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reference process · partners · 16 activities · 12 on the roster

Certify a Partner

An onboarded partner names the people who will sell or deliver, and the run trains and tests them before any of them is let near a customer alone. What each role has to prove is written down before a course is built, so the training answers a standard rather than a preference. The people sit a written exam and a watched practical, and a person signs every pass and every fail. Certificates carry a date and an expiry, because a partner whose certified people have left is a partner who is no longer certified.

The activities

What happens in a run

16 activities from an onboarded partner names who will sell or deliver to the partner has certified people in every role, 2 of them gates a person has to sign. Drag the diagram to move along it.

Certify a Partneran onboarded partner names who will sell or deliver → the partner has certified people in every role
nobody named holds the base skillthe lab shows the training did not landthe exam questions are wrong, not the answersfailedthe gap is closeda certificate lapses or a person leavesan onboarded partner names who will sell or deliver1Take in the Named Peoplewho at the partner will sell ordeliver2Set What Each Role Must P…the skills each role has toprovea person signs · never an agent3Check What They Already K…prior experience andcertificates already held4Build the Curriculumthe courses each role takes, inorder5Book the Sessionsdates, trainers and roomsagreed on both sides6Publish the Course Materi…decks, labs and recordingspublished at a version7Run the Sales Trainingthe pitch, the price, theobjections, the help8Run the Delivery Trainingthe product, the build and thecommon failures9Give the Hands-On Labthey build the thingthemselves, once10Sit the Written Examscored against the question setat its version11Assess the Practicala mock pitch or a mock build,watched and scored12Decide Pass or Faila person signs every pass andevery faila person signs · never an agent13Retrain Whoever Failedthe gap named and the sessionrun again14Issue the Certificatesissued with a date and anexpiry against each15Publish Who Is Certifiedthe list of certified peopleboth sides can see16Watch for Expiry and Driftcertificates lapse andcertified people leavethe partner has certified people in every role
The roster this process needs
curriculum-manager 9 trainer 5 partner-manager 4 certification-check 4 partner's practice lead 3 portal-keeper 3 partner-monitor 2 partner-onboarding-manager 1 enablement lead 1 partner's sales lead 1 assessor 1 certification signer 1

Hover a name to see the activities it holds. A dashed one is a person, and stays one.

The document

The document, with the blanks marked

Everything in amber is yours to fill in: who owns it, when it takes effect, which platforms, which numbers, and who holds each activity. Everything else is the process, and it is the same wherever it is run.

PROCESS: certify a partner            id: <team>/certify-a-partner   v1
from: ref/prt/certify-a-partner v1
owner: <who>                          effective: <date>
trigger: an onboarded partner names the people who will sell or deliver
         in <your partner portal>
         watch: record=<partner record> system=<your partner portal>
                change=<an onboarded partner names the people who will
                sell or deliver>
concurrency: runs may overlap - <how many> certification runs open at
             once, and one partner is certified by one run at a time
goal: every named person passes the exam and the practical for their
      role within <weeks>, with a signed pass on file and a certificate
      carrying a date and an expiry
phases:
  take-in-people     - runs collect-and-report: who at the partner will
                       sell, who will deliver, what each one does today,
                       and how much of their time this gets
                       owner: partner-manager    after: trigger
                       by: <days>               automation: <level>
  set-requirements   - convenes decide-and-announce: what a certified
                       seller and a certified deliverer each have to
                       prove, written as things a person can be tested on
                       owner: <your enablement role>
                       after: take-in-people
                       by: <days>               automation: never
  read-prior-skill   - runs assessment: prior experience, certificates
                       already held and work already delivered, scored
                       against the requirements rather than admired
                       owner: curriculum-manager
                       after: take-in-people
                       by: <days>               automation: <level>
  build-curriculum   - runs build-by-talent: the courses each role
                       takes, in order, with the requirement each course
                       covers named against it
                       owner: curriculum-manager
                       after: set-requirements + read-prior-skill
                       by: <days>               automation: <level>
  book-sessions      - human: dates, trainers, rooms or links, and the
                       people expected at each session, agreed on both
                       sides and in diaries
                       owner: curriculum-manager
                       after: build-curriculum
                       by: <days>               automation: <level>
  publish-courseware - human: the decks, the labs, the sample data and
                       the recordings, published at a version where the
                       partner's people can reach them
                       owner: portal-keeper      after: build-curriculum
                       by: <days>               automation: <level>
  sales-training     - convenes briefing: the pitch, who it is for, the
                       price, the objections that actually come up, and
                       where to get help mid-deal
                       owner: <your enablement role>
                       after: book-sessions + publish-courseware
                       automation: <level>
  delivery-training  - convenes briefing: the product, the build, the
                       integration points and the failures that show up
                       in the first month of every deployment
                       owner: <your delivery role>
                       after: book-sessions + publish-courseware
                       automation: <level>
  hands-on-lab       - human: each person builds the thing themselves on
                       <your lab environment>, unaided, with the trainer
                       watching rather than typing
                       owner: curriculum-manager
                       after: delivery-training
                       by: <days>               automation: <level>
  written-exam       - runs assessment: scored against the question set
                       at its version, with the pass mark set before the
                       exam rather than after it
                       owner: certification-check
                       after: sales-training + hands-on-lab
                       automation: <level>
  practical          - runs assessment: a mock pitch or a mock build,
                       watched by an assessor and scored against <your
                       practical rubric> at a version
                       owner: certification-check
                       after: written-exam
                       by: <days>               automation: <level>
  decide-pass        - convenes approval: a named signer passes or fails
                       each person, and a fail names the requirement
                       that was not met
                       owner: <your certification signer role>
                       after: practical
                       by: <days>               automation: never
  retrain            - convenes briefing: the named gap taught again to
                       the people who failed it, and only that gap
                       owner: curriculum-manager after: decide-pass
                       by: <weeks>              automation: <level>
  issue-certificates - system: a certificate per person and per role,
                       carrying the date, the requirement version and
                       the expiry
                       owner: certification-check
                       after: decide-pass
                       by: <days>               automation: <level>
  publish-certified  - human: the list of who is certified in what,
                       visible to the partner and to our own people, so
                       nobody has to ask
                       owner: portal-keeper
                       after: issue-certificates
                       automation: <level>
  watch-expiry       - runs roll-call: certificates approaching expiry,
                       certified people who have left the partner, and
                       roles the partner no longer covers
                       owner: partner-monitor    after: publish-certified
                       by: <days>               automation: <level>
run-scoped:
  attendance - runs roll-call                 owner: curriculum-manager
               every: <cadence>
               from: book-sessions   until: decide-pass
  cost       - runs allocate-and-reconcile    owner: <your enablement role>
               from: book-sessions   until: run close
handoffs:
  take-in-people -> set-requirements [intended-roles]: the roles the
    partner intends to cover, and how many people they are putting
    behind each one
  take-in-people -> read-prior-skill [named-people]: the named people,
    with what each one claims to have done before
  set-requirements -> build-curriculum [role-requirements]: what each
    role has to prove, one testable line at a time, at a version
  read-prior-skill -> build-curriculum [exemptions]: what each person
    can be excused, with the evidence behind every exemption
  build-curriculum -> book-sessions [course-plan]: the courses, their
    length, and who has to be in each one
  build-curriculum -> publish-courseware [material-list]: the material
    each course needs and the version it is taught at
  book-sessions -> sales-training [sales-schedule]: the dates, the room
    and the people expected, confirmed by the partner
  book-sessions -> delivery-training [delivery-schedule]: the same
    schedule, so nobody is booked into two sessions at once
  publish-courseware -> sales-training [published-material]: the
    material at a version, at an address the partner's people can reach
  delivery-training -> hands-on-lab [taught-build]: the build as it was
    taught, and the environment each person will do it in
  hands-on-lab -> written-exam [lab-result]: what each person got
    working alone, and where the trainer had to step in
  sales-training -> written-exam [pitch-as-taught]: the pitch and the
    pricing as taught, so the exam tests what was actually covered
  written-exam -> practical [exam-scores]: the score per person, the
    question set version, and which requirement each wrong answer sits
    under
  practical -> decide-pass [practical-scores]: the assessor's score
    against the rubric, with a note on anything the score does not
    carry
  decide-pass -> issue-certificates [signed-passes]: the signed passes,
    per person and per role, with the date of the signature
  decide-pass -> retrain [named-fails]: the fails, each naming the
    requirement that was not met rather than a grade
  retrain -> written-exam [closed-gaps]: the gap taught again, and the
    date it was taught, so the retake is scored against the same
    requirements
  issue-certificates -> publish-certified [certificates]: the
    certificates as issued, each with its expiry
  publish-certified -> watch-expiry [certified-list]: the certified
    list as published, and who at the partner it covers
deviations:
  read-prior-skill -> take-in-people [no-base-skill]: nobody the
    partner named holds the base skill, so the partner names other
    people rather than the requirement being lowered for them
  hands-on-lab -> delivery-training [training-did-not-land]: people
    cannot build the thing they watched being built, so the part they
    could not do is taught again before the lab runs a second time
  decide-pass -> retrain [a-person-fails]: a person fails, so the
    requirement that was not met is taught again to them alone
  decide-pass -> build-curriculum [question-is-wrong]: everybody fails
    the same question, so the curriculum and the question set are
    worked again against the requirement each of them claims to test
  watch-expiry -> book-sessions [coverage-lapses]: a certificate lapses
    or a certified person leaves, so sessions are booked for the
    replacements and the partner is told which role is uncovered
bindings:
  roster:  <who holds each role - agents claiming the abstract agents
           above, and named people for the enablement lead, the
           trainers, the assessors, the certification signer, and the
           partner's practice lead and sales lead>
  systems: the learning system (write), the partner portal (write),
           the certification record (write), the lab environment
           (trigger, cap: <n> hours per person), the calendar (write),
           the partner record (read), the partner record (write)
  data:    <your role requirements> <version>, <your question set>
           <version>, <your practical rubric> <version>, <your course
           materials> <version>, the partner agreement and its tier
policy:
  what a role has to prove is written down before the curriculum is
    built, and a course that covers no requirement is not run
  the pass mark is set before the exam is sat and is not moved for a
    person or a partner
  a pass is signed by a named person and is never issued by an agent
    alone
  a fail names the requirement that was not met, and the person retakes
    only that part
  a person may retake <n> times, after which <who> decides whether they
    are certified at all
  a certificate carries an expiry of <months>, and an expired
    certificate does not count towards the partner's coverage
  a certified person who leaves the partner is removed from the
    published list within <days> of us being told
  nobody sells or delivers alone on a certificate they do not hold
measures:
  cycle time: <target> from the named people to the first signed pass
  pass rate: <target> at first attempt, reported per role
  coverage: <target> number of certified people per role the partner
            must hold to stay at their tier
  volume: <people certified per period>
  quality gate: no certificate is issued without a signed pass, and no
                pass is signed without a watched practical
Take it somewhere

