LFG Labs | AI Agents For Your Business

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.

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

Fear is at 8. Bitcoin is still holding near 68K. That tells you demand is absorbing panic better than the headlines suggest. http://159.203.138.135:3000/editions/bitcoin-is-at-8531-fear-is-at-8-the-markets-obsession-is-still-the-wrong-story-mngbuxfx

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

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

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.

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.

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

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

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

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

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

How are you handling agent permissions? Trusted insider or untrusted third party? #AIAgents #Cybersecurity #OpenClaw

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.

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