Step 3 of 4 · LearnWritten for fiscalists, not engineers

Your judgement is the scarce part. Learn to make it run.

Four short tracks on how open engines, agents and protocols work, taught with real open projects and real statute. No code to write before lesson five of any track. Every lesson ends with something you can check against the law.

  1. Plain language first. A term is defined before it is used.
  2. Every lesson uses a real open project, never a mock-up.
  3. Every tax claim cites its article. Every AI output gets a second pair of eyes.
  4. Nothing here is tax advice. It is how to build the tools that carry yours.
01 — Start where you sit

Pick your role. Get a route.

The tracks are short enough to take all four. The order that pays off first depends on what you do all day.

Route for In-house tax team

Evidence first, then the rules, then the agents.

You will approve what your team and your suppliers build, and answer the auditor about it. Start with what to demand from any AI output, then learn enough rules as code to read what gets built, then write one skill for your own work.

02 — First, the words

Ten terms, in tax terms.

The words used across the site, each explained once, with a real project you can open. Read these before any track.

03 — The tracks

Four tracks. Twenty lessons.

Each track is an afternoon. Lessons are listed as outlines while they are being written; the "try it" box in each track works today, with projects from the list.

01

Rules as code

Foundationsabout 2 hours5 lessons

After this you can · read a rule written as code, say what it computes, and spot where it drifts from the article it claims to implement.

  1. Why statute makes bad spreadsheets10 minoutline
  2. Reading an OpenFisca formula without knowing Python15 minoutline
  3. Catala: the law and the code, side by side15 minoutline
  4. Test, diff, review: what "open" changes for a fiscalist15 minoutline
  5. Exercise: score a rate change and check it against the act30 minoutline
Try it in 15 minutes

Open PolicyEngine UK, change one income-tax threshold, and read off what it does to a household. That is a reform scored in the open.

Open PolicyEngine UK
02

Agents and skills

Practitionerabout 2.5 hours5 lessons

After this you can · write a SKILL.md for one bounded tax task, with sources, checks and a stopping rule, and have a colleague run it.

Gaps this helps with
  1. What an agent does, and what it must not10 minoutline
  2. Anatomy of a SKILL.md15 minoutline
  3. Your first skill: the EU reverse-charge check30 minoutline
  4. Sources, citations and refusal: the receipts rule15 minoutline
  5. Exercise: adapt an open skill to your own workpack30 minoutline
Try it in 15 minutes

Read the Israeli tax and VAT agent skills as documents, not as code. Look for the sources each one names and what it refuses to do.

Read tax-and-finance (Israel)
03

MCP and APIs

Practitionerabout 2 hours5 lessons

After this you can · explain to IT which tax sources an agent should reach through which tool, and read a tool list to see what an MCP server can and cannot do.

  1. APIs in one page: VIES as the example10 minoutline
  2. What an MCP server is, in tax terms15 minoutline
  3. Reading a tool list: what the agent is allowed to touch15 minoutline
  4. Connecting an agent to legislation and case law20 minoutline
  5. Exercise: validate 50 VAT numbers with an agent and keep the log30 minoutline
Try it in 15 minutes

Open the tool list of vies-mcp-server. One tool, one job, one input. Then open mcp-fiscal-brasil and count the tools. That difference is the whole lesson.

Open vies-mcp-server
04

Evidence and review

Foundationsabout 1.5 hours5 lessons

After this you can · ask a vendor or a colleague for the benchmark, the log and the citation before you accept an AI answer, and run the four-eyes check yourself.

  1. Why benchmarks beat demos15 minoutline
  2. The four-eyes rule for AI output10 minoutline
  3. Logs, prompts and the audit trail your auditor will ask for15 minoutline
  4. Where the gaps are, and why that is your opening10 minoutline
  5. Exercise: review an agent-drafted VAT memo against the directive30 minoutline
Try it in 15 minutes

Read the TaxCalcBench results table. Find the gap between the best engine and the best model. That gap is why humans still sign.

Open TaxCalcBench

Get each track the day it ships.

Lessons go out one track at a time, to the people who asked. No newsletter, no drip. Just the lessons.

Read how we handle your email in our privacy notice.

Teach one lesson.

Know one of these subjects from the inside? A lesson is 800 words and one worked example against real statute. We edit, you get the byline.

Propose a lesson
Next · Step 4 of 4BuildPick a gap and build the first open project for it.