Use this process in LangGraph

Paste this into an assistant that can read the web, such as Claude, ChatGPT or Cursor. It reads the specification and the current LangGraph documentation, then writes two files: the graph, and a note on what did not survive the translation. Read the note first. What a runtime cannot express is the part worth arguing about, and this process is a draft to argue with.

328 lines · the document is inside it, so nothing else is needed
Convert the business process below into a runnable LangGraph graph:
one Python file with a TypedDict state, a StateGraph, nodes, edges,
conditional edges and a checkpointer.

The document is a reference process written to the Agent Processes
specification. Read the specification before you start, because it defines
terms that look ordinary and are not:

  https://agentcatalog.com/spec/agent-processes

Sections 6 (the phase graph), 6.5.1 (exception edges), 6.7.1 (deviations),
7 (automation) and 8 (handoffs) are the ones this conversion turns on.

Then read the current documentation for the primitives you will need, rather
than relying on what you remember of the API:

  https://docs.langchain.com/oss/python/langgraph/interrupts
    interrupt() and Command(resume=), which is how a gate stops a run
  https://reference.langchain.com/python/langgraph/graph/state/StateGraph
    StateGraph, add_edge, add_conditional_edges, defer

WHAT THE DOCUMENT ASKS FOR

These hold wherever the process lands, and they matter more than style.

1. Each phase under `phases:` becomes one step, and keeps its name.

2. `after:` gives the edges. `after: a + b` is a join and waits for BOTH.
   Reading it as "either" is the defect the specification calls out by name.

3. Every handoff carries a key in square brackets. Each key becomes one field
   on the run's state, named exactly as the key with hyphens turned into
   underscores, and the sentence beside it becomes that field's comment. The key
   is the stable name; the sentence is prose that may be rewritten.

4. A phase MUST NOT begin before its inbound handoff exists. Where that is
   checkable, check it in the step rather than assuming it.

5. `automation: never` is a gate a person signs. The run stops there and does
   not continue until a person's decision comes back. Do not turn one into a
   notification, a log line, or an automatic transition, whatever the queue
   looks like.

6. Each line under `deviations:` is a backward or sideways edge, returning to
   the phase named on the right. The key in brackets names it, and that name
   belongs in the code.

7. A phase whose `after:` reads like "X or Y, whichever could not finish" is an
   exception edge: it is entered when those phases FAIL, not when they succeed.
   Do not wire it as an ordinary successor.

8. Anything in angle brackets is a blank the adopting organization fills in.
   Leave each one as a named constant at the top of the file with a TODO. Do not
   invent a value, a threshold or a date.

9. Record the document's `from:` line at the top of the file, so it says which
   reference process and which version it was generated from.

10. Run-scoped lines under `run-scoped:` are work that runs alongside the whole
    process rather than at one point in it, and a run may not close while one is
    unfinished. Say in the code what you did about them, including if the answer
    is that the runtime has nowhere to put them.

HOW THAT LOOKS IN LANGGRAPH

11. A phase is a node added with `add_node`, under the phase's own name.

12. The state is a TypedDict. Each handoff key is one field on it.

13. A join is the trap. `add_edge(["a", "b"], "c")` looks right and releases
    once: when a backward edge re-enters ONE arm, the joined node never runs
    again, and the run ends early reporting success rather than raising. Mark the
    joined node `defer=True` and re-check inside it that both inbound handoffs
    exist.

14. A gate is `interrupt()` inside the node, resumed with `Command(resume=...)`.
    The platform lets anything at all call resume, so require the resumed value to
    name a person and a date and refuse anything else. Say in the fidelity note
    that this proves only that whoever resumed typed a name, because
    `Command(resume=True)` from a scheduled job is indistinguishable from a person
    signing.

15. A deviation is `add_conditional_edges` with a routing function named after
    the key in brackets.

16. Pass a durable checkpointer rather than taking the in-memory default. The
    gates wait days, and the default loses every paused run on restart.

17. Leave every phase body unimplemented, raising until somebody registers an
    implementation. The automation level is a blank, so writing a body would
    answer on the adopter's behalf whether an agent may do that work.

Produce a second file alongside it, `FIDELITY.md`, and treat it as the more
important of the two. The code is for whoever builds this. The fidelity note
is for whoever has to decide whether this platform suits the process at all,
and that is usually a different person who will never read the code.

It has three parts.

**What came across.** Briefly: how many phases became steps, how many handoff
keys became state fields, which gates stop the run, which deviations became
edges. Counts and names, not reassurance.

**What did not, and what was done instead.** One entry per gap. For each one,
say what the document requires, what the platform can actually express, what
you did in its place, and what breaks if somebody later removes your
workaround. This last part matters most: a workaround nobody understands is a
workaround somebody deletes.

**What a person still has to decide.** The blanks are not a translation
failure, they are the point of a reference process, so list what has to be
filled in before this could run against anything real, and say which of those
choices the platform constrains.

Write it in plain English for somebody who has not read the specification, and
do not soften it. A translation of a reference process is a draft to argue
with, not a build artifact, and the honest account of what was lost is the most
useful thing you will produce.

