About MeltingFace

Agents do the repeatable work; you keep the goals, the brand, and the spend; what you get is useful work, with a person still in charge.

LLM Ops · How we work · Platform

Why “agentic-first”?

We use agentic-first as the primary term. You may also see “agent-first” in glossary contexts — same operating model. It is not an unsupervised swarm:

• Humans own goals, brand, legal identity, and spend
• Specialist agents own well-scoped slices (research, engineering, review, writing, ops)
• Orchestration routes work and enforces one focused job so GPU and attention are not thrashed
• Institutional memory (RAG, brand kits, issue graphs) keeps agents on house truth

The useful split is simple: agents do the repeatable work, and a person still decides what is good enough to ship.

Who this is for

• Brand and content teams that need a person to decide what ships
• Leaders who keep the goals, the brand, and the spend while agents do the repeatable work
• Engineering leads who want one scoped job at a time, not a swarm
• Operations teams that need a person in the loop before anything is live
• Researchers who care whether the work got better, not only whether a demo sounded fluent

How we hold the line

• Technical Excellence — Precise language. Earn trust through accuracy. No hype without evidence.
• Human-Centered AI — Define jargon on first use. Write for a smart non-specialist.
• Transparency — Say what is live vs preview. Call out dry-run explicitly.
• Open Source Philosophy — Share the method. Process should be learnable from the output.

How content is governed

Outbound content uses a shared status vocabulary. Only approved pages enter the local site build. Live channels stay off until Board unlock. Agents must not invent corporate identity fields — those are Board-gated in the facts pack.

Where to go next

• How we work — what an engagement is for
• Platform — Presence as the lab
• Blog — notes
• Contact — [email protected]
• Privacy · Terms · AI Disclosure

Board record, not the offer

These lines are Board-gated facts. They are not the pitch.

Empower agentic-first business through LLM Ops — orchestration, routing, RAG, HITL.

MeltingFace empowers agentic-first businesses through LLM Ops: orchestration, routing, RAG, and HITL. Presence Bot is governed corporate presence under dry-run until Board unlock.

To empower agentic-first organizations — human employees amplified by coordinated agent workforces — with practical LLM Ops: orchestration, model routing, retrieval, evaluation, and human unlock. Not abstract policy decks.

MeltingFace Presence Bot — agentic-first company research + AI operations tooling. Dry-run preview only in v0.1. Industry: Software / AI Tools. Operating model: agentic-first (human-supervised).

*This site is a local / Board preview unless the Board unlocks live channels.*