agiletoai · a field guide to the instruments

For people who already deliver in Agile, and now have AI in the room. Everything else changes by the quarter.

Agile didn’t expire when AI showed up. It became load-bearing.

The terms
What
Ten instruments. Things you run, not things you agree with.
Who
Six you can run on your own. Four need a room.
Price
None to read the method. The instrument sheets ask for one email; nothing else does.
Length
About four minutes to your first result.

The long version of this argument →

Every fixture on this line was added the day something went wrong.

What carries over

Agile’s canon was harvested, not designed

Planning Poker was invented mid-session in 2002, because one senior voice was anchoring every estimate; the fix was to make everyone reveal at once. Story points emerged because “ideal days” kept being heard as commitments. The retrospective was a long-form practice teams compressed into an hour. The standup stood up because standing kept it short, and it stayed.

Not one shipped as a designed product. Each was a fix for one specific room that turned out to travel, got a name, and got adopted.

AI is a new era of work. Same move, new mechanics — and the mechanics are the part nobody has named yet.

All ten, mapped →

The bucket under load
Already in the bucket, before anyone types
01
The model's own instructions
02
Its guardrails
03
Its tools
04
Your institution's policy layer

Context, and how it is quietly lost

Nothing in the output looks any different

This is the failure sequence. It has three stages, it never announces itself, and the team’s confidence rises through all three.

  • 1You overfill it. More documents, more history, more instructions. It never says stop — it keeps asking for more.
  • 2It compacts. To make room it squashes what is already there. Fidelity you loaded is quietly lost. This is context rot.
  • 3Quality erodes. Everything produced after that is compromised — and nothing in the output looks any different.

The failure mode to remember: your team believes the system knows everything they told it about how you work — long after it stopped remembering.

Keeper · 01Access is not attention.

The curated bucket beats the full bucket, every time. And deciding what goes in is not a technical skill — it is judgment, and it belongs to your people. The tools are trained on the general case; you are not the general case.

Start here

Which of these is closest to your week?

There is no shame anywhere on this ladder. Most people live on rung one. You only need to climb one.

At your desk

Six you can run at your desk

Nobody else needs to be in the room.

The 3-Check

source, authority, own-eyes

3 minSoloOne documentFull sheet →

Find Your Rung

locate yourself, then take one step

15 minSoloNothing neededFull sheet →

The Outcome Test

one sentence, completed out loud

15 minAny sizeNothing neededFull sheet →

The Counterfeit Test

could a team satisfy this, and produce nothing?

15 minAny sizeNothing neededFull sheet →

The Three Verification Questions

asked of any AI-produced assessment

15 minAny sizeOne reportFull sheet →

The Pace Script

three sentences, filled from the scorecard

10 minLeadershipA scorecardFull sheet →

In a room

Four that need other people in the room

Bring a table, a wall, or a handful of colleagues.

The Scorecard

nine principles, scored one to five

25 min4–30TableFull sheet →

What Goes In

curating context under a hard constraint

40 min4–12CardsFull sheet →

Name Which One It Was

one post-mortem, sorted into three failure modes

20 min2–8TableFull sheet →

Ten Steps to Three

a workflow redesigned from the outcome backward

45 min4–12Wall spaceFull sheet →

What has to stay true

Five values sit under the instruments, written the week two frontier models were withdrawn without notice: human accountability, verification rituals, boundary craft, documented intent, trust-paced adoption. Each is stated the same way, as what to optimize for first and what still matters even when the other side is tempting. The five in full, with the dated entries behind them, are on the method page.

What earns a card

The catalog is the harvest, happening now

These ten came out of rooms, not out of a design session. Three rooms is the bar: a mechanic earns a card once it has worked in three, and the ones that don’t survive contact get cut rather than defended. That is why the count is ten and not forty, and why it is free. Run one this week, against something real.

AI Mechanic · Level 1 — not open, no date