Here is the process document.

```
PROCESS: certify a partner            id: <team>/certify-a-partner   v1
from: ref/prt/certify-a-partner v1
owner: <who>                          effective: <date>
trigger: an onboarded partner names the people who will sell or deliver
         in <your partner portal>
         watch: record=<partner record> system=<your partner portal>
                change=<an onboarded partner names the people who will
                sell or deliver>
concurrency: runs may overlap - <how many> certification runs open at
             once, and one partner is certified by one run at a time
goal: every named person passes the exam and the practical for their
      role within <weeks>, with a signed pass on file and a certificate
      carrying a date and an expiry
phases:
  take-in-people     - runs collect-and-report: who at the partner will
                       sell, who will deliver, what each one does today,
                       and how much of their time this gets
                       owner: partner-manager    after: trigger
                       by: <days>               automation: <level>
  set-requirements   - convenes decide-and-announce: what a certified
                       seller and a certified deliverer each have to
                       prove, written as things a person can be tested on
                       owner: <your enablement role>
                       after: take-in-people
                       by: <days>               automation: never
  read-prior-skill   - runs assessment: prior experience, certificates
                       already held and work already delivered, scored
                       against the requirements rather than admired
                       owner: curriculum-manager
                       after: take-in-people
                       by: <days>               automation: <level>
  build-curriculum   - runs build-by-talent: the courses each role
                       takes, in order, with the requirement each course
                       covers named against it
                       owner: curriculum-manager
                       after: set-requirements + read-prior-skill
                       by: <days>               automation: <level>
  book-sessions      - human: dates, trainers, rooms or links, and the
                       people expected at each session, agreed on both
                       sides and in diaries
                       owner: curriculum-manager
                       after: build-curriculum
                       by: <days>               automation: <level>
  publish-courseware - human: the decks, the labs, the sample data and
                       the recordings, published at a version where the
                       partner's people can reach them
                       owner: portal-keeper      after: build-curriculum
                       by: <days>               automation: <level>
  sales-training     - convenes briefing: the pitch, who it is for, the
                       price, the objections that actually come up, and
                       where to get help mid-deal
                       owner: <your enablement role>
                       after: book-sessions + publish-courseware
                       automation: <level>
  delivery-training  - convenes briefing: the product, the build, the
                       integration points and the failures that show up
                       in the first month of every deployment
                       owner: <your delivery role>
                       after: book-sessions + publish-courseware
                       automation: <level>
  hands-on-lab       - human: each person builds the thing themselves on
                       <your lab environment>, unaided, with the trainer
                       watching rather than typing
                       owner: curriculum-manager
                       after: delivery-training
                       by: <days>               automation: <level>
  written-exam       - runs assessment: scored against the question set
                       at its version, with the pass mark set before the
                       exam rather than after it
                       owner: certification-check
                       after: sales-training + hands-on-lab
                       automation: <level>
  practical          - runs assessment: a mock pitch or a mock build,
                       watched by an assessor and scored against <your
                       practical rubric> at a version
                       owner: certification-check
                       after: written-exam
                       by: <days>               automation: <level>
  decide-pass        - convenes approval: a named signer passes or fails
                       each person, and a fail names the requirement
                       that was not met
                       owner: <your certification signer role>
                       after: practical
                       by: <days>               automation: never
  retrain            - convenes briefing: the named gap taught again to
                       the people who failed it, and only that gap
                       owner: curriculum-manager after: decide-pass
                       by: <weeks>              automation: <level>
  issue-certificates - system: a certificate per person and per role,
                       carrying the date, the requirement version and
                       the expiry
                       owner: certification-check
                       after: decide-pass
                       by: <days>               automation: <level>
  publish-certified  - human: the list of who is certified in what,
                       visible to the partner and to our own people, so
                       nobody has to ask
                       owner: portal-keeper
                       after: issue-certificates
                       automation: <level>
  watch-expiry       - runs roll-call: certificates approaching expiry,
                       certified people who have left the partner, and
                       roles the partner no longer covers
                       owner: partner-monitor    after: publish-certified
                       by: <days>               automation: <level>
run-scoped:
  attendance - runs roll-call                 owner: curriculum-manager
               every: <cadence>
               from: book-sessions   until: decide-pass
  cost       - runs allocate-and-reconcile    owner: <your enablement role>
               from: book-sessions   until: run close
handoffs:
  take-in-people -> set-requirements [intended-roles]: the roles the
    partner intends to cover, and how many people they are putting
    behind each one
  take-in-people -> read-prior-skill [named-people]: the named people,
    with what each one claims to have done before
  set-requirements -> build-curriculum [role-requirements]: what each
    role has to prove, one testable line at a time, at a version
  read-prior-skill -> build-curriculum [exemptions]: what each person
    can be excused, with the evidence behind every exemption
  build-curriculum -> book-sessions [course-plan]: the courses, their
    length, and who has to be in each one
  build-curriculum -> publish-courseware [material-list]: the material
    each course needs and the version it is taught at
  book-sessions -> sales-training [sales-schedule]: the dates, the room
    and the people expected, confirmed by the partner
  book-sessions -> delivery-training [delivery-schedule]: the same
    schedule, so nobody is booked into two sessions at once
  publish-courseware -> sales-training [published-material]: the
    material at a version, at an address the partner's people can reach
  delivery-training -> hands-on-lab [taught-build]: the build as it was
    taught, and the environment each person will do it in
  hands-on-lab -> written-exam [lab-result]: what each person got
    working alone, and where the trainer had to step in
  sales-training -> written-exam [pitch-as-taught]: the pitch and the
    pricing as taught, so the exam tests what was actually covered
  written-exam -> practical [exam-scores]: the score per person, the
    question set version, and which requirement each wrong answer sits
    under
  practical -> decide-pass [practical-scores]: the assessor's score
    against the rubric, with a note on anything the score does not
    carry
  decide-pass -> issue-certificates [signed-passes]: the signed passes,
    per person and per role, with the date of the signature
  decide-pass -> retrain [named-fails]: the fails, each naming the
    requirement that was not met rather than a grade
  retrain -> written-exam [closed-gaps]: the gap taught again, and the
    date it was taught, so the retake is scored against the same
    requirements
  issue-certificates -> publish-certified [certificates]: the
    certificates as issued, each with its expiry
  publish-certified -> watch-expiry [certified-list]: the certified
    list as published, and who at the partner it covers
deviations:
  read-prior-skill -> take-in-people [no-base-skill]: nobody the
    partner named holds the base skill, so the partner names other
    people rather than the requirement being lowered for them
  hands-on-lab -> delivery-training [training-did-not-land]: people
    cannot build the thing they watched being built, so the part they
    could not do is taught again before the lab runs a second time
  decide-pass -> retrain [a-person-fails]: a person fails, so the
    requirement that was not met is taught again to them alone
  decide-pass -> build-curriculum [question-is-wrong]: everybody fails
    the same question, so the curriculum and the question set are
    worked again against the requirement each of them claims to test
  watch-expiry -> book-sessions [coverage-lapses]: a certificate lapses
    or a certified person leaves, so sessions are booked for the
    replacements and the partner is told which role is uncovered
bindings:
  roster:  <who holds each role - agents claiming the abstract agents
           above, and named people for the enablement lead, the
           trainers, the assessors, the certification signer, and the
           partner's practice lead and sales lead>
  systems: the learning system (write), the partner portal (write),
           the certification record (write), the lab environment
           (trigger, cap: <n> hours per person), the calendar (write),
           the partner record (read), the partner record (write)
  data:    <your role requirements> <version>, <your question set>
           <version>, <your practical rubric> <version>, <your course
           materials> <version>, the partner agreement and its tier
policy:
  what a role has to prove is written down before the curriculum is
    built, and a course that covers no requirement is not run
  the pass mark is set before the exam is sat and is not moved for a
    person or a partner
  a pass is signed by a named person and is never issued by an agent
    alone
  a fail names the requirement that was not met, and the person retakes
    only that part
  a person may retake <n> times, after which <who> decides whether they
    are certified at all
  a certificate carries an expiry of <months>, and an expired
    certificate does not count towards the partner's coverage
  a certified person who leaves the partner is removed from the
    published list within <days> of us being told
  nobody sells or delivers alone on a certificate they do not hold
measures:
  cycle time: <target> from the named people to the first signed pass
  pass rate: <target> at first attempt, reported per role
  coverage: <target> number of certified people per role the partner
            must hold to stay at their tier
  volume: <people certified per period>
  quality gate: no certificate is issued without a signed pass, and no
                pass is signed without a watched practical
```
Take it somewhere

Use this process in Microsoft Agent Framework

Paste this into an assistant that can read the web, such as Claude, ChatGPT or Cursor. It reads the specification and the current Agent Framework documentation, then writes two files: the workflow, and a note on what did not survive the translation. Read the note first. What a runtime cannot express is the part worth arguing about, and this process is a draft to argue with.

383 lines · the document is inside it, so nothing else is needed
Convert the business process below into a runnable Microsoft Agent Framework workflow:
one Python file with Executor classes, a WorkflowBuilder, typed edges,
request_info gates and durable checkpoint storage.

The document is a reference process written to the Agent Processes
specification. Read the specification before you start, because it defines
terms that look ordinary and are not:

  https://agentcatalog.com/spec/agent-processes

Sections 6 (the phase graph), 6.5.1 (exception edges), 6.7.1 (deviations),
7 (automation) and 8 (handoffs) are the ones this conversion turns on.

Then read the current documentation for the primitives you will need, rather
than relying on what you remember of the API:

  https://learn.microsoft.com/en-us/agent-framework/workflows/human-in-the-loop
    ctx.request_info, @response_handler, and answering a parked run later
  https://learn.microsoft.com/en-us/agent-framework/workflows/checkpoints
    what a checkpoint holds, and allowed_checkpoint_types
  https://learn.microsoft.com/en-us/agent-framework/concepts/workflows/edges
    add_edge with condition, add_fan_in_edges, add_switch_case_edge_group
  https://learn.microsoft.com/en-us/agent-framework/concepts/workflows/state
    ctx.set_state and ctx.get_state as they actually are today

WHAT THE DOCUMENT ASKS FOR

These hold wherever the process lands, and they matter more than style.

1. Each phase under `phases:` becomes one step, and keeps its name.

2. `after:` gives the edges. `after: a + b` is a join and waits for BOTH.
   Reading it as "either" is the defect the specification calls out by name.

3. Every handoff carries a key in square brackets. Each key becomes one field
   on the run's state, named exactly as the key with hyphens turned into
   underscores, and the sentence beside it becomes that field's comment. The key
   is the stable name; the sentence is prose that may be rewritten.

4. A phase MUST NOT begin before its inbound handoff exists. Where that is
   checkable, check it in the step rather than assuming it.

5. `automation: never` is a gate a person signs. The run stops there and does
   not continue until a person's decision comes back. Do not turn one into a
   notification, a log line, or an automatic transition, whatever the queue
   looks like.

6. Each line under `deviations:` is a backward or sideways edge, returning to
   the phase named on the right. The key in brackets names it, and that name
   belongs in the code.

7. A phase whose `after:` reads like "X or Y, whichever could not finish" is an
   exception edge: it is entered when those phases FAIL, not when they succeed.
   Do not wire it as an ordinary successor.

8. Anything in angle brackets is a blank the adopting organization fills in.
   Leave each one as a named constant at the top of the file with a TODO. Do not
   invent a value, a threshold or a date.

9. Record the document's `from:` line at the top of the file, so it says which
   reference process and which version it was generated from.

10. Run-scoped lines under `run-scoped:` are work that runs alongside the whole
    process rather than at one point in it, and a run may not close while one is
    unfinished. Say in the code what you did about them, including if the answer
    is that the runtime has nowhere to put them.

HOW THAT LOOKS IN MICROSOFT AGENT FRAMEWORK

11. Write for Python, and read those pages before writing a line. This API has
    moved: `set_shared_state`, `RequestInfoExecutor`, `RequestInfoMessage` and
    `send_responses_streaming` are all in the training data and none of them exist
    any more. The .NET workflow API differs in kind rather than in spelling, so a
    file written for one does not port by renaming.

12. A phase is a class deriving from `Executor` whose `super().__init__(id=...)`
    takes the phase name verbatim. The id is not cosmetic: a checkpoint stores a
    signature over the topology and the executor ids, so an id built from a run, a
    timestamp or a counter cannot be resumed into.

