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reference process · sales · 15 activities · 7 on the roster

Provide a Reference

A prospect asks to speak to somebody who already bought. This process finds a customer who matches the worry the prospect actually has, checks how recently that customer was last asked, and checks the account is in good enough standing to be asked at all. The customer is asked and may say no. Both sides are briefed, the conversation is held with the seller listening rather than steering, and the customer is thanked and put back on a cool-down clock. The clock is what keeps a reference customer willing to be asked the next time.

The activities

What happens in a run

15 activities from a prospect asks to speak to a customer to the prospect has heard from a customer who stayed willing, 3 of them gates a person has to sign. Drag the diagram to move along it.

Provide a Referencea prospect asks to speak to a customer → the prospect has heard from a customer who stayed willing
everyone matching was asked too recentlythe account is in no state to be askedthe customer says nonothing useful may be discussednobody joined the calla prospect asks to speak to a customer1Take in the Reference Req…who is asking, and what itturns on2Say What the Prospect Mus…the industry, the size, thespecific worry3Search the Reference Poolcustomers who match and haveagreed to speak4Check When Each Was Last …the cool-down clock, customerby customer5Check the Account Is Heal…no open dispute, no crisis, norenewal risk6Shortlist the Candidatesa few names, ranked, with areason for each7Ask the Customerthe customer is asked, and maysay noa person signs · never an agent8Agree What May Be Discuss…the numbers, names and termsthat stay outa person signs · never an agent9Brief the Referencewhat will be asked, and what isoff limits10Brief the Prospecthow long, who is on, what notto ask for11Set the Conversation Upa time both sides kept, and away to join12Hold the Conversationthe two customers talk and theseller listensa person signs · never an agent13Thank the Referencethe thanks goes out and the askis recorded14Reset the Cool-Down Clockthe customer comes off the listfor a while15Feed Back What the Prospe…what moved them, and what didnotthe prospect has heard from a customer who stayed willing
The roster this process needs
reference-finder 12 account owner 4 customer success manager 3 reference customer 3 researcher 1 legal reviewer 1 analytics 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: customer reference           id: <team>/provide-a-reference   v1
from: ref/sls/provide-a-reference v1
owner: <who>                          effective: <date>
trigger: a prospect asks to speak to an existing customer, or a shaping
         run decides a reference would settle a question
         watch: record=<reference request>
                system=<where reference requests arrive>
                change=<a prospect asks to speak to a customer>
         or watch: record=<opportunity> system=<your shaping process>
                change=<a shaping run decides a reference would settle
                a question>
concurrency: runs may overlap - <how many> reference requests live at
             once, and one customer takes at most <how many> reference
             calls per <period>
goal: a prospect hears from a customer who matches their worry, inside
      <days>, without any customer being asked more often than the
      cool-down allows
phases:
  take-in-request   - human: who is asking, what decision it turns on,
                      and by when the conversation has to happen
                      owner: reference-finder   after: trigger
                      automation: <level>
  say-what-is-needed - human: the industry, the size, the deployment
                      shape and the specific worry the prospect has,
                      written down before anyone is searched for
                      owner: reference-finder   after: take-in-request
                      automation: <level>
  search-pool       - runs collect-and-report: customers who match and
                      who have already agreed in writing to be asked
                      owner: reference-finder   after: say-what-is-needed
                      by: <days>                automation: <level>
  check-cool-down   - system: when each candidate was last asked, and
                      how many times in the last <period>
                      owner: reference-finder   after: search-pool
                      automation: <level>
  check-health      - runs assessment: open disputes, live support
                      crises, renewal risk and anything else that makes
                      an ask unwelcome
                      owner: <your customer success role>
                      after: check-cool-down
                      by: <days>                automation: <level>
  shortlist         - human: <how many> names, ranked, each with the
                      reason it fits this prospect
                      owner: reference-finder   after: check-health
                      automation: <level>
  ask-the-customer  - human: the customer is asked by the person who
                      owns the relationship, and a no is recorded as a
                      no without a second attempt
                      owner: <your customer success role>
                      after: shortlist
                      by: <days>                automation: never
  agree-the-bounds  - convenes approval: what may be said about
                      numbers, names, terms and dates, and what stays
                      out
                      owner: <your legal role>  after: ask-the-customer
                      by: <days>                automation: never
  brief-reference   - convenes briefing: what the prospect is likely to
                      ask, how long it will take, and what is off
                      limits
                      owner: reference-finder   after: agree-the-bounds
                      automation: <level>
