# Orfloat

> Forward Deployed Applied AI engineering studio. Muscat, Oman.
> We embed engineers inside a handful of GCC businesses each year and
> turn what Claude can already do into systems your team will still
> trust at 2am on a Friday.

## Pages

- [Orfloat — We follow the pioneer](https://www.orfloat.com/index.md): A ledger of respect. Orfloat is an independent Applied AI engineering studio in Muscat, building on Anthropic's Claude. Not a pitch, an invitation.
- [Orfloat — The Practice](https://www.orfloat.com/practice.md): How Orfloat works — the 4D framework, the six Claude primitives we compose, and the Discovery-first engagement model.
- [Services](https://www.orfloat.com/services.md): How Orfloat engages — Discovery, Service Agreement, Forward Deployment.
- [Work](https://www.orfloat.com/work.md): Engagement register, held in confidence until clients publicly consent.
- [Why now](https://www.orfloat.com/why-now.md): The capability-overhang thesis. Why deployment lags capability and what GCC operators should do about it.
- [Why us](https://www.orfloat.com/why-us.md): Founder credentials, certifications, region fit — why Orfloat for forward-deployed Applied AI in the GCC.
- [About](https://www.orfloat.com/about.md): The studio, the founders, the principles. How Afraa & Mufassir LLC operates Orfloat from Muscat.
- [Contact](https://www.orfloat.com/contact.md): How to start a Discovery Phase. Email and form details, response cadence.

## Notes

- [Notes](https://www.orfloat.com/notes.md): Field notes, briefings, primers, and reading reports from the studio.
- [Forty-two agents on our own codebase, and the call they couldn't make](https://www.orfloat.com/notes/dogfooding-the-workflow.md): We pointed Claude Opus 4.8 and Claude Code's new dynamic workflows at our own website — 42 agents, ~14 minutes, one production deploy. The workflow surfaced a genuinely high-value fix and then nearly fooled itself. The judgment that caught it is the whole point.
- [Claude Opus 4.8, and the discipline it asks for](https://www.orfloat.com/notes/opus-4-8-discipline.md): Anthropic shipped Opus 4.8 today — around four times less likely to let its own code flaws pass, paired with dynamic workflows that orchestrate hundreds of subagents from a single session. The capability stopped being the constraint a while ago. What is left is whether you can describe the work and discern the output — the disciplines, not the model.
- [Software after software, and the record so far](https://www.orfloat.com/notes/software-after-software.md): Twelve theses on what software becomes when intelligence is abundant — and the empirical record from the last six months that says they are no longer speculative.
- [Anthropic's enterprise playbook, read from Muscat](https://www.orfloat.com/notes/anthropic-enterprise-playbook.md): A 35-page enterprise guide from Anthropic mapped against what a Muscat operator actually needs.
- [AI is not a software business anymore](https://www.orfloat.com/notes/ai-is-not-a-software-business.md): Hyperscaler capex hit $700B in 2026. Your AI vendor agreement is a supply contract.
- [The capability overhang is no longer theoretical](https://www.orfloat.com/notes/capability-overhang.md): Claude Opus 4.7 shipped six weeks ago. The frontier is moving faster than most boards have agendas for.
- [Model Context Protocol, plainly explained](https://www.orfloat.com/notes/mcp-plainly-explained.md): MCP is the boring-sounding standard that makes the rest of Anthropic's stack non-boring.

## Reference

- [Privacy Notice](https://www.orfloat.com/privacy.md): Oman PDPL-aware privacy notice. How Orfloat collects, uses, and protects personal data.
- [Terms of Use](https://www.orfloat.com/terms.md): Terms of use for orfloat.com and any service agreements that arise from it.
- [Trademarks & Attribution](https://www.orfloat.com/trademarks.md): Orfloat is independent from Anthropic. Trademark attribution and independence statement.

## Studio brief

- [Studio brief](https://www.orfloat.com/llms-mini.md): Compact ~3k-token overview — identity, 4D framework, services, engagement model, key positioning. Pasteable into any AI chat.

## Full text

- [Full dossier](https://www.orfloat.com/llms-full.txt): All pages concatenated, single file.