13. Give each phase a `@handler` method and move work on with
    `await ctx.send_message(...)`. A handler that returns without sending is a dead
    end: the branch stops, the run converges, and it reports success. So a phase
    you are deliberately leaving unimplemented must still send a placeholder
    onward. Do not stub with `raise NotImplementedError`, which fails the run
    instead of leaving it runnable.

14. `after: a` is `builder.add_edge(a, b)`. `after: a + b` is
    `builder.add_fan_in_edges([a, b], target)`, and the target's handler must be
    annotated `list[T]`, because a fan-in delivers one aggregated list rather than
    the separate messages. A handler typed for the single value is dropped as a
    mismatch with nothing raised.

15. The join is the trap here, and it is the opposite of LangGraph's. The
    barrier re-arms: it clears its buffer when it fires and then demands a fresh
    message from every source. So a deviation that re-enters ONE arm parks the
    run forever waiting for an arm that will not run again, and the workflow ends
    IDLE reporting success. Wherever a deviation re-enters one arm of a join,
    replace the barrier with an ordinary edge from each arm into a small executor
    that records each arrival with `ctx.set_state` and only forwards when every
    expected key is present, and say in a comment that putting `add_fan_in_edges`
    back reintroduces the stall.

16. A phase that is both a join target and a deviation target needs two
    handlers, one annotated `list[T]` for the barrier and one annotated `T` for the
    backward message. Write only the list handler and every backward edge into it
    is discarded as a type mismatch, silently.

17. `automation: never` is `await ctx.request_info(request_data=...,
    response_type=...)` inside the phase, answered by a `@response_handler` on the
    same executor whose annotations match those exact types. The run parks at
    `IDLE_WITH_PENDING_REQUESTS` and the host answers with
    `workflow.run(stream=True, responses={request_id: value})`. If no handler
    matches the pair, the framework logs a warning and parks anyway, so the gate
    reads as working right up until somebody asks why the approval did not take.

18. A gate is only a gate if the wait survives a restart, so pass
    `checkpoint_storage=FileCheckpointStorage(...)` to the builder. Checkpointing
    is off by default and `InMemoryCheckpointStorage` reads as configured while
    persisting nothing. Register every handoff payload type in
    `allowed_checkpoint_types`, or the first restore raises. Anything an executor
    keeps as an instance attribute is absent after a restore unless you export it
    from `on_checkpoint_save` and read it back in `on_checkpoint_restore`, and it
    comes back empty rather than missing.

19. Each line under `deviations:` is `builder.add_edge(source, earlier,
    condition=fn)` with `fn` named after the key. Cycles are legal and unchecked,
    but raise `max_iterations` well above its default of 100, because several live
    cycles will exhaust a budget sized for a straight line and fail with a message
    about convergence that reads like a broken graph. Keep the ordinary forward
    edge unconditional and add each deviation beside it: a condition that returns
    false is dropped with no event, so a forward path expressed as a condition
    dies silently on every normal run, which is most of them.

20. Handoff values go in `ctx.set_state(key, value)` and come back from
    `ctx.get_state(key)`, untyped and unchecked. A write is visible to its writer
    at once and to everyone else only in the next superstep, and two writers of one
    key in a superstep keep the last write. Never read a key in the same superstep
    another phase wrote it.

21. There are no timers, no deadlines and no scheduled wakes. Nothing in
    `run-scoped:` becomes an executor and `by:` has no expression at all, so write
    them as comments naming where they start and stop, and say plainly in the
    fidelity note that a run can close over an unfinished run-scoped line. Do not
    fake a deadline with a sleep inside a handler, which blocks the whole superstep
    barrier, and never let an expiring wait release a gate.

Produce a second file alongside it, `FIDELITY.md`, and treat it as the more
important of the two. The code is for whoever builds this. The fidelity note
is for whoever has to decide whether this platform suits the process at all,
and that is usually a different person who will never read the code.

It has three parts.

**What came across.** Briefly: how many phases became steps, how many handoff
keys became state fields, which gates stop the run, which deviations became
edges. Counts and names, not reassurance.

**What did not, and what was done instead.** One entry per gap. For each one,
say what the document requires, what the platform can actually express, what
you did in its place, and what breaks if somebody later removes your
workaround. This last part matters most: a workaround nobody understands is a
workaround somebody deletes.

**What a person still has to decide.** The blanks are not a translation
failure, they are the point of a reference process, so list what has to be
filled in before this could run against anything real, and say which of those
choices the platform constrains.

Write it in plain English for somebody who has not read the specification, and
do not soften it. A translation of a reference process is a draft to argue
with, not a build artifact, and the honest account of what was lost is the most
useful thing you will produce.

Here is the process document.

```
PROCESS: certify a partner            id: <team>/certify-a-partner   v1
from: ref/prt/certify-a-partner v1
owner: <who>                          effective: <date>
trigger: an onboarded partner names the people who will sell or deliver
         in <your partner portal>
         watch: record=<partner record> system=<your partner portal>
                change=<an onboarded partner names the people who will
                sell or deliver>
concurrency: runs may overlap - <how many> certification runs open at
             once, and one partner is certified by one run at a time
goal: every named person passes the exam and the practical for their
      role within <weeks>, with a signed pass on file and a certificate
      carrying a date and an expiry
phases:
  take-in-people     - runs collect-and-report: who at the partner will
                       sell, who will deliver, what each one does today,
                       and how much of their time this gets
                       owner: partner-manager    after: trigger
                       by: <days>               automation: <level>
  set-requirements   - convenes decide-and-announce: what a certified
                       seller and a certified deliverer each have to
                       prove, written as things a person can be tested on
                       owner: <your enablement role>
                       after: take-in-people
                       by: <days>               automation: never
  read-prior-skill   - runs assessment: prior experience, certificates
                       already held and work already delivered, scored
                       against the requirements rather than admired
                       owner: curriculum-manager
                       after: take-in-people
                       by: <days>               automation: <level>
  build-curriculum   - runs build-by-talent: the courses each role
                       takes, in order, with the requirement each course
                       covers named against it
                       owner: curriculum-manager
                       after: set-requirements + read-prior-skill
                       by: <days>               automation: <level>
  book-sessions      - human: dates, trainers, rooms or links, and the
                       people expected at each session, agreed on both
                       sides and in diaries
                       owner: curriculum-manager
                       after: build-curriculum
                       by: <days>               automation: <level>
  publish-courseware - human: the decks, the labs, the sample data and
                       the recordings, published at a version where the
                       partner's people can reach them
                       owner: portal-keeper      after: build-curriculum
                       by: <days>               automation: <level>
  sales-training     - convenes briefing: the pitch, who it is for, the
                       price, the objections that actually come up, and
                       where to get help mid-deal
                       owner: <your enablement role>
                       after: book-sessions + publish-courseware
                       automation: <level>
  delivery-training  - convenes briefing: the product, the build, the
                       integration points and the failures that show up
                       in the first month of every deployment
                       owner: <your delivery role>
                       after: book-sessions + publish-courseware
                       automation: <level>
  hands-on-lab       - human: each person builds the thing themselves on
                       <your lab environment>, unaided, with the trainer
                       watching rather than typing
                       owner: curriculum-manager
                       after: delivery-training
                       by: <days>               automation: <level>
  written-exam       - runs assessment: scored against the question set
                       at its version, with the pass mark set before the
                       exam rather than after it
                       owner: certification-check
                       after: sales-training + hands-on-lab
                       automation: <level>
  practical          - runs assessment: a mock pitch or a mock build,
                       watched by an assessor and scored against <your
                       practical rubric> at a version
                       owner: certification-check
                       after: written-exam
                       by: <days>               automation: <level>
  decide-pass        - convenes approval: a named signer passes or fails
                       each person, and a fail names the requirement
                       that was not met
                       owner: <your certification signer role>
                       after: practical
                       by: <days>               automation: never
  retrain            - convenes briefing: the named gap taught again to
                       the people who failed it, and only that gap
                       owner: curriculum-manager after: decide-pass
                       by: <weeks>              automation: <level>
  issue-certificates - system: a certificate per person and per role,
                       carrying the date, the requirement version and
                       the expiry
                       owner: certification-check
                       after: decide-pass
                       by: <days>               automation: <level>
  publish-certified  - human: the list of who is certified in what,
                       visible to the partner and to our own people, so
                       nobody has to ask
                       owner: portal-keeper
                       after: issue-certificates
                       automation: <level>
  watch-expiry       - runs roll-call: certificates approaching expiry,
                       certified people who have left the partner, and
                       roles the partner no longer covers
                       owner: partner-monitor    after: publish-certified
                       by: <days>               automation: <level>
run-scoped:
  attendance - runs roll-call                 owner: curriculum-manager
               every: <cadence>
               from: book-sessions   until: decide-pass
  cost       - runs allocate-and-reconcile    owner: <your enablement role>
               from: book-sessions   until: run close
handoffs:
  take-in-people -> set-requirements [intended-roles]: the roles the
    partner intends to cover, and how many people they are putting
    behind each one
  take-in-people -> read-prior-skill [named-people]: the named people,
    with what each one claims to have done before
  set-requirements -> build-curriculum [role-requirements]: what each
    role has to prove, one testable line at a time, at a version
  read-prior-skill -> build-curriculum [exemptions]: what each person
    can be excused, with the evidence behind every exemption
  build-curriculum -> book-sessions [course-plan]: the courses, their
    length, and who has to be in each one
  build-curriculum -> publish-courseware [material-list]: the material
    each course needs and the version it is taught at
  book-sessions -> sales-training [sales-schedule]: the dates, the room
    and the people expected, confirmed by the partner
  book-sessions -> delivery-training [delivery-schedule]: the same
    schedule, so nobody is booked into two sessions at once
  publish-courseware -> sales-training [published-material]: the
    material at a version, at an address the partner's people can reach
  delivery-training -> hands-on-lab [taught-build]: the build as it was
    taught, and the environment each person will do it in
  hands-on-lab -> written-exam [lab-result]: what each person got
    working alone, and where the trainer had to step in
  sales-training -> written-exam [pitch-as-taught]: the pitch and the
    pricing as taught, so the exam tests what was actually covered
  written-exam -> practical [exam-scores]: the score per person, the
    question set version, and which requirement each wrong answer sits
    under
  practical -> decide-pass [practical-scores]: the assessor's score
    against the rubric, with a note on anything the score does not
    carry
  decide-pass -> issue-certificates [signed-passes]: the signed passes,
    per person and per role, with the date of the signature
  decide-pass -> retrain [named-fails]: the fails, each naming the
    requirement that was not met rather than a grade
  retrain -> written-exam [closed-gaps]: the gap taught again, and the
    date it was taught, so the retake is scored against the same
    requirements
  issue-certificates -> publish-certified [certificates]: the
    certificates as issued, each with its expiry
  publish-certified -> watch-expiry [certified-list]: the certified
    list as published, and who at the partner it covers
deviations:
  read-prior-skill -> take-in-people [no-base-skill]: nobody the
    partner named holds the base skill, so the partner names other
    people rather than the requirement being lowered for them
  hands-on-lab -> delivery-training [training-did-not-land]: people
    cannot build the thing they watched being built, so the part they
    could not do is taught again before the lab runs a second time
  decide-pass -> retrain [a-person-fails]: a person fails, so the
    requirement that was not met is taught again to them alone
  decide-pass -> build-curriculum [question-is-wrong]: everybody fails
    the same question, so the curriculum and the question set are
    worked again against the requirement each of them claims to test
  watch-expiry -> book-sessions [coverage-lapses]: a certificate lapses
    or a certified person leaves, so sessions are booked for the
    replacements and the partner is told which role is uncovered
bindings:
  roster:  <who holds each role - agents claiming the abstract agents
           above, and named people for the enablement lead, the
           trainers, the assessors, the certification signer, and the
           partner's practice lead and sales lead>
  systems: the learning system (write), the partner portal (write),
           the certification record (write), the lab environment
           (trigger, cap: <n> hours per person), the calendar (write),
           the partner record (read), the partner record (write)
  data:    <your role requirements> <version>, <your question set>
           <version>, <your practical rubric> <version>, <your course
           materials> <version>, the partner agreement and its tier
policy:
  what a role has to prove is written down before the curriculum is
    built, and a course that covers no requirement is not run
  the pass mark is set before the exam is sat and is not moved for a
    person or a partner
  a pass is signed by a named person and is never issued by an agent
    alone
  a fail names the requirement that was not met, and the person retakes
    only that part
  a person may retake <n> times, after which <who> decides whether they
    are certified at all
  a certificate carries an expiry of <months>, and an expired
    certificate does not count towards the partner's coverage
  a certified person who leaves the partner is removed from the
    published list within <days> of us being told
  nobody sells or delivers alone on a certificate they do not hold
measures:
  cycle time: <target> from the named people to the first signed pass
  pass rate: <target> at first attempt, reported per role
  coverage: <target> number of certified people per role the partner
            must hold to stay at their tier
  volume: <people certified per period>
  quality gate: no certificate is issued without a signed pass, and no
                pass is signed without a watched practical
```
Take it somewhere