  brief-prospect    - convenes briefing: how long they have, who is on
                      the call, and what they must not ask for
                      owner: reference-finder   after: agree-the-bounds
                      automation: <level>
  set-it-up         - human: a time both sides confirmed, a way to
                      join, and a reminder <hours> before
                      owner: reference-finder
                      after: brief-reference + brief-prospect
                      automation: <level>
  hold-conversation - human: the two customers talk. The seller is on
                      the call to open it and then listens
                      owner: <your account owner role>
                      after: set-it-up
                      automation: never
  thank-reference   - human: the thanks goes out within <hours>, and
                      the ask is written against the customer's record
                      owner: reference-finder   after: hold-conversation
                      automation: <level>
  reset-clock       - system: the customer comes off the available list
                      until <date>, and the count for the period goes up
                      owner: reference-finder   after: thank-reference
                      automation: <level>
  feed-back         - convenes debrief: what the prospect heard that
                      moved them, what did not, and which candidate
                      should have been first
                      owner: reference-finder   after: reset-clock
                      automation: <level>
run-scoped:
  load - runs collect-and-report              owner: reference-finder
         every: <cadence>
         from: trigger   until: run close
handoffs:
  take-in-request -> say-what-is-needed [reference-request]: who is
    asking and what the conversation has to settle for them
  say-what-is-needed -> search-pool [match-criteria]: the match the
    prospect needs, written as criteria rather than as a name somebody
    thought of
  search-pool -> check-cool-down [candidates]: the candidates, and
    the written agreement each one gave to be asked
  check-cool-down -> check-health [cool-down-state]: the candidates
    still inside the cool-down rule, with the date each was last asked
  check-health -> shortlist [account-standing]: the accounts that may
    be asked, and the ones that may not, each with the reason
  shortlist -> ask-the-customer [ranked-names]: the ranked names, and
    the reason each one fits this prospect
  ask-the-customer -> agree-the-bounds [customer-yes]: the customer's
    yes, in writing, and anything they said they will not discuss
  agree-the-bounds -> brief-reference [agreed-bounds]: what may be
    said and what stays out, at a version both the customer and <your
    legal role> hold
  agree-the-bounds -> brief-prospect [bounds-for-prospect]: the same
    bounds, phrased as what not to ask for
  brief-reference -> set-it-up [reference-availability]: the
    customer's availability and the length they agreed to
  brief-prospect -> set-it-up [prospect-availability]: the prospect's
    availability and who will join from their side
  set-it-up -> hold-conversation [joining-details]: the time, the
    joining details, and the names on both sides
  hold-conversation -> thank-reference [what-happened]: whether it
    happened, how long it ran, and anything the customer flagged
    afterwards
  thank-reference -> reset-clock [recorded-ask]: the ask, dated,
    against the customer's record
  reset-clock -> feed-back [updated-clock]: the updated cool-down
    state, and the candidates who were not used
deviations:
  check-cool-down -> say-what-is-needed [all-asked-too-recently]:
    every matching customer was asked too recently, so what the
    prospect needs to hear is written again against a different match
  check-health -> search-pool [account-not-askable]: the account is
    in no state to be asked, so the pool is searched again without it
  ask-the-customer -> shortlist [customer-says-no]: the customer
    says no, so the next name on the shortlist is asked
  agree-the-bounds -> shortlist [bounds-too-narrow]: nothing useful
    may be discussed, so the shortlist is worked again rather than a
    call being held that tells the prospect nothing
  hold-conversation -> set-it-up [nobody-joined]: nobody joined the
    call, so it is set up again once before the run gives up on it
bindings:
  roster:  <who holds each role - agents claiming the abstract agents
           above, and named people for the account owner, the customer
           success manager, the legal reviewer and the reference
           customer>
  systems: the CRM (write), the reference register (write),
           the calendar (write), the meeting tool (write),
           the support history (read), <your renewal record> (read),
           <your contract store> (read)
  data:    <your reference agreement template> <version>, the cool-down
           rule (<how many> asks per <period>, <days> between asks),
           <your list of what may be said publicly>
policy:
  a customer is asked only if they have agreed in writing to be a
    reference, and that agreement is current
  no customer is asked more than <how many> times per <period>, and
    never inside <days> of the last ask
  a customer who says no is not asked again for this opportunity, and
    the no is recorded without a reason being demanded
  an account with an open dispute or a live support crisis is not asked
  what may be discussed is agreed before the call, and the seller does
    not add to it during the call
  the seller does not answer for the reference customer on the call
  a reference conversation is not recorded unless both customers agree
    in writing
measures:
  cycle time: <target> from the request to the conversation
  volume: <references per period>, and asks per customer per <period>
  quality gate: no customer asked inside the cool-down, and every ask
                recorded against the customer's record on the day
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.

