One subject at a time.
All the way down.

The longer thinking behind the videos: what I believe, what I can show, what I still need to test, and the discussion that followed.

WEEKLY MASTER ARTICLES01 — 11

Agents need an independent exam

The practical controls that let a fast coding agent produce work you can actually sign off.

Model consensus is not engineering evidence

What model debate can reveal, what polished probing cannot supply, and how real experiments turn a design into an engineering decision.

The daily record

Every angle has
room to breathe.

Platform editions are tailored to their audience. Their complete written reads are here now; players appear only for verified public videos.

One subject at a time.All the way down.

Agents need an independent exam

Model consensus is not engineering evidence

Every angle hasroom to breathe.

Do not re-teach stock safety per agent.

Who writes the agent's exam?

Make retry safety survive every agent run.

Fast agents still need fixed contracts.

The agent cannot grade its own click path.

Computer use needs a second witness.

Saved is not the same as survived.

A screenshot is not an assertion.

AI budget hides in the attention loop.

Seat adoption is not AI ROI.

Five seats can make one manager the queue.

The cheap agent run can create an expensive loop.

Let agents move within real boundaries.

Agentic speed needs observable control.

The guardrail must travel with the work.

Fast agents need upstream controls.

Four columns expose the real difference.

Agentic speed needs a proof system.

The fastest demo can hide the wrong authority.

A hook list is not a control map.

Green needs a provenance trail.

The worker's tests are useful but interested.

The terminal says zero. The suite did not pass.

Exit zero is not enough evidence.

More reviewers may mean one repeated premise.

An agent chat is not a decision record.

A reviewer can inherit the author's favorite proof.

Two approvals are not two observations.

The polished review hides blank cells.

A model loop won't make you an engineer.

Both models approved the backfill.

Two models are not two sensors.

The green UI has five blank cells.

Can the builder explain the failure path?

The backfill passed review. Restart it.

A demo can pass with no state model.

What survives a context reset?

Durable notes are necessary, not ownership.

The agent that built it is gone.

A summary is not a causal model.

The cost curve starts after launch.

AI makes building cheap, not owning.

The founder built the tool in a weekend.

The demo is the cheapest part.

Three designs need three predictions.

Let models broaden the option set.

The old incident changes the answer.

Two models can widen the options.

Map each assumption to one fault.

Record the prediction before the result.

The canary makes both models revise.

What would prove the design wrong?

The missing option can be the costly one.

Confidence is routing input, not permission.

Rename the labels. Does the policy flip?

Type-safe is not decision-safe.

One subject at a time.
All the way down.

Every angle has
room to breathe.