back to yesterday's version." Benson executes infrastructure changes through conversation with confirmation at every step.

scaling rollbacks

Marketplace Management

Publish your app, set pricing, track installs and revenue. Benson handles the listing, manages updates, and reports back on how your app is performing in the marketplace.

app publishing revenue reports
On the Horizon

Enterprise & Sovereign

Everything Benson does, deployed on hardware you own and control. Same agent, same capabilities — air-gapped if needed. Sovereignty by architecture, not by promise.

On-Premises Deployment

Full SLYD platform on your infrastructure. Benson runs inside your network, your data never leaves your walls, your compliance requirements are met by design.

air-gapped zero data egress

Regulated Industry Support

Healthcare, government, defense, finance — Benson meets the compliance bar for environments where data sovereignty isn't optional.

SOC 2 HIPAA-ready

Multi-Tenant Team Management

Role-based access, team workspaces, shared project contexts, admin dashboards. Benson scales from solo builder to enterprise team.

RBAC team workspaces

Custom Integrations & APIs

Plug Benson into your existing toolchain. CI/CD pipelines, ITSM platforms, observability stacks — Benson adapts to your workflow, not the other way around.

API-first webhook support

Tiered Intelligence Engine

Benson routes every task to the most capable, cost-efficient model available. Open-source models on SLYD compute handle the majority of workloads. Frontier APIs are used only when genuinely needed.

Tier 3
Deterministic
Testing, linting, builds, file operations. Near-zero cost. Handled by purpose-built agents.
Tier 2
Local LLMs
Code generation & reasoning on SLYD's own GPUs. Most tasks resolve here. Free compute, high quality.
Tier 2+
Heavy Compute
Larger models for complex tasks. Full GPU cluster engagement before touching external APIs.
Tier 1
Frontier Models
Complex architecture & deep debugging. Premium APIs used only when local models can't match the task.

Tools generate code and disappear.

Benson teaches, builds, deploys, manages, and grows with you.

Reconnecting to the server...

Please wait while we restore your connection

An unhandled error has occurred. Reload 🗙