292 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: customer reference           id: <team>/provide-a-reference   v1
from: ref/sls/provide-a-reference v1
owner: <who>                          effective: <date>
trigger: a prospect asks to speak to an existing customer, or a shaping
         run decides a reference would settle a question
         watch: record=<reference request>
                system=<where reference requests arrive>
                change=<a prospect asks to speak to a customer>
         or watch: record=<opportunity> system=<your shaping process>
                change=<a shaping run decides a reference would settle
                a question>
concurrency: runs may overlap - <how many> reference requests live at
             once, and one customer takes at most <how many> reference
             calls per <period>
goal: a prospect hears from a customer who matches their worry, inside
      <days>, without any customer being asked more often than the
      cool-down allows
phases:
  take-in-request   - human: who is asking, what decision it turns on,
                      and by when the conversation has to happen
                      owner: reference-finder   after: trigger
                      automation: <level>
  say-what-is-needed - human: the industry, the size, the deployment
                      shape and the specific worry the prospect has,
                      written down before anyone is searched for
                      owner: reference-finder   after: take-in-request
                      automation: <level>
  search-pool       - runs collect-and-report: customers who match and
                      who have already agreed in writing to be asked
                      owner: reference-finder   after: say-what-is-needed
                      by: <days>                automation: <level>
  check-cool-down   - system: when each candidate was last asked, and
                      how many times in the last <period>
                      owner: reference-finder   after: search-pool
                      automation: <level>
  check-health      - runs assessment: open disputes, live support
                      crises, renewal risk and anything else that makes
                      an ask unwelcome
                      owner: <your customer success role>
                      after: check-cool-down
                      by: <days>                automation: <level>
  shortlist         - human: <how many> names, ranked, each with the
                      reason it fits this prospect
                      owner: reference-finder   after: check-health
                      automation: <level>
  ask-the-customer  - human: the customer is asked by the person who
                      owns the relationship, and a no is recorded as a
                      no without a second attempt
                      owner: <your customer success role>
                      after: shortlist
                      by: <days>                automation: never
  agree-the-bounds  - convenes approval: what may be said about
                      numbers, names, terms and dates, and what stays
                      out
                      owner: <your legal role>  after: ask-the-customer
                      by: <days>                automation: never
  brief-reference   - convenes briefing: what the prospect is likely to
                      ask, how long it will take, and what is off
                      limits
                      owner: reference-finder   after: agree-the-bounds
                      automation: <level>
  brief-prospect    - convenes briefing: how long they have, who is on
                      the call, and what they must not ask for
                      owner: reference-finder   after: agree-the-bounds
                      automation: <level>
  set-it-up         - human: a time both sides confirmed, a way to
                      join, and a reminder <hours> before
                      owner: reference-finder
                      after: brief-reference + brief-prospect
                      automation: <level>
  hold-conversation - human: the two customers talk. The seller is on
                      the call to open it and then listens
                      owner: <your account owner role>
                      after: set-it-up
                      automation: never
  thank-reference   - human: the thanks goes out within <hours>, and
                      the ask is written against the customer's record
                      owner: reference-finder   after: hold-conversation
                      automation: <level>
  reset-clock       - system: the customer comes off the available list
                      until <date>, and the count for the period goes up
                      owner: reference-finder   after: thank-reference
                      automation: <level>
  feed-back         - convenes debrief: what the prospect heard that
                      moved them, what did not, and which candidate
                      should have been first
                      owner: reference-finder   after: reset-clock
                      automation: <level>
run-scoped:
  load - runs collect-and-report              owner: reference-finder
         every: <cadence>
         from: trigger   until: run close
handoffs:
  take-in-request -> say-what-is-needed [reference-request]: who is
    asking and what the conversation has to settle for them
  say-what-is-needed -> search-pool [match-criteria]: the match the
    prospect needs, written as criteria rather than as a name somebody
    thought of
  search-pool -> check-cool-down [candidates]: the candidates, and
    the written agreement each one gave to be asked
  check-cool-down -> check-health [cool-down-state]: the candidates
    still inside the cool-down rule, with the date each was last asked
  check-health -> shortlist [account-standing]: the accounts that may
    be asked, and the ones that may not, each with the reason
  shortlist -> ask-the-customer [ranked-names]: the ranked names, and
    the reason each one fits this prospect
  ask-the-customer -> agree-the-bounds [customer-yes]: the customer's
    yes, in writing, and anything they said they will not discuss
  agree-the-bounds -> brief-reference [agreed-bounds]: what may be
    said and what stays out, at a version both the customer and <your
    legal role> hold
  agree-the-bounds -> brief-prospect [bounds-for-prospect]: the same