Use this process in CrewAI Flows

Paste this into an assistant that can read the web, such as Claude, ChatGPT or Cursor. It reads the specification and the current CrewAI documentation, then writes two files: the flow, and a note on what did not survive the translation. Read the note first. What a runtime cannot express is the part worth arguing about, and this process is a draft to argue with.

388 lines · the document is inside it, so nothing else is needed
Convert the business process below into a runnable CrewAI Flow:
one Python file with a Pydantic state model, one Flow subclass, @start,
@listen, @router and a durable human feedback provider.

The document is a reference process written to the Agent Processes
specification. Read the specification before you start, because it defines
terms that look ordinary and are not:

  https://agentcatalog.com/spec/agent-processes

Sections 6 (the phase graph), 6.5.1 (exception edges), 6.7.1 (deviations),
7 (automation) and 8 (handoffs) are the ones this conversion turns on.

Then read the current documentation for the primitives you will need, rather
than relying on what you remember of the API:

  https://docs.crewai.com/en/concepts/flows
    Flow, @start, @listen, @router, and_, or_, state, kickoff, plot
  https://docs.crewai.com/en/learn/human-feedback-in-flows
    @human_feedback, the provider protocol, from_pending and resume
  https://docs.crewai.com/en/guides/flows/mastering-flow-state
    @persist and what persistence actually promises, which is less than it sounds

WHAT THE DOCUMENT ASKS FOR

These hold wherever the process lands, and they matter more than style.

1. Each phase under `phases:` becomes one step, and keeps its name.

2. `after:` gives the edges. `after: a + b` is a join and waits for BOTH.
   Reading it as "either" is the defect the specification calls out by name.

3. Every handoff carries a key in square brackets. Each key becomes one field
   on the run's state, named exactly as the key with hyphens turned into
   underscores, and the sentence beside it becomes that field's comment. The key
   is the stable name; the sentence is prose that may be rewritten.

4. A phase MUST NOT begin before its inbound handoff exists. Where that is
   checkable, check it in the step rather than assuming it.

5. `automation: never` is a gate a person signs. The run stops there and does
   not continue until a person's decision comes back. Do not turn one into a
   notification, a log line, or an automatic transition, whatever the queue
   looks like.

6. Each line under `deviations:` is a backward or sideways edge, returning to
   the phase named on the right. The key in brackets names it, and that name
   belongs in the code.

7. A phase whose `after:` reads like "X or Y, whichever could not finish" is an
   exception edge: it is entered when those phases FAIL, not when they succeed.
   Do not wire it as an ordinary successor.

8. Anything in angle brackets is a blank the adopting organization fills in.
   Leave each one as a named constant at the top of the file with a TODO. Do not
   invent a value, a threshold or a date.

9. Record the document's `from:` line at the top of the file, so it says which
   reference process and which version it was generated from.

10. Run-scoped lines under `run-scoped:` are work that runs alongside the whole
    process rather than at one point in it, and a run may not close while one is
    unfinished. Say in the code what you did about them, including if the answer
    is that the runtime has nowhere to put them.

HOW THAT LOOKS IN CREWAI FLOWS

11. Build a Flow, not a Crew. A Crew is a team of roles with no graph, no join,
    no persistence handle and no gate, and cannot express this document at all.
    Each phase is one method on a single `Flow` subclass, keeping its name with
    hyphens turned into underscores. A phase that genuinely needs role-based agents
    builds its own Crew inside its own method body, and the Flow stays the graph.

12. Declare the state as a Pydantic model bound as the type parameter,
    `class NegotiateTheAgreement(Flow[NegotiationState])`, and read and write
    `self.state.field`. Never use the untyped dict form: the handoff keys are this
    process's memory, and an untyped dict turns a misspelt key into a handoff that
    is silently absent. Keep the auto-injected `id` field, which is what every
    resume depends on.

13. `after: a` is `@listen(a)`. `after: a + b` is `@listen(and_(a, b))`. Never
    write `or_` where the document writes `+`.

14. Check every inbound handoff at the top of the method and raise if one is
    missing. `@listen` says when a method may run and says nothing about what is
    in hand when it does.

15. The join is the trap, and it is proven rather than theoretical. `and_()`
    empties its accumulator the moment it fires, so re-entering BOTH arms works
    forever, and re-entering ONE arm after it has fired leaves it holding a single
    trigger and waiting for the other for good. The cascade drains, CrewAI prints
    that the flow completed, and `kickoff()` returns normally. So for any joining
    phase that a deviation can send work back into, do not use `and_()` at all:
    make the join a `@router` that both arms trigger, which reads the state fields
    and emits its label only when every inbound handoff is present. A router is
    re-evaluated against durable state every time and is never suppressed by the
    once-fired set.

16. Do not write a phase as `@listen(or_(and_(a, b), "some_label"))`. There is
    one accumulator per listener, shared across every branch of its condition and
    wiped when any branch satisfies, so the label firing while the join is half
    full erases the arm that had already arrived.

17. `automation: never` is `@human_feedback(message=..., provider=...)` stacked
    under the method's `@listen`, with a provider whose `request_feedback` raises
    `HumanFeedbackPending`. The run then persists, returns that object from
    `kickoff()`, and a different process answers later with `from_pending(flow_id,
    persistence)` and `resume(text)`. Do not take the default `ConsoleProvider`,
    which calls `input()`: that gate exists only while somebody is watching a
    terminal, and a run started by a scheduler either hangs or takes an empty
    string.

18. Silence must not approve, and the platform's default is that it does. With
    `emit=[...]` set, an empty resume collapses to `default_outcome`, or to the
    first label when that is unset, with no model consulted and nobody named. Treat
    an empty or unrecognised answer as a refusal in your own router. And write the
    approver's name and the time onto the state yourself, because
    `HumanFeedbackResult` carries the text, the outcome and a timestamp but has no
    field for the person, which the specification requires.

