Resources
State of AI Gateways for the Enterprise
A public comparison library that scores every gateway against the same requirement set, with the source cited behind each answer. An AI gateway is the control point between applications and the models they call. It carries identity, policy, spend, and routing through one endpoint, the operational core of any real enterprise AI strategy.
Evaluating AI Systems Like Engineers, Not After the Fact
AI evaluation usually starts after something breaks. This post argues for engineering it instead: name failure modes first, run cheap checks before expensive judgment, and build the habits Liatrio teaches inside its AI Evaluation Bootcamp.
Silence Isn't Safety: What We Learned From Vetting AI Skills
What two months of building a vetting pipeline for AI skills taught us.
Reclaiming the Fifth Day: How AI Makes the 4-Day Workweek Possible
AI can accelerate production, but without organizational redesign, the gains disappear into more work. This white paper shows leaders how to turn AI-driven productivity into reclaimed time and a 4-day workweek.
Five Scanners, 5,000+ AI Skills: What We Learned About Skill Security
Liatrio tested five AI skill scanners against real malicious and benign corpora. Static tools never beat a simple keyword grep. LLM-backed scanners (Snyk, Cisco, SkillSpector) scored far higher, and requiring three of them to agree gave the cleanest high-confidence results.
Stop Measuring AI by Tokens. Measure It by Outcomes.
How Liatrio and SpaceXAI turn Grok, Cursor, and Grok Bot into enterprise throughput — with Forward Deployed Engineers who build with your teams, not for them.
Code Gauntlet Rewrite to Claude Workflows
We built a benchmark, measured our AI code reviewer against the market, then let Fable rewrite it over a four-day autonomous session. The new version tops every tool we scored.
We Let Machines Build It, Then Made Humans Vouch For It
A single-line CVE fix that passed every automated test still needed a 45-minute CAB meeting to ship. That's the gap autogov closes: signed build evidence and policy-as-code that replace manual approval with a portable, cryptographic verdict a machine can trust.
From Discovery to Developer-Ready: An AI-Native Product Workflow
AI tools have changed how engineers work. But developers are only one part of the team that delivers software to customers. When product managers, designers, and delivery leads are left out of the transformation, the bottleneck just moves upstream.
Recruiting in the AI Era: Why We Are Automating the Paperwork, Not the People
We're done sitting through demos of "revolutionary" AI-sourcing platforms that can't spot real talent. Liatrio's recruiter still trusts humans to judge this, but built a Claude + MetaView + Lever automation to kill scorecard paperwork. Here's how.
How to Win in the Age of Artificially Intelligent Enterprises
Most enterprises have bought the tools. Almost none have changed how they work. This white paper shows leaders what it actually takes to move from AI experiments to enterprise-scale results.
Agent Skills: Turning AI workflows into reusable team capabilities.
Explore how Agent Skills transform repeatable AI workflows into reusable, installable, and governable team capabilities, and why they are emerging as a more powerful foundation than prompt libraries for scaling AI-native engineering practices across organizations.
AI Amplifies a Good Platform… but it Doesn't Fix a Bad One.
Enterprises making the most of AI right now have spent the last decade doing work that rarely makes headlines: cleaning up pipelines, building self-service infrastructure that's secure by default, establishing clear ownership over their systems and data.
The Agent Harness Is Part of Production
The PocketOS incident shows why AI agent safety cannot depend on prompt-based guardrails. When an agent harness has production access, teams need to understand, constrain, and verify it like any other part of their operational infrastructure.
We're Becoming an AI-First Company… Because We Already Were
Ten years in, and our purpose has never felt more urgent. Here's why Liatrio is formally declaring itself an AI-first enablement company — and why it took no reinvention at all.
Forge: Liatrio's AI-Native Flywheel Program
Forge isn't your typical AI training. Liatrio's immersive program builds real AI fluency through hands-on practice, structured workflows, and shared learning — turning experimentation into repeatable outcomes and building a culture that's genuinely AI-first.
Ignite Interactive Playbook
This interactive guide outlines key strategies, frameworks, and actionable plays to modernize enterprise technology. Learn how to accelerate feature delivery, overcome technical challenges, and implement AI safely. Built from years of experience across industries like finance, healthcare, aviation, and transportation, the Ignite Playbook offers a structured approach to tackling modernization challenges.
AI-Native Jumpstart: Building with Spec-Driven Development
Speed without direction is just fast failure. Liatrio's Robert Kelly and Damien Storm break down why AI coding agents go off the rails and how their Spec-Driven Development workflow makes AI engineering reliable, repeatable, and actually useful.
Lead the Change or Be Left Behind: The New Leadership Mandate
70% of digital transformations fail. 95% of companies see zero ROI on AI. The gap between ambition and execution has never been wider. The reason is the leadership, not the technology. This whitepaper shows executives what it actually takes to break through.
So You Want to Move Back On-Prem...
As AI pushes workloads on-prem and to the edge, GitOps tools like Argo CD can fail without reliable connectivity; the fix is local caching—running a pull-through Git server and pre-bundling images to keep deployments and rollbacks working offline.
From Skepticism to Advocacy: Turning Senior Engineers into AI-First Leaders
The biggest barrier to AI adoption isn’t tools, it’s senior engineers who are already experts in their domain without them. If they don’t trust the benefits of adopting AI, adoption stalls across the organization. At Liatrio, we turn skeptics into advocates, unlocking AI-native velocity.
When the Calendar Becomes the System: How Reasonable Coordination Choices Quietly Break Engineering Teams
When meetings and check-ins pile up, focus disappears and progress slows. This post explores how well-intentioned coordination breaks shared context, why visibility isn’t progress, and how protecting focus helps teams move faster with less effort.
Infrastructure Expansion and Resilience: Setting the Right North Star
Resilience isn’t a static goal; it’s a rhythm in technology that needs to be beating along to the business dance. Everything as Code has made limitless expansion possible, but only resilient, repeatable, and secure foundations ensure that innovation can keep pace with scale.
Killing DevOps: The Rise and Fall of a Transformational Giant
The majority of IT organizations have implemented DevOps principles and ways of working. Sounds amazing, right? Then why is DevOps dying? Read the blog to find out.
Contributing to Sigstore: Lessons from an Enterprise Open Source Journey
Sigstore is a critical part of helping enterprise clients secure their delivery pipelines, remove Change Advisory Board (CAB) processes, and accelerate their journey to production.
The Ignite Playbook
This guide outlines key strategies, frameworks, and actionable plays to modernize enterprise technology. Learn how to accelerate feature delivery, overcome technical challenges, and implement AI safely.
We Bought The Latest AI Tool. So Where’s Our ROI?
Yes, you need a new tool. But this time you need A LOT more.