    bounds, phrased as what not to ask for
  brief-reference -> set-it-up [reference-availability]: the
    customer's availability and the length they agreed to
  brief-prospect -> set-it-up [prospect-availability]: the prospect's
    availability and who will join from their side
  set-it-up -> hold-conversation [joining-details]: the time, the
    joining details, and the names on both sides
  hold-conversation -> thank-reference [what-happened]: whether it
    happened, how long it ran, and anything the customer flagged
    afterwards
  thank-reference -> reset-clock [recorded-ask]: the ask, dated,
    against the customer's record
  reset-clock -> feed-back [updated-clock]: the updated cool-down
    state, and the candidates who were not used
deviations:
  check-cool-down -> say-what-is-needed [all-asked-too-recently]:
    every matching customer was asked too recently, so what the
    prospect needs to hear is written again against a different match
  check-health -> search-pool [account-not-askable]: the account is
    in no state to be asked, so the pool is searched again without it
  ask-the-customer -> shortlist [customer-says-no]: the customer
    says no, so the next name on the shortlist is asked
  agree-the-bounds -> shortlist [bounds-too-narrow]: nothing useful
    may be discussed, so the shortlist is worked again rather than a
    call being held that tells the prospect nothing
  hold-conversation -> set-it-up [nobody-joined]: nobody joined the
    call, so it is set up again once before the run gives up on it
bindings:
  roster:  <who holds each role - agents claiming the abstract agents
           above, and named people for the account owner, the customer
           success manager, the legal reviewer and the reference
           customer>
  systems: the CRM (write), the reference register (write),
           the calendar (write), the meeting tool (write),
           the support history (read), <your renewal record> (read),
           <your contract store> (read)
  data:    <your reference agreement template> <version>, the cool-down
           rule (<how many> asks per <period>, <days> between asks),
           <your list of what may be said publicly>
policy:
  a customer is asked only if they have agreed in writing to be a
    reference, and that agreement is current
  no customer is asked more than <how many> times per <period>, and
    never inside <days> of the last ask
  a customer who says no is not asked again for this opportunity, and
    the no is recorded without a reason being demanded
  an account with an open dispute or a live support crisis is not asked
  what may be discussed is agreed before the call, and the seller does
    not add to it during the call
  the seller does not answer for the reference customer on the call
  a reference conversation is not recorded unless both customers agree
    in writing
measures:
  cycle time: <target> from the request to the conversation
  volume: <references per period>, and asks per customer per <period>
  quality gate: no customer asked inside the cool-down, and every ask
                recorded against the customer's record on the day
```
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.

347 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: customer reference           id: <team>/provide-a-reference   v1
from: ref/sls/provide-a-reference v1
owner: <who>                          effective: <date>
trigger: a prospect asks to speak to an existing customer, or a shaping
         run decides a reference would settle a question
         watch: record=<reference request>
                system=<where reference requests arrive>
                change=<a prospect asks to speak to a customer>
         or watch: record=<opportunity> system=<your shaping process>
                change=<a shaping run decides a reference would settle
                a question>
concurrency: runs may overlap - <how many> reference requests live at
             once, and one customer takes at most <how many> reference
             calls per <period>
goal: a prospect hears from a customer who matches their worry, inside
      <days>, without any customer being asked more often than the
      cool-down allows
phases:
  take-in-request   - human: who is asking, what decision it turns on,
                      and by when the conversation has to happen
                      owner: reference-finder   after: trigger
                      automation: <level>
  say-what-is-needed - human: the industry, the size, the deployment
                      shape and the specific worry the prospect has,
                      written down before anyone is searched for
                      owner: reference-finder   after: take-in-request
                      automation: <level>
  search-pool       - runs collect-and-report: customers who match and
                      who have already agreed in writing to be asked
                      owner: reference-finder   after: say-what-is-needed
                      by: <days>                automation: <level>
  check-cool-down   - system: when each candidate was last asked, and
                      how many times in the last <period>
                      owner: reference-finder   after: search-pool
                      automation: <level>
  check-health      - runs assessment: open disputes, live support
                      crises, renewal risk and anything else that makes
                      an ask unwelcome
                      owner: <your customer success role>
                      after: check-cool-down
                      by: <days>                automation: <level>
  shortlist         - human: <how many> names, ranked, each with the
                      reason it fits this prospect
                      owner: reference-finder   after: check-health
                      automation: <level>
  ask-the-customer  - human: the customer is asked by the person who
                      owns the relationship, and a no is recorded as a
                      no without a second attempt
                      owner: <your customer success role>
                      after: shortlist
                      by: <days>                automation: never
  agree-the-bounds  - convenes approval: what may be said about
                      numbers, names, terms and dates, and what stays
                      out
                      owner: <your legal role>  after: ask-the-customer