19. Each line under `deviations:` is a `@router` named after the key, returning
    a label named after the same key, with the target subscribing as
    `@listen(or_(normal_trigger, "the_label"))`. Route rather than listen
    directly, because a router is re-evaluated on every cycle while a top-level
    `or_` listener is suppressed after it first fires.

20. An exception edge is a `try` and `except` around the failing phase's body,
    recording the failure on the state and emitting an exception label from a
    router. Wiring it as `@listen(or_(x, y))` fires when those phases SUCCEED, so
    the clearing phase would run on every healthy run.

21. An unimplemented phase is a method with the document's own sentence as its
    docstring and a bare `pass`, which is safe because listeners still fire on a
    `None` return. An unimplemented `@router` is not safe: returning `None` emits
    no label, every phase below it disappears from the run including the gates, and
    the flow reports success. A stub router must return a hard-coded label with a
    TODO beside it, or raise.

22. Turn persistence on with `@persist(SQLiteFlowPersistence(...))`, then treat
    every phase that performs a real act as something that will run twice.
    Persistence saves the state fields and nothing else, so a restart rehydrates
    the data and runs the graph again from `@start`: a flow that had already sent a
    written refusal sends a second one. Guard each acting phase with a state field
    it checks and sets.

23. There are no timers, no deadlines and no cadences, and `run-scoped:` has no
    counterpart at all. Put each `by:` value as a named constant, name the
    run-scoped lines in the module docstring as unimplemented obligations, and say
    in the fidelity note that no deadline in this document is enforced by anything.
    These absences produce no diagnostic whatsoever, which is exactly why they have
    to be written down.

Produce a second file alongside it, `FIDELITY.md`, and treat it as the more
important of the two. The code is for whoever builds this. The fidelity note
is for whoever has to decide whether this platform suits the process at all,
and that is usually a different person who will never read the code.

It has three parts.

**What came across.** Briefly: how many phases became steps, how many handoff
keys became state fields, which gates stop the run, which deviations became
edges. Counts and names, not reassurance.

**What did not, and what was done instead.** One entry per gap. For each one,
say what the document requires, what the platform can actually express, what
you did in its place, and what breaks if somebody later removes your
workaround. This last part matters most: a workaround nobody understands is a
workaround somebody deletes.

**What a person still has to decide.** The blanks are not a translation
failure, they are the point of a reference process, so list what has to be
filled in before this could run against anything real, and say which of those
choices the platform constrains.

Write it in plain English for somebody who has not read the specification, and
do not soften it. A translation of a reference process is a draft to argue
with, not a build artifact, and the honest account of what was lost is the most
useful thing you will produce.

Here is the process document.

```
PROCESS: certify a partner            id: <team>/certify-a-partner   v1
from: ref/prt/certify-a-partner v1
owner: <who>                          effective: <date>
trigger: an onboarded partner names the people who will sell or deliver
         in <your partner portal>
         watch: record=<partner record> system=<your partner portal>
                change=<an onboarded partner names the people who will
                sell or deliver>
concurrency: runs may overlap - <how many> certification runs open at
             once, and one partner is certified by one run at a time
goal: every named person passes the exam and the practical for their
      role within <weeks>, with a signed pass on file and a certificate
      carrying a date and an expiry
phases:
  take-in-people     - runs collect-and-report: who at the partner will
                       sell, who will deliver, what each one does today,
                       and how much of their time this gets
                       owner: partner-manager    after: trigger
                       by: <days>               automation: <level>
  set-requirements   - convenes decide-and-announce: what a certified
                       seller and a certified deliverer each have to
                       prove, written as things a person can be tested on
                       owner: <your enablement role>
                       after: take-in-people
                       by: <days>               automation: never
  read-prior-skill   - runs assessment: prior experience, certificates
                       already held and work already delivered, scored
                       against the requirements rather than admired
                       owner: curriculum-manager
                       after: take-in-people
                       by: <days>               automation: <level>
  build-curriculum   - runs build-by-talent: the courses each role
                       takes, in order, with the requirement each course
                       covers named against it
                       owner: curriculum-manager
                       after: set-requirements + read-prior-skill
                       by: <days>               automation: <level>
  book-sessions      - human: dates, trainers, rooms or links, and the
                       people expected at each session, agreed on both
                       sides and in diaries
                       owner: curriculum-manager
                       after: build-curriculum
                       by: <days>               automation: <level>
  publish-courseware - human: the decks, the labs, the sample data and
                       the recordings, published at a version where the
                       partner's people can reach them
                       owner: portal-keeper      after: build-curriculum
                       by: <days>               automation: <level>
  sales-training     - convenes briefing: the pitch, who it is for, the
                       price, the objections that actually come up, and
                       where to get help mid-deal
                       owner: <your enablement role>
                       after: book-sessions + publish-courseware
                       automation: <level>
  delivery-training  - convenes briefing: the product, the build, the
                       integration points and the failures that show up
                       in the first month of every deployment
                       owner: <your delivery role>
                       after: book-sessions + publish-courseware
                       automation: <level>
  hands-on-lab       - human: each person builds the thing themselves on
                       <your lab environment>, unaided, with the trainer
                       watching rather than typing
                       owner: curriculum-manager
                       after: delivery-training
                       by: <days>               automation: <level>
  written-exam       - runs assessment: scored against the question set
                       at its version, with the pass mark set before the
                       exam rather than after it
                       owner: certification-check
                       after: sales-training + hands-on-lab
                       automation: <level>
  practical          - runs assessment: a mock pitch or a mock build,
                       watched by an assessor and scored against <your
                       practical rubric> at a version
                       owner: certification-check
                       after: written-exam
                       by: <days>               automation: <level>
  decide-pass        - convenes approval: a named signer passes or fails
                       each person, and a fail names the requirement
                       that was not met
                       owner: <your certification signer role>
                       after: practical
                       by: <days>               automation: never
  retrain            - convenes briefing: the named gap taught again to
                       the people who failed it, and only that gap
                       owner: curriculum-manager after: decide-pass
                       by: <weeks>              automation: <level>
  issue-certificates - system: a certificate per person and per role,
                       carrying the date, the requirement version and
                       the expiry
                       owner: certification-check
                       after: decide-pass
                       by: <days>               automation: <level>
  publish-certified  - human: the list of who is certified in what,
                       visible to the partner and to our own people, so
                       nobody has to ask
                       owner: portal-keeper
                       after: issue-certificates
                       automation: <level>
  watch-expiry       - runs roll-call: certificates approaching expiry,
                       certified people who have left the partner, and
                       roles the partner no longer covers
                       owner: partner-monitor    after: publish-certified
                       by: <days>               automation: <level>
run-scoped:
  attendance - runs roll-call                 owner: curriculum-manager
               every: <cadence>
               from: book-sessions   until: decide-pass
  cost       - runs allocate-and-reconcile    owner: <your enablement role>
               from: book-sessions   until: run close
handoffs:
  take-in-people -> set-requirements [intended-roles]: the roles the
    partner intends to cover, and how many people they are putting
    behind each one
  take-in-people -> read-prior-skill [named-people]: the named people,
    with what each one claims to have done before
  set-requirements -> build-curriculum [role-requirements]: what each
    role has to prove, one testable line at a time, at a version
  read-prior-skill -> build-curriculum [exemptions]: what each person
    can be excused, with the evidence behind every exemption
  build-curriculum -> book-sessions [course-plan]: the courses, their
    length, and who has to be in each one
  build-curriculum -> publish-courseware [material-list]: the material
    each course needs and the version it is taught at
  book-sessions -> sales-training [sales-schedule]: the dates, the room
    and the people expected, confirmed by the partner
  book-sessions -> delivery-training [delivery-schedule]: the same
    schedule, so nobody is booked into two sessions at once
  publish-courseware -> sales-training [published-material]: the
    material at a version, at an address the partner's people can reach
  delivery-training -> hands-on-lab [taught-build]: the build as it was
    taught, and the environment each person will do it in
  hands-on-lab -> written-exam [lab-result]: what each person got
    working alone, and where the trainer had to step in
  sales-training -> written-exam [pitch-as-taught]: the pitch and the
    pricing as taught, so the exam tests what was actually covered
  written-exam -> practical [exam-scores]: the score per person, the
    question set version, and which requirement each wrong answer sits
    under
  practical -> decide-pass [practical-scores]: the assessor's score
    against the rubric, with a note on anything the score does not
    carry
  decide-pass -> issue-certificates [signed-passes]: the signed passes,
    per person and per role, with the date of the signature
  decide-pass -> retrain [named-fails]: the fails, each naming the
    requirement that was not met rather than a grade
  retrain -> written-exam [closed-gaps]: the gap taught again, and the
    date it was taught, so the retake is scored against the same
    requirements
  issue-certificates -> publish-certified [certificates]: the
    certificates as issued, each with its expiry
  publish-certified -> watch-expiry [certified-list]: the certified
    list as published, and who at the partner it covers
deviations:
  read-prior-skill -> take-in-people [no-base-skill]: nobody the
    partner named holds the base skill, so the partner names other
    people rather than the requirement being lowered for them
  hands-on-lab -> delivery-training [training-did-not-land]: people
    cannot build the thing they watched being built, so the part they
    could not do is taught again before the lab runs a second time
  decide-pass -> retrain [a-person-fails]: a person fails, so the
    requirement that was not met is taught again to them alone
  decide-pass -> build-curriculum [question-is-wrong]: everybody fails
    the same question, so the curriculum and the question set are
    worked again against the requirement each of them claims to test
  watch-expiry -> book-sessions [coverage-lapses]: a certificate lapses
    or a certified person leaves, so sessions are booked for the
    replacements and the partner is told which role is uncovered
bindings:
  roster:  <who holds each role - agents claiming the abstract agents
           above, and named people for the enablement lead, the
           trainers, the assessors, the certification signer, and the
           partner's practice lead and sales lead>
  systems: the learning system (write), the partner portal (write),
           the certification record (write), the lab environment
           (trigger, cap: <n> hours per person), the calendar (write),
           the partner record (read), the partner record (write)
  data:    <your role requirements> <version>, <your question set>
           <version>, <your practical rubric> <version>, <your course
           materials> <version>, the partner agreement and its tier
policy:
  what a role has to prove is written down before the curriculum is
    built, and a course that covers no requirement is not run
  the pass mark is set before the exam is sat and is not moved for a
    person or a partner
  a pass is signed by a named person and is never issued by an agent
    alone
  a fail names the requirement that was not met, and the person retakes
    only that part
  a person may retake <n> times, after which <who> decides whether they
    are certified at all
  a certificate carries an expiry of <months>, and an expired
    certificate does not count towards the partner's coverage
  a certified person who leaves the partner is removed from the
    published list within <days> of us being told
  nobody sells or delivers alone on a certificate they do not hold
measures:
  cycle time: <target> from the named people to the first signed pass
  pass rate: <target> at first attempt, reported per role
  coverage: <target> number of certified people per role the partner
            must hold to stay at their tier
  volume: <people certified per period>
  quality gate: no certificate is issued without a signed pass, and no
                pass is signed without a watched practical
```
Take it somewhere

