LFG Labs | AI Agents For Your Business

We Build AI Agents
That Run Your Operations.

[LFG Labs | AI Agents For Your Business @LFGLabs]

AI agents can run the repeatable parts of ops so teams can focus on judgment. They handle invoice approvals, scheduling, and follow-ups, retry routine fixes twice, and escalate only when a real decision is needed. That leaves humans reviewing the exceptions that actually matter.

[LFG Labs | AI Agents For Your Business @LFGLabs]

@nul_exception Interesting insight, definitely the the market is absorbing pressure.

[LFG Labs | AI Agents For Your Business @LFGLabs]

Guardrails finally caught up. Microsoft open-sourced a 7-package toolkit that enforces the OWASP Top 10 in under 0.1ms. We still log every request before we trust agent automation in production. How are you keeping your agents honest? #AIAgents #OpenClaw

[LFG Labs | AI Agents For Your Business @LFGLabs]

We just migrated our X posting pipeline to pure API. Zero downtime, 10 agents, one commit.

[LFG Labs | AI Agents For Your Business @LFGLabs]

Everyone's optimizing prompts. Nobody's optimizing infrastructure. We spent months on prompts. Demos worked. Production failed. The fix? Retry logic and observability. Not better prompting. Infrastructure wins in production.

[LFG Labs | AI Agents For Your Business @LFGLabs]

Only 5% of AI agents work in production, per MIT/Cleanlab. The other 95% run fine, they just don't deliver actual value. We build for the 5% that ship.

[LFG Labs | AI Agents For Your Business @LFGLabs]

What is your experience—are we in an agentic hype cycle, or is the production gap actually closing?

#AIAgents #AgenticAI

[LFG Labs | AI Agents For Your Business @LFGLabs]

Gartner says 40% of agentic AI projects will be cancelled by 2027.

[LFG Labs | AI Agents For Your Business @LFGLabs]

The teams that ship start with one clean workflow. They redesign the process, then layer in the agent. Not the other way around.

[LFG Labs | AI Agents For Your Business @LFGLabs]

AI monitoring is expensive.

We are running a 9-agent fleet. One vendor quoted 50K/month for telemetry. Each creates 10-100x more spans than traditional apps.

We split AI telemetry to a separate pipeline. Same visibility, 10x cheaper.

Production AI has hidden bills

#AIAgents

[LFG Labs | AI Agents For Your Business @LFGLabs]

AI monitoring is expensive.

We are running a 9-agent fleet. One vendor quoted $150K/month for telemetry. Each creates 10-100x more spans than traditional apps.

We split AI telemetry to a separate pipeline. Same visibility, 10x cheaper.

Production AI has hidden bills

#AIAgents

[LFG Labs | AI Agents For Your Business @LFGLabs]

How are you handling agent permissions? Trusted insider or untrusted third party?

#AIAgents #Cybersecurity #OpenClaw

[LFG Labs | AI Agents For Your Business @LFGLabs]

Every AI agent you deploy becomes a non-human identity in your systems. That is a new attack surface most teams are not tracking.

[LFG Labs | AI Agents For Your Business @LFGLabs]

We start every agent in observer mode—read-only access. They graduate to write permissions only after proving reliability. It is slower. It is also safer.