                      by: <days>                automation: never
  brief-reference   - convenes briefing: what the prospect is likely to
                      ask, how long it will take, and what is off
                      limits
                      owner: reference-finder   after: agree-the-bounds
                      automation: <level>
  brief-prospect    - convenes briefing: how long they have, who is on
                      the call, and what they must not ask for
                      owner: reference-finder   after: agree-the-bounds
                      automation: <level>
  set-it-up         - human: a time both sides confirmed, a way to
                      join, and a reminder <hours> before
                      owner: reference-finder
                      after: brief-reference + brief-prospect
                      automation: <level>
  hold-conversation - human: the two customers talk. The seller is on
                      the call to open it and then listens
                      owner: <your account owner role>
                      after: set-it-up
                      automation: never
  thank-reference   - human: the thanks goes out within <hours>, and
                      the ask is written against the customer's record
                      owner: reference-finder   after: hold-conversation
                      automation: <level>
  reset-clock       - system: the customer comes off the available list
                      until <date>, and the count for the period goes up
                      owner: reference-finder   after: thank-reference
                      automation: <level>
  feed-back         - convenes debrief: what the prospect heard that
                      moved them, what did not, and which candidate
                      should have been first
                      owner: reference-finder   after: reset-clock
                      automation: <level>
run-scoped:
  load - runs collect-and-report              owner: reference-finder
         every: <cadence>
         from: trigger   until: run close
handoffs:
  take-in-request -> say-what-is-needed [reference-request]: who is
    asking and what the conversation has to settle for them
  say-what-is-needed -> search-pool [match-criteria]: the match the
    prospect needs, written as criteria rather than as a name somebody
    thought of
  search-pool -> check-cool-down [candidates]: the candidates, and
    the written agreement each one gave to be asked
  check-cool-down -> check-health [cool-down-state]: the candidates
    still inside the cool-down rule, with the date each was last asked
  check-health -> shortlist [account-standing]: the accounts that may
    be asked, and the ones that may not, each with the reason
  shortlist -> ask-the-customer [ranked-names]: the ranked names, and
    the reason each one fits this prospect
  ask-the-customer -> agree-the-bounds [customer-yes]: the customer's
    yes, in writing, and anything they said they will not discuss
  agree-the-bounds -> brief-reference [agreed-bounds]: what may be
    said and what stays out, at a version both the customer and <your
    legal role> hold
  agree-the-bounds -> brief-prospect [bounds-for-prospect]: the same
    bounds, phrased as what not to ask for
  brief-reference -> set-it-up [reference-availability]: the
    customer's availability and the length they agreed to
  brief-prospect -> set-it-up [prospect-availability]: the prospect's
    availability and who will join from their side
  set-it-up -> hold-conversation [joining-details]: the time, the
    joining details, and the names on both sides
  hold-conversation -> thank-reference [what-happened]: whether it
    happened, how long it ran, and anything the customer flagged
    afterwards
  thank-reference -> reset-clock [recorded-ask]: the ask, dated,
    against the customer's record
  reset-clock -> feed-back [updated-clock]: the updated cool-down
    state, and the candidates who were not used
deviations:
  check-cool-down -> say-what-is-needed [all-asked-too-recently]:
    every matching customer was asked too recently, so what the
    prospect needs to hear is written again against a different match
  check-health -> search-pool [account-not-askable]: the account is
    in no state to be asked, so the pool is searched again without it
  ask-the-customer -> shortlist [customer-says-no]: the customer
    says no, so the next name on the shortlist is asked
  agree-the-bounds -> shortlist [bounds-too-narrow]: nothing useful
    may be discussed, so the shortlist is worked again rather than a
    call being held that tells the prospect nothing
  hold-conversation -> set-it-up [nobody-joined]: nobody joined the
    call, so it is set up again once before the run gives up on it
bindings:
  roster:  <who holds each role - agents claiming the abstract agents
           above, and named people for the account owner, the customer
           success manager, the legal reviewer and the reference
           customer>
  systems: the CRM (write), the reference register (write),
           the calendar (write), the meeting tool (write),
           the support history (read), <your renewal record> (read),
           <your contract store> (read)
  data:    <your reference agreement template> <version>, the cool-down
           rule (<how many> asks per <period>, <days> between asks),
           <your list of what may be said publicly>
policy:
  a customer is asked only if they have agreed in writing to be a
    reference, and that agreement is current
  no customer is asked more than <how many> times per <period>, and
    never inside <days> of the last ask
  a customer who says no is not asked again for this opportunity, and
    the no is recorded without a reason being demanded
  an account with an open dispute or a live support crisis is not asked
  what may be discussed is agreed before the call, and the seller does
    not add to it during the call
  the seller does not answer for the reference customer on the call
  a reference conversation is not recorded unless both customers agree
    in writing
measures:
  cycle time: <target> from the request to the conversation
  volume: <references per period>, and asks per customer per <period>
  quality gate: no customer asked inside the cool-down, and every ask
                recorded against the customer's record on the day
```
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.

