teds open --section approach

Technical work with tangible impact.

We work best with teams that need senior technical judgment for a bounded stretch: a prototype, evaluation pass, DevRel motion, technical content system, training program, or launch proof.

Talk to us Read the field notes

$ whoami

we turn unclear technical work into shipped artifacts your team can use.

teds engagements --list

Use the shape that matches the constraint.

Most work is retainer-based because context compounds. When the constraint is narrower, we use the simplest shape that gets to a useful artifact or decision.

Retainer

For embedded technical momentum.

Use this for prototypes, evaluations, content systems, DevRel strategy, or repeated judgment across work that crosses teams.

You leave with: shipped work, sharper decisions, and a team that understands the path better.

Fixed fee

For a bounded artifact.

Use this for an audit, prototype, red-team pass, launch package, training, or content sprint.

You leave with: one defined output and the notes needed to act on it.

Hourly

For focused advisory.

Use this for a short calibration, architecture critique, review, or technical working session.

You leave with: a cleaner decision and fewer unknowns.

If you are not sure which shape fits, send a message. Tell us what you are trying to build, break, or explain, and we will recommend the simplest path.

teds explain --why-us

Builders who can explain the work.

Most AI help comes in two flavors: people who can talk about it, and people who can actually build it. They are rarely the same people. We are.

Build

Working systems, not roadmaps.

Computer vision, vision-language models, robotics data, document AI, demos, tooling, and the pipelines that make prototypes survive contact with real use.

Break

Find the cracks before users do.

We red team, evaluate, and stress-test AI systems so brittle behavior shows up in a sandbox instead of in production.

Explain

Make hard capabilities usable.

We turn technical depth into docs, demos, talks, and content that help teams and communities understand what the system can actually do.

teds inspect --principles

How the work stays useful.

These are the checks we keep coming back to when a technical problem starts gaining process without clearer decisions.

Start from the real constraint.

We look for the bottleneck behind the request: technical uncertainty, unclear positioning, missing execution, weak evaluation, or a team that needs senior judgment for a short stretch.

Make the work concrete.

Plans are only useful when they turn into artifacts: prototypes, scorecards, content, hiring systems, training, evaluations, or decisions people can act on.

Leave less fog behind.

The goal is not to stay mysterious. The goal is to make the next technical move more obvious, more defensible, and easier to execute.

Cross-functional by default

AI problems rarely stay in one lane.

A model problem can become an evaluation problem, a product problem, a documentation problem, or a developer trust problem.

We move across those boundaries without losing the thread. That is how we find the real constraint and ship the thing that actually helps.

Start a conversation

Tell us what needs to move.

Send what you are trying to build, break, or explain. If we are the right fit, we will say so. If not, we will tell you that too.

Talk to us