TeamSpec Open Source · FastBytes Consulting

Forge

Forge is the TeamSpec open-source agent execution layer. FastBytes helps organizations implement, configure, and integrate Forge into their stack — with the runtime controls, observability, and governance their teams actually need.

Configs without a launcher are just documents.

AI Forge is the execution layer of your agent ecosystem. It reads configs from The Agent Hub and turns them into running agents — with the controls, visibility, and history your team actually needs.

The Problem

Your team has agent configs scattered across repos, wikis, and local machines — but no reliable, governed way to actually run them. Every launch is a manual process. There's no unified view of what's running, what finished, or what failed. And when something goes wrong, there are no logs to debug against.

Forge + FastBytes

Forge is the open-source TeamSpec execution layer — it reads agent configs from AgentHub and turns them into running agents in seconds. FastBytes handles the implementation: setup, integration with your existing stack, team training, and ongoing support. Open source tooling with expert-backed deployment.

The Launch Console

AI Forge gives your team a single, governed interface for spawning agents. Select a config from the Hub, set your runtime parameters, and fire — all with full traceability from first token to final output.

  • Select any config from The Agent Hub by name, tag, or version
  • Override model, temperature, and context at spawn time
  • Launch single agents or multi-agent pipelines in sequence or parallel
  • Monitor live agent status — running, queued, succeeded, failed
  • View complete execution logs: inputs, outputs, tool calls, and cost
  • Schedule recurring runs or trigger via webhook
  • Full spawn history linked back to the originating Hub config
Get Consulting Help Includes Forge setup + implementation planning

Everything you need to run your agent fleet

01

One-Click Launch

Spawn any agent from its Hub config in seconds. Select by name, tag, or version — no CLI setup, no manual environment wiring, no lost-in-translation errors.

Instant Spawn Config Selection No CLI Required
02

Runtime Overrides

Customize model, temperature, tool access, and context at launch time without modifying the base config. Experiment freely while keeping your Hub config clean and canonical.

Model Selection Parameter Tuning Safe Experimentation
03

Multi-Agent Orchestration

Launch agents in sequence or parallel. Pass outputs from one agent as inputs to the next. Build complex workflows from simple, well-defined config blocks in the Hub.

Sequential Pipelines Parallel Runs Output Chaining
04

Live Status Dashboard

Real-time view of every agent in your fleet — running, queued, paused, succeeded, or failed. Know exactly what's happening across all your active runs at a glance.

Real-Time Status Health Indicators Fleet Overview
05

Execution Logs

Full, structured logs for every agent run — inputs, outputs, tool calls, errors, latency, and token cost. Trace any run back to its Hub config version for reproducibility.

Structured Logs Cost Tracking Error Tracing
06

Scheduling & Triggers

Run agents on a schedule, on-demand, or in response to upstream events via webhook. Build reliable recurring workflows without babysitting a cron job.

Cron Scheduling Webhook Triggers Event-Driven Runs

Who AI Forge is built for

⚙️

Operations Teams

Running recurring agent workflows — daily reports, data sync, QA checks, inbox triage — who need scheduled, reliable, observable agent execution.

🧪

Engineering Teams

Testing and iterating on agent behavior across dev, staging, and production environments with full runtime control and execution history.

🚀

Product Teams

Launching agents as features within your product — with proper lifecycle management, cost visibility, and audit trails for every agent run.

The Forge needs the Hub.

AI Forge is the execution layer. The Agent Hub is the config layer. Together they give you a complete agent lifecycle — from definition to deployment to debrief. And with AI Guardrails sitting above both, your entire agent fleet stays governed, compliant, and under control.

Agent Hub →

Define and govern your agent configs. The single source of truth that AI Forge reads from at launch time.

AI Forge (You are here)

Select a config and bring it to life. The execution layer that turns agent definitions into running, observable, governed agents.

🛡️

AI Guardrails →

Fractional Head of AI oversight across your entire agent ecosystem — policy, compliance, vendor evaluation, and strategic roadmap.

Turn your configs into action.

Stop manually wiring up agent runs. Get a governed launch console your whole team can use — with the observability you actually need.