352 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: customer reference           id: <team>/provide-a-reference   v1
from: ref/sls/provide-a-reference v1
owner: <who>                          effective: <date>
trigger: a prospect asks to speak to an existing customer, or a shaping
         run decides a reference would settle a question
         watch: record=<reference request>
                system=<where reference requests arrive>
                change=<a prospect asks to speak to a customer>
         or watch: record=<opportunity> system=<your shaping process>
                change=<a shaping run decides a reference would settle
                a question>
concurrency: runs may overlap - <how many> reference requests live at
             once, and one customer takes at most <how many> reference
             calls per <period>
goal: a prospect hears from a customer who matches their worry, inside
      <days>, without any customer being asked more often than the
      cool-down allows
phases:
  take-in-request   - human: who is asking, what decision it turns on,
                      and by when the conversation has to happen
                      owner: reference-finder   after: trigger
                      automation: <level>
  say-what-is-needed - human: the industry, the size, the deployment
                      shape and the specific worry the prospect has,
                      written down before anyone is searched for
                      owner: reference-finder   after: take-in-request
                      automation: <level>
  search-pool       - runs collect-and-report: customers who match and
                      who have already agreed in writing to be asked
                      owner: reference-finder   after: say-what-is-needed
                      by: <days>                automation: <level>
  check-cool-down   - system: when each candidate was last asked, and
                      how many times in the last <period>
                      owner: reference-finder   after: search-pool
                      automation: <level>
  check-health      - runs assessment: open disputes, live support
                      crises, renewal risk and anything else that makes
                      an ask unwelcome
                      owner: <your customer success role>
                      after: check-cool-down
                      by: <days>                automation: <level>
  shortlist         - human: <how many> names, ranked, each with the
                      reason it fits this prospect
                      owner: reference-finder   after: check-health
                      automation: <level>
  ask-the-customer  - human: the customer is asked by the person who
                      owns the relationship, and a no is recorded as a
                      no without a second attempt
                      owner: <your customer success role>
                      after: shortlist
                      by: <days>                automation: never
  agree-the-bounds  - convenes approval: what may be said about
                      numbers, names, terms and dates, and what stays
                      out
                      owner: <your legal role>  after: ask-the-customer
                      by: <days>                automation: never
  brief-reference   - convenes briefing: what the prospect is likely to
                      ask, how long it will take, and what is off
                      limits
                      owner: reference-finder   after: agree-the-bounds
                      automation: <level>
  brief-prospect    - convenes briefing: how long they have, who is on
                      the call, and what they must not ask for
                      owner: reference-finder   after: agree-the-bounds
                      automation: <level>
  set-it-up         - human: a time both sides confirmed, a way to
                      join, and a reminder <hours> before
                      owner: reference-finder
                      after: brief-reference + brief-prospect
                      automation: <level>
  hold-conversation - human: the two customers talk. The seller is on
                      the call to open it and then listens
                      owner: <your account owner role>
                      after: set-it-up
                      automation: never
  thank-reference   - human: the thanks goes out within <hours>, and
                      the ask is written against the customer's record
                      owner: reference-finder   after: hold-conversation
                      automation: <level>
  reset-clock       - system: the customer comes off the available list
                      until <date>, and the count for the period goes up
                      owner: reference-finder   after: thank-reference
                      automation: <level>
  feed-back         - convenes debrief: what the prospect heard that
                      moved them, what did not, and which candidate
                      should have been first
                      owner: reference-finder   after: reset-clock
                      automation: <level>
run-scoped:
  load - runs collect-and-report              owner: reference-finder
         every: <cadence>
         from: trigger   until: run close
handoffs:
  take-in-request -> say-what-is-needed [reference-request]: who is
    asking and what the conversation has to settle for them
  say-what-is-needed -> search-pool [match-criteria]: the match the
    prospect needs, written as criteria rather than as a name somebody
    thought of
  search-pool -> check-cool-down [candidates]: the candidates, and
    the written agreement each one gave to be asked
  check-cool-down -> check-health [cool-down-state]: the candidates
    still inside the cool-down rule, with the date each was last asked
  check-health -> shortlist [account-standing]: the accounts that may
    be asked, and the ones that may not, each with the reason
  shortlist -> ask-the-customer [ranked-names]: the ranked names, and
    the reason each one fits this prospect
  ask-the-customer -> agree-the-bounds [customer-yes]: the customer's
    yes, in writing, and anything they said they will not discuss
  agree-the-bounds -> brief-reference [agreed-bounds]: what may be
    said and what stays out, at a version both the customer and <your
    legal role> hold
  agree-the-bounds -> brief-prospect [bounds-for-prospect]: the same
    bounds, phrased as what not to ask for
