Sam Altman almost scrapped token pricing. Here’s why he backed off.

OpenAI considered dropping token-based pricing for its next model, letting developers submit a prompt and receive a price for the The post Sam Altman …

AWS’s Hydro team wants the compiler to catch coding agents’ mistakes

Earlier this month, the team behind Hydro developed a new way to check that a distributed system still works correctly The post AWS’s Hydro team wants…

Microsoft’s new Copilot harness makes agents easy — until you want to switch

Microsoft is opening up the GitHub Copilot agent harness to outside developers through Microsoft Foundry, bringing the same orchestration infrastructu…

AI that actually gets work done

Real outcomes, not prototypes: bias transparency with skew.ai, an MCP service layer with kort3x.ai, and an infra co-pilot with operAItor. The right mix of agentic, generative, and classic automation, safe and fast.

Faster shipping • Higher quality • Trust by design

Turn everyday work into intelligent systems

From bias-aware decisioning (skew.ai) to a unified MCP layer (kort3x.ai) and safe automation (operAItor), we design systems that move real work forward, not just generate output.

Built on products that ship

Launch faster with skew.ai for trust and bias metrics, kort3x.ai for MCP-based orchestration, and operAItor for safe automation across your stack. See both products in the wild at unskewed.news, our news property: skew.ai measures how five AI models each tell the day’s stories, and gantry.ai, our AI-driven content operations platform, runs everything around it, from clip extraction and the investigative newsroom to the subscriber briefing and the 24/7 live channel.

What that looks like in practice:

Smarter workflows

Agents coordinate across tools and handle routine steps.

Fewer hand-offs

Decisions and actions happen where the work lives.

Built for humans

Clear guardrails, approvals, and audit trails.

How we help, end-to-end:

Design intelligent workflows

Map where AI adds value and define success metrics.
Build & deploy safely

Multi-model, serverless, secure patterns (including operAItor for infra ops).
Enable continuous learning

Instrument outcomes and iterate quickly.
Transformation

Support to scale capabilities across teams.

Built with trust. Designed for progress.

Based in San Diego and serving teams worldwide. Built with / integrates with OpenAI, Anthropic, DeepSeek, AWS, GitOps, and Kubernetes.

The future belongs to organizations that make AI practical. We help you move from ideas to running systems, with clear guardrails and measurable results.

Ready to solve something real?

Let’s talk about your productivity challenges and design AI that actually works for your team.

Start with a conversation, not a sales pitch.