How does Launchfiles differ from Langfuse?

While Langfuse focuses on post-hoc LLM observability and tracing telemetry (tokens, latency, cost), Launchfiles is a pre-execution control plane that enforces work order boundaries, deterministic PR gates, and founder sign-offs before agent code executes.

Can Launchfiles and Langfuse be used together?

Yes — use both. Langfuse monitors runtime model telemetry, latency, and token spend, while Launchfiles governs agent authority, file mutation boundaries, and production merge approval.

Does Launchfiles replace OpenTelemetry, Datadog, or Langfuse traces?

No. Observability platforms record what happened after an agent runs. Launchfiles enforces what is permitted before an agent runs, stopping silent regressions and un-gated PRs before they reach production.

AGENT CONTROL PLANE · PRIVATE BETA

Observability records the crash. Launchfiles prevents it.

Langfuse-style tracing shows latency, tokens, and failed runs after the fact. Launchfiles is a pre-execution control plane: work orders, PR gates, and human approval before agent mutations ship.

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Private beta · No card · No auto-approval

Sample scoped work order

Verifiable test receipt

Human approval boundary

Next safe action

Observability vs control plane

Same agent fleet. Different job.

Dimension	Observability (e.g. Langfuse)	Launchfiles
When it acts	After the run	Before + at the gate
Primary output	Traces, tokens, latency	Work orders, gates, receipts
Stops bad merge?	No	Fail-closed yes
Human authority	Optional review of logs	Required for ship
Best for	Debugging model behavior	agent changes to prod

Yes — use both. Trace runtime. Govern authority.

What Launchfiles adds that tracing cannot

BoundFile whitelist & commands

Agent runs in scopeDiff confined

GateTests & types pass

You approveSigned execution receipt

Pre-execution gate

— validate scope before agent writes

Test & lint verification

— checks before PR

Human approval token

— block ship until founder signs

Immutable receipt

— link diffs to proofs

Observability watches. Control decides.

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Built for engineering teams running agent fleets

Frequently asked questions about pre-execution control vs post-hoc tracing.

How does Launchfiles differ from Langfuse?: While Langfuse focuses on post-hoc LLM observability and tracing telemetry (tokens, latency, cost), Launchfiles is a pre-execution control plane that enforces work order boundaries, deterministic PR gates, and founder sign-offs before agent code executes.
Can Launchfiles and Langfuse be used together?: Yes — use both. Langfuse monitors runtime model telemetry, latency, and token spend, while Launchfiles governs agent authority, file mutation boundaries, and production merge approval.
Does Launchfiles replace OpenTelemetry, Datadog, or Langfuse traces?: No. Observability platforms record what happened after an agent runs. Launchfiles enforces what is permitted before an agent runs, stopping silent regressions and un-gated PRs before they reach production.

Agent control plane · private beta