  brief-reference -> set-it-up [reference-availability]: the
    customer's availability and the length they agreed to
  brief-prospect -> set-it-up [prospect-availability]: the prospect's
    availability and who will join from their side
  set-it-up -> hold-conversation [joining-details]: the time, the
    joining details, and the names on both sides
  hold-conversation -> thank-reference [what-happened]: whether it
    happened, how long it ran, and anything the customer flagged
    afterwards
  thank-reference -> reset-clock [recorded-ask]: the ask, dated,
    against the customer's record
  reset-clock -> feed-back [updated-clock]: the updated cool-down
    state, and the candidates who were not used
deviations:
  check-cool-down -> say-what-is-needed [all-asked-too-recently]:
    every matching customer was asked too recently, so what the
    prospect needs to hear is written again against a different match
  check-health -> search-pool [account-not-askable]: the account is
    in no state to be asked, so the pool is searched again without it
  ask-the-customer -> shortlist [customer-says-no]: the customer
    says no, so the next name on the shortlist is asked
  agree-the-bounds -> shortlist [bounds-too-narrow]: nothing useful
    may be discussed, so the shortlist is worked again rather than a
    call being held that tells the prospect nothing
  hold-conversation -> set-it-up [nobody-joined]: nobody joined the
    call, so it is set up again once before the run gives up on it
bindings:
  roster:  <who holds each role - agents claiming the abstract agents
           above, and named people for the account owner, the customer
           success manager, the legal reviewer and the reference
           customer>
  systems: the CRM (write), the reference register (write),
           the calendar (write), the meeting tool (write),
           the support history (read), <your renewal record> (read),
           <your contract store> (read)
  data:    <your reference agreement template> <version>, the cool-down
           rule (<how many> asks per <period>, <days> between asks),
           <your list of what may be said publicly>
policy:
  a customer is asked only if they have agreed in writing to be a
    reference, and that agreement is current
  no customer is asked more than <how many> times per <period>, and
    never inside <days> of the last ask
  a customer who says no is not asked again for this opportunity, and
    the no is recorded without a reason being demanded
  an account with an open dispute or a live support crisis is not asked
  what may be discussed is agreed before the call, and the seller does
    not add to it during the call
  the seller does not answer for the reference customer on the call
  a reference conversation is not recorded unless both customers agree
    in writing
measures:
  cycle time: <target> from the request to the conversation
  volume: <references per period>, and asks per customer per <period>
  quality gate: no customer asked inside the cool-down, and every ask
                recorded against the customer's record on the day
```
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.

343 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: customer reference           id: <team>/provide-a-reference   v1
from: ref/sls/provide-a-reference v1
owner: <who>                          effective: <date>
trigger: a prospect asks to speak to an existing customer, or a shaping
         run decides a reference would settle a question
         watch: record=<reference request>
                system=<where reference requests arrive>
                change=<a prospect asks to speak to a customer>
         or watch: record=<opportunity> system=<your shaping process>
                change=<a shaping run decides a reference would settle
                a question>
concurrency: runs may overlap - <how many> reference requests live at
             once, and one customer takes at most <how many> reference
             calls per <period>
goal: a prospect hears from a customer who matches their worry, inside
      <days>, without any customer being asked more often than the
      cool-down allows
phases:
  take-in-request   - human: who is asking, what decision it turns on,
                      and by when the conversation has to happen
                      owner: reference-finder   after: trigger
                      automation: <level>
  say-what-is-needed - human: the industry, the size, the deployment
                      shape and the specific worry the prospect has,
                      written down before anyone is searched for
                      owner: reference-finder   after: take-in-request
                      automation: <level>
  search-pool       - runs collect-and-report: customers who match and
                      who have already agreed in writing to be asked
                      owner: reference-finder   after: say-what-is-needed
                      by: <days>                automation: <level>
  check-cool-down   - system: when each candidate was last asked, and
                      how many times in the last <period>
                      owner: reference-finder   after: search-pool
                      automation: <level>
  check-health      - runs assessment: open disputes, live support
                      crises, renewal risk and anything else that makes
                      an ask unwelcome
                      owner: <your customer success role>
                      after: check-cool-down
                      by: <days>                automation: <level>
  shortlist         - human: <how many> names, ranked, each with the
                      reason it fits this prospect
                      owner: reference-finder   after: check-health
                      automation: <level>
  ask-the-customer  - human: the customer is asked by the person who
                      owns the relationship, and a no is recorded as a
                      no without a second attempt
                      owner: <your customer success role>
                      after: shortlist
                      by: <days>                automation: never
  agree-the-bounds  - convenes approval: what may be said about
                      numbers, names, terms and dates, and what stays
                      out
                      owner: <your legal role>  after: ask-the-customer
                      by: <days>                automation: never