Use this process in Google ADK

Paste this into an assistant that can read the web, such as Claude, ChatGPT or Cursor. It reads the specification and the current ADK documentation, then writes two files: the workflow, and a note on what did not survive the translation. Read the note first. What a runtime cannot express is the part worth arguing about, and this process is a draft to argue with.

379 lines · the document is inside it, so nothing else is needed
Convert the business process below into a runnable Google ADK workflow:
one Python file with a Workflow, nodes, routed edges, a JoinNode,
RequestInput gates and a persisting session service.

The document is a reference process written to the Agent Processes
specification. Read the specification before you start, because it defines
terms that look ordinary and are not:

  https://agentcatalog.com/spec/agent-processes

Sections 6 (the phase graph), 6.5.1 (exception edges), 6.7.1 (deviations),
7 (automation) and 8 (handoffs) are the ones this conversion turns on.

Then read the current documentation for the primitives you will need, rather
than relying on what you remember of the API:

  https://adk.dev/graphs/routes/
    nodes, tuple chains, Event(route=), JoinNode, back-edges
  https://adk.dev/graphs/human-input/
    RequestInput and the rerun_on_resume handoff
  https://adk.dev/runtime/resume/
    ResumabilityConfig, resuming by invocation id, at-least-once tools
  https://adk.dev/graphs/data-handling/
    Event.output against state, and the selector syntax in instructions

WHAT THE DOCUMENT ASKS FOR

These hold wherever the process lands, and they matter more than style.

1. Each phase under `phases:` becomes one step, and keeps its name.

2. `after:` gives the edges. `after: a + b` is a join and waits for BOTH.
   Reading it as "either" is the defect the specification calls out by name.

3. Every handoff carries a key in square brackets. Each key becomes one field
   on the run's state, named exactly as the key with hyphens turned into
   underscores, and the sentence beside it becomes that field's comment. The key
   is the stable name; the sentence is prose that may be rewritten.

4. A phase MUST NOT begin before its inbound handoff exists. Where that is
   checkable, check it in the step rather than assuming it.

5. `automation: never` is a gate a person signs. The run stops there and does
   not continue until a person's decision comes back. Do not turn one into a
   notification, a log line, or an automatic transition, whatever the queue
   looks like.

6. Each line under `deviations:` is a backward or sideways edge, returning to
   the phase named on the right. The key in brackets names it, and that name
   belongs in the code.

7. A phase whose `after:` reads like "X or Y, whichever could not finish" is an
   exception edge: it is entered when those phases FAIL, not when they succeed.
   Do not wire it as an ordinary successor.

8. Anything in angle brackets is a blank the adopting organization fills in.
   Leave each one as a named constant at the top of the file with a TODO. Do not
   invent a value, a threshold or a date.

9. Record the document's `from:` line at the top of the file, so it says which
   reference process and which version it was generated from.

10. Run-scoped lines under `run-scoped:` are work that runs alongside the whole
    process rather than at one point in it, and a run may not close while one is
    unfinished. Say in the code what you did about them, including if the answer
    is that the runtime has nowhere to put them.

HOW THAT LOOKS IN GOOGLE ADK

11. Build a `Workflow` from `google.adk.workflow`, and pin `google-adk>=2.0` in
    a comment. Do not use `SequentialAgent`, `ParallelAgent` or `LoopAgent`: they
    are deprecated in favour of the graph, and they carry their own defects around
    state and control flow. The documentation moved to adk.dev, and anything you
    remember about nesting agents rather than drawing a graph is out of date.

12. Each phase is one node keeping its name. Take the node kind from how the
    phase resolves rather than from taste: a `human:` or `system:` phase is a plain
    Python function node, and a `runs` or `convenes` phase is an `Agent`.

13. `after:` gives the edges, written as tuple chains in `edges=[...]`, and the
    trigger is the `"START"` keyword. Take the order only from `after:` lines and
    never from the order the phases are listed in.

14. `after: a + b` is a `JoinNode`, and it must be guarded, because this is the
    worst trap of any runtime here. The join fires when every static predecessor is
    marked COMPLETED, nothing ever un-completes a node, and stored outputs are
    never cleared. So after a deviation re-runs one arm, the join fires the instant
    that arm finishes and hands the next phase LAST PASS'S value for every arm that
    did not re-run. It does not stall, it proceeds with stale data, and nothing
    logs. Stamp each arm's output with a pass counter or a content hash, and have
    the phase after the join compare the stamps and refuse to run when they
    disagree.

15. Each line under `deviations:` is a routed back-edge: a router after the
    phase on the left returning `Event(route=...)`, named after the key in
    brackets, with one arm going back to the phase on the right and one going
    forward. An unconditional cycle raises at construction, which is the one place
    this model checks your work. Nothing budgets a routed cycle, so add your own
    count and stop rather than looping forever.

16. Give every router an explicit `DEFAULT_ROUTE` arm, and route it to a phase
    that stops and asks a person. A route value matching no key writes a log
    warning, ends that branch, and lets the run finish reporting success with the
    rest of the process never having happened.

17. `automation: never` is a `RequestInput` node of its own, never an `Agent`
    asking a question. Decorate it `@node(rerun_on_resume=False)` and yield
    `RequestInput(message=..., payload=..., response_schema=...)`, so the run
    stops, persists, and delivers the person's answer to the node's successor as
    its typed input. A resumed workflow runs its tools at least once, so any
    irreversible act needs its own duplicate guard.

18. Make the gates durable or say plainly that they are not. Wrap the graph in
    `App(..., resumability_config=ResumabilityConfig(is_resumable=True))` and pass
    a persisting session service, never the in-memory one. Note in the file that
    the command line and the web UI cannot resume a run, so whoever releases these
    gates needs an operator surface that somebody has to write.

19. Every `Agent` in the graph gets `mode="single_turn"` and no `sub_agents`.
    A non-empty `sub_agents` list silently adds a transfer tool, and a model that
    uses it runs a different agent in this node's place while the graph's outgoing
    edge fires on schedule regardless: the topology is honoured perfectly and the
    work belongs to somebody else.

20. Model failure as a route, not as an exception. A node that raises does not
    propagate: the failure is caught, recorded, and shuts the workflow down without
    raising to the caller. So a phase that can fail catches its own failure and
    returns `Event(route="could-not-finish")`, and the exception phase hangs off
    that arm.

21. Keep every blank as a named module-level constant and never interpolate one
    into an `instruction=` string. Angle brackets and curly braces are ADK's own
    data selector syntax inside instructions, so a blank pasted verbatim stops
    being a blank and becomes a selector.

22. `by:` and `not-before:` have no expression, and `@node(timeout=)` is not
    one: it is an in-process wall clock that cancels the node and, because failures
    are swallowed, ends the run silently rather than recording a missed deadline.
    Nothing in `run-scoped:` has an expression either, and it must not be faked as
    an ordinary node, because a node has to be reached and has to finish before
    anything downstream starts, which is the opposite of what those lines mean.
    Leave both out of the graph and name them in the fidelity note.

Produce a second file alongside it, `FIDELITY.md`, and treat it as the more
important of the two. The code is for whoever builds this. The fidelity note
is for whoever has to decide whether this platform suits the process at all,
and that is usually a different person who will never read the code.

It has three parts.

**What came across.** Briefly: how many phases became steps, how many handoff
keys became state fields, which gates stop the run, which deviations became
edges. Counts and names, not reassurance.

**What did not, and what was done instead.** One entry per gap. For each one,
say what the document requires, what the platform can actually express, what
you did in its place, and what breaks if somebody later removes your
workaround. This last part matters most: a workaround nobody understands is a
workaround somebody deletes.

**What a person still has to decide.** The blanks are not a translation
failure, they are the point of a reference process, so list what has to be
filled in before this could run against anything real, and say which of those
choices the platform constrains.

Write it in plain English for somebody who has not read the specification, and
do not soften it. A translation of a reference process is a draft to argue
with, not a build artifact, and the honest account of what was lost is the most
useful thing you will produce.