  brief-reference   - convenes briefing: what the prospect is likely to
                      ask, how long it will take, and what is off
                      limits
                      owner: reference-finder   after: agree-the-bounds
                      automation: <level>
  brief-prospect    - convenes briefing: how long they have, who is on
                      the call, and what they must not ask for
                      owner: reference-finder   after: agree-the-bounds
                      automation: <level>
  set-it-up         - human: a time both sides confirmed, a way to
                      join, and a reminder <hours> before
                      owner: reference-finder
                      after: brief-reference + brief-prospect
                      automation: <level>
  hold-conversation - human: the two customers talk. The seller is on
                      the call to open it and then listens
                      owner: <your account owner role>
                      after: set-it-up
                      automation: never
  thank-reference   - human: the thanks goes out within <hours>, and
                      the ask is written against the customer's record
                      owner: reference-finder   after: hold-conversation
                      automation: <level>
  reset-clock       - system: the customer comes off the available list
                      until <date>, and the count for the period goes up
                      owner: reference-finder   after: thank-reference
                      automation: <level>
  feed-back         - convenes debrief: what the prospect heard that
                      moved them, what did not, and which candidate
                      should have been first
                      owner: reference-finder   after: reset-clock
                      automation: <level>
run-scoped:
  load - runs collect-and-report              owner: reference-finder
         every: <cadence>
         from: trigger   until: run close
handoffs:
  take-in-request -> say-what-is-needed [reference-request]: who is
    asking and what the conversation has to settle for them
  say-what-is-needed -> search-pool [match-criteria]: the match the
    prospect needs, written as criteria rather than as a name somebody
    thought of
  search-pool -> check-cool-down [candidates]: the candidates, and
    the written agreement each one gave to be asked
  check-cool-down -> check-health [cool-down-state]: the candidates
    still inside the cool-down rule, with the date each was last asked
  check-health -> shortlist [account-standing]: the accounts that may
    be asked, and the ones that may not, each with the reason
  shortlist -> ask-the-customer [ranked-names]: the ranked names, and
    the reason each one fits this prospect
  ask-the-customer -> agree-the-bounds [customer-yes]: the customer's
    yes, in writing, and anything they said they will not discuss
  agree-the-bounds -> brief-reference [agreed-bounds]: what may be
    said and what stays out, at a version both the customer and <your
    legal role> hold
  agree-the-bounds -> brief-prospect [bounds-for-prospect]: the same
    bounds, phrased as what not to ask for
  brief-reference -> set-it-up [reference-availability]: the
    customer's availability and the length they agreed to
  brief-prospect -> set-it-up [prospect-availability]: the prospect's
    availability and who will join from their side
  set-it-up -> hold-conversation [joining-details]: the time, the
    joining details, and the names on both sides
  hold-conversation -> thank-reference [what-happened]: whether it
    happened, how long it ran, and anything the customer flagged
    afterwards
  thank-reference -> reset-clock [recorded-ask]: the ask, dated,
    against the customer's record
  reset-clock -> feed-back [updated-clock]: the updated cool-down
    state, and the candidates who were not used
deviations:
  check-cool-down -> say-what-is-needed [all-asked-too-recently]:
    every matching customer was asked too recently, so what the
    prospect needs to hear is written again against a different match
  check-health -> search-pool [account-not-askable]: the account is
    in no state to be asked, so the pool is searched again without it
  ask-the-customer -> shortlist [customer-says-no]: the customer
    says no, so the next name on the shortlist is asked
  agree-the-bounds -> shortlist [bounds-too-narrow]: nothing useful
    may be discussed, so the shortlist is worked again rather than a
    call being held that tells the prospect nothing
  hold-conversation -> set-it-up [nobody-joined]: nobody joined the
    call, so it is set up again once before the run gives up on it
bindings:
  roster:  <who holds each role - agents claiming the abstract agents
           above, and named people for the account owner, the customer
           success manager, the legal reviewer and the reference
           customer>
  systems: the CRM (write), the reference register (write),
           the calendar (write), the meeting tool (write),
           the support history (read), <your renewal record> (read),
           <your contract store> (read)
  data:    <your reference agreement template> <version>, the cool-down
           rule (<how many> asks per <period>, <days> between asks),
           <your list of what may be said publicly>
policy:
  a customer is asked only if they have agreed in writing to be a
    reference, and that agreement is current
  no customer is asked more than <how many> times per <period>, and
    never inside <days> of the last ask
  a customer who says no is not asked again for this opportunity, and
    the no is recorded without a reason being demanded
  an account with an open dispute or a live support crisis is not asked
  what may be discussed is agreed before the call, and the seller does
    not add to it during the call
  the seller does not answer for the reference customer on the call
  a reference conversation is not recorded unless both customers agree
    in writing
measures:
  cycle time: <target> from the request to the conversation
  volume: <references per period>, and asks per customer per <period>
  quality gate: no customer asked inside the cool-down, and every ask
                recorded against the customer's record on the day
```
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

52 blanks to fill. Everything else is the process.

this process from: ref/sls/provide-a-reference 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.