Here is the process document.

```
PROCESS: certify a partner            id: <team>/certify-a-partner   v1
from: ref/prt/certify-a-partner v1
owner: <who>                          effective: <date>
trigger: an onboarded partner names the people who will sell or deliver
         in <your partner portal>
         watch: record=<partner record> system=<your partner portal>
                change=<an onboarded partner names the people who will
                sell or deliver>
concurrency: runs may overlap - <how many> certification runs open at
             once, and one partner is certified by one run at a time
goal: every named person passes the exam and the practical for their
      role within <weeks>, with a signed pass on file and a certificate
      carrying a date and an expiry
phases:
  take-in-people     - runs collect-and-report: who at the partner will
                       sell, who will deliver, what each one does today,
                       and how much of their time this gets
                       owner: partner-manager    after: trigger
                       by: <days>               automation: <level>
  set-requirements   - convenes decide-and-announce: what a certified
                       seller and a certified deliverer each have to
                       prove, written as things a person can be tested on
                       owner: <your enablement role>
                       after: take-in-people
                       by: <days>               automation: never
  read-prior-skill   - runs assessment: prior experience, certificates
                       already held and work already delivered, scored
                       against the requirements rather than admired
                       owner: curriculum-manager
                       after: take-in-people
                       by: <days>               automation: <level>
  build-curriculum   - runs build-by-talent: the courses each role
                       takes, in order, with the requirement each course
                       covers named against it
                       owner: curriculum-manager
                       after: set-requirements + read-prior-skill
                       by: <days>               automation: <level>
  book-sessions      - human: dates, trainers, rooms or links, and the
                       people expected at each session, agreed on both
                       sides and in diaries
                       owner: curriculum-manager
                       after: build-curriculum
                       by: <days>               automation: <level>
  publish-courseware - human: the decks, the labs, the sample data and
                       the recordings, published at a version where the
                       partner's people can reach them
                       owner: portal-keeper      after: build-curriculum
                       by: <days>               automation: <level>
  sales-training     - convenes briefing: the pitch, who it is for, the
                       price, the objections that actually come up, and
                       where to get help mid-deal
                       owner: <your enablement role>
                       after: book-sessions + publish-courseware
                       automation: <level>
  delivery-training  - convenes briefing: the product, the build, the
                       integration points and the failures that show up
                       in the first month of every deployment
                       owner: <your delivery role>
                       after: book-sessions + publish-courseware
                       automation: <level>
  hands-on-lab       - human: each person builds the thing themselves on
                       <your lab environment>, unaided, with the trainer
                       watching rather than typing
                       owner: curriculum-manager
                       after: delivery-training
                       by: <days>               automation: <level>
  written-exam       - runs assessment: scored against the question set
                       at its version, with the pass mark set before the
                       exam rather than after it
                       owner: certification-check
                       after: sales-training + hands-on-lab
                       automation: <level>
  practical          - runs assessment: a mock pitch or a mock build,
                       watched by an assessor and scored against <your
                       practical rubric> at a version
                       owner: certification-check
                       after: written-exam
                       by: <days>               automation: <level>
  decide-pass        - convenes approval: a named signer passes or fails
                       each person, and a fail names the requirement
                       that was not met
                       owner: <your certification signer role>
                       after: practical
                       by: <days>               automation: never
  retrain            - convenes briefing: the named gap taught again to
                       the people who failed it, and only that gap
                       owner: curriculum-manager after: decide-pass
                       by: <weeks>              automation: <level>
  issue-certificates - system: a certificate per person and per role,
                       carrying the date, the requirement version and
                       the expiry
                       owner: certification-check
                       after: decide-pass
                       by: <days>               automation: <level>
  publish-certified  - human: the list of who is certified in what,
                       visible to the partner and to our own people, so
                       nobody has to ask
                       owner: portal-keeper
                       after: issue-certificates
                       automation: <level>
  watch-expiry       - runs roll-call: certificates approaching expiry,
                       certified people who have left the partner, and
                       roles the partner no longer covers
                       owner: partner-monitor    after: publish-certified
                       by: <days>               automation: <level>
run-scoped:
  attendance - runs roll-call                 owner: curriculum-manager
               every: <cadence>
               from: book-sessions   until: decide-pass
  cost       - runs allocate-and-reconcile    owner: <your enablement role>
               from: book-sessions   until: run close
handoffs:
  take-in-people -> set-requirements [intended-roles]: the roles the
    partner intends to cover, and how many people they are putting
    behind each one
  take-in-people -> read-prior-skill [named-people]: the named people,
    with what each one claims to have done before
  set-requirements -> build-curriculum [role-requirements]: what each
    role has to prove, one testable line at a time, at a version
  read-prior-skill -> build-curriculum [exemptions]: what each person
    can be excused, with the evidence behind every exemption
  build-curriculum -> book-sessions [course-plan]: the courses, their
    length, and who has to be in each one
  build-curriculum -> publish-courseware [material-list]: the material
    each course needs and the version it is taught at
  book-sessions -> sales-training [sales-schedule]: the dates, the room
    and the people expected, confirmed by the partner
  book-sessions -> delivery-training [delivery-schedule]: the same
    schedule, so nobody is booked into two sessions at once
  publish-courseware -> sales-training [published-material]: the
    material at a version, at an address the partner's people can reach
  delivery-training -> hands-on-lab [taught-build]: the build as it was
    taught, and the environment each person will do it in
  hands-on-lab -> written-exam [lab-result]: what each person got
    working alone, and where the trainer had to step in
  sales-training -> written-exam [pitch-as-taught]: the pitch and the
    pricing as taught, so the exam tests what was actually covered
  written-exam -> practical [exam-scores]: the score per person, the
    question set version, and which requirement each wrong answer sits
    under
  practical -> decide-pass [practical-scores]: the assessor's score
    against the rubric, with a note on anything the score does not
    carry
  decide-pass -> issue-certificates [signed-passes]: the signed passes,
    per person and per role, with the date of the signature
  decide-pass -> retrain [named-fails]: the fails, each naming the
    requirement that was not met rather than a grade
  retrain -> written-exam [closed-gaps]: the gap taught again, and the
    date it was taught, so the retake is scored against the same
    requirements
  issue-certificates -> publish-certified [certificates]: the
    certificates as issued, each with its expiry
  publish-certified -> watch-expiry [certified-list]: the certified
    list as published, and who at the partner it covers
deviations:
  read-prior-skill -> take-in-people [no-base-skill]: nobody the
    partner named holds the base skill, so the partner names other
    people rather than the requirement being lowered for them
  hands-on-lab -> delivery-training [training-did-not-land]: people
    cannot build the thing they watched being built, so the part they
    could not do is taught again before the lab runs a second time
  decide-pass -> retrain [a-person-fails]: a person fails, so the
    requirement that was not met is taught again to them alone
  decide-pass -> build-curriculum [question-is-wrong]: everybody fails
    the same question, so the curriculum and the question set are
    worked again against the requirement each of them claims to test
  watch-expiry -> book-sessions [coverage-lapses]: a certificate lapses
    or a certified person leaves, so sessions are booked for the
    replacements and the partner is told which role is uncovered
bindings:
  roster:  <who holds each role - agents claiming the abstract agents
           above, and named people for the enablement lead, the
           trainers, the assessors, the certification signer, and the
           partner's practice lead and sales lead>
  systems: the learning system (write), the partner portal (write),
           the certification record (write), the lab environment
           (trigger, cap: <n> hours per person), the calendar (write),
           the partner record (read), the partner record (write)
  data:    <your role requirements> <version>, <your question set>
           <version>, <your practical rubric> <version>, <your course
           materials> <version>, the partner agreement and its tier
policy:
  what a role has to prove is written down before the curriculum is
    built, and a course that covers no requirement is not run
  the pass mark is set before the exam is sat and is not moved for a
    person or a partner
  a pass is signed by a named person and is never issued by an agent
    alone
  a fail names the requirement that was not met, and the person retakes
    only that part
  a person may retake <n> times, after which <who> decides whether they
    are certified at all
  a certificate carries an expiry of <months>, and an expired
    certificate does not count towards the partner's coverage
  a certified person who leaves the partner is removed from the
    published list within <days> of us being told
  nobody sells or delivers alone on a certificate they do not hold
measures:
  cycle time: <target> from the named people to the first signed pass
  pass rate: <target> at first attempt, reported per role
  coverage: <target> number of certified people per role the partner
            must hold to stay at their tier
  volume: <people certified per period>
  quality gate: no certificate is issued without a signed pass, and no
                pass is signed without a watched practical
```
One run

A simulation of one run

The activities are on the left, whoever is doing the active one is on the right, and the record of the run builds up as it goes.

This run is built from the same rows as the diagram above: the left column is the activity list, the captions are the activity lines, the cast is the roster, and the labels on the wires are what the handoffs say actually passes.

Adoption

What you fill in

57 blanks to fill. Everything else is the process.

this process from: ref/prt/certify-a-partner v1 Copy this line into your own document. It never claims this process is running anywhere; it records which draft yours started from, and it is what lets the catalog tell you when this one changes.

The header. Your own id, an owner, and the date it takes effect. One line records where it came from, and that line is what lets the catalog tell you when this reference process changes.

The roster. Which agent takes each activity, and which person takes each of the human ones. The process already names what it needs, so this is a lookup rather than a design exercise.

The numbers. Dates, budgets, cadences, and the targets in the measures block. Nothing here can be a reference value, because a target nobody chose is a target nobody meets.