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reference process · revenue-operations · 16 activities · 7 on the roster

Watch the Response Clock

The organization promised to answer certain work within a certain time. This process reads what actually happened against that promise and publishes both numbers side by side. It says what each clock covers, checks that the timestamps behind it can be trusted, measures every run in the period, and breaks the misses down until they say something more useful than a percentage. The report goes out where the people it names can read it, each queue hears its own number rather than the average, and the work the report calls for gets an owner before the run closes.

The activities

What happens in a run

16 activities from the reporting period closes to the promise and the result are published side by side, 2 of them gates a person has to sign. Drag the diagram to move along it.

Watch the Response Clockthe reporting period closes → the promise and the result are published side by side
a clock has no reliable stampruns arrive with no stop stampthe pattern is a measurement problemthe figures do not holda queue shows the clock never fitthe reporting period closes1Take in the Promise and t…the clocks in force, and theperiod being reported2Name What Each Clock Cove…what starts a clock, what stopsit, what pauses it3Read Where the Times Come…the systems that stamp thestart and the stop4Check the Timestamps Hold…missing stops, back-datedstamps and clock gaps5Pull the Runs in the Wind…every piece of work that satunder a clock6Measure Each Run Against …met, missed, or still open pastits due time7Set Aside What the Clock …the runs a person agrees theclock never fita person signs · never an agent8Break the Misses Downby queue, owner, source, andhour of arrival9Find What the Misses Have…the pattern behind the number,not just the number10Compare With the Period B…which way the number moved, andby how much11Write the Reportwhat was promised, whathappened, and what moved12Have the Numbers Checkeda person reviews the figuresbefore they go outa person signs · never an agent13Publish the Reportposted where everyone it namescan read it14Take Each Queue Its Own N…a manager hears their ownmisses, not the average15Open the Work the Report …rule changes and staffing, eachwith a named owner16Keep the Periodthe numbers as published, keptso they replaythe promise and the result are published side by side
The roster this process needs

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: watch the response clock      id: <team>/watch-the-response-clock   v1
from: ref/rev/watch-the-response-clock v1
owner: <who>                           effective: <date>
trigger: the <period> reporting window closes, or <who> asks for the
         clock outside the cadence
         watch: every=<period>
         or watch: record=<a request for the clock> system=<the
                reporting store>
                change=<somebody asks for the clock outside the cadence>
concurrency: one run per window per clock set - a window is reported
             once, and a correction is a new run against the same window
goal: every clock in force reported against what actually happened,
      published where the people it names can read it, with the work it
      calls for owned by <when>
phases:
  take-in-promise - human: the clocks in force, the period being
                    reported, and who the promise was made to
                    owner: response-clock-monitor   after: trigger
                    automation: <level>
  name-coverage   - convenes decide-and-announce: for each clock, the
                    event that starts it, the event that stops it, and
                    the states that pause it
                    owner: response-clock-monitor   after: take-in-promise
                    automation: <level>
  read-sources    - runs collect-and-report: the system each stamp is
                    read from, and how current that reading is
                    owner: data-steward             after: name-coverage
                    automation: autonomous
  check-stamps    - runs assessment: missing stops, stamps written after
                    the fact, and gaps where no system was recording
                    owner: data-steward             after: read-sources
                    by: <days>                      automation: <level>
  pull-runs       - system: every run that sat under a clock in the
                    window, with its start, its stop and its queue
                    owner: analytics                after: check-stamps
                    automation: autonomous
  measure-runs    - system: each run marked met, missed, or still open
                    past its due time, with the elapsed time recorded
                    owner: response-clock-monitor   after: pull-runs
                    automation: autonomous
  set-aside       - human: the runs the clock never fit, each with a
                    reason and the name of the person who agreed
                    owner: <your sales manager role>
                    after: measure-runs
                    by: <days>                      automation: never
  break-down      - runs collect-and-report: the misses by queue, by
                    owner, by source and by hour of arrival
                    owner: analytics                after: set-aside
                    automation: <level>
  find-pattern    - runs assessment: what the misses share, tested
                    against <how many> of them rather than asserted
                    owner: analytics                after: break-down
                    by: <days>                      automation: <level>
  compare-period  - system: this window set against the <how many>
                    windows before it, level and direction
                    owner: analytics                after: set-aside
                    automation: autonomous
  write-report    - runs collect-and-report: the promise, the result,
                    the set-aside count, the movement and the pattern
                    owner: reporting-manager
                    after: find-pattern + compare-period
                    by: <days>                      automation: <level>
  check-numbers   - convenes approval: <who> reads the figures against
                    their sources before the report leaves
                    owner: <your revenue operations role>
                    after: write-report
                    by: <days>                      automation: never
  publish-report  - system: the report posted where every person and
                    queue it names can read it
                    owner: reporting-manager        after: check-numbers
                    automation: supervised
  queue-by-queue  - convenes debrief: each manager reads their own
                    misses, and says what they will change
                    owner: response-clock-monitor   after: publish-report
                    by: <days>                      automation: <level>
  open-the-work   - convenes decide-and-announce: the rule changes, the
                    staffing and the escalations the report calls for,
                    each with a named owner and a date
                    owner: routing-keeper           after: queue-by-queue
                    by: <days>                      automation: <level>
  keep-period     - system: the numbers as published, with the queries
                    behind them, kept for <how long>
                    owner: data-steward             after: open-the-work
                    automation: autonomous
run-scoped:
  breaches - runs roll-call                     owner: response-clock-monitor
             every: <cadence>
             from: measure-runs   until: publish-report
handoffs:
  take-in-promise -> name-coverage [clocks-and-window]: the clocks in
    force at their published versions, the window, and who each promise
    was made to
  name-coverage -> read-sources [clock-definitions]: per clock, the
    start event, the stop event and the pause states, written so two
    people read them the same
  read-sources -> check-stamps [stamp-sources]: the system behind every
    stamp, and the last time that system was known to be recording
  check-stamps -> pull-runs [trusted-stamps]: which stamps may be
    counted, and every clock that cannot be measured this window with
    the reason
  pull-runs -> measure-runs [runs-in-window]: one row per run, with its
    start, its stop, its queue and its owner
  measure-runs -> set-aside [measured-runs]: every run marked met,
    missed or open, with the elapsed time and the clock it was measured
    against
  set-aside -> break-down [counted-runs]: the runs that count, and the
    set-aside list with a reason and an agreeing person against each one
  set-aside -> compare-period [counting-rule]: the same counting rule,
    so this window and the ones before it are compared on the same basis
  break-down -> find-pattern [miss-cuts]: the misses cut by queue,
    owner, source and arrival hour, with the count in every cut
  find-pattern -> write-report [miss-pattern]: what the misses share,
    and what the evidence does not support saying
  compare-period -> write-report [period-movement]: the movement against
    <how many> prior windows, and whether it is inside normal variation
  write-report -> check-numbers [draft-report]: the report at a version,
    every figure naming the query it came from
  check-numbers -> publish-report [checked-report]: the reviewed report,
    with the name of the person who checked it
  publish-report -> queue-by-queue [published-report]: the address the
    report is readable at, and the slice belonging to each queue
  queue-by-queue -> open-the-work [manager-commitments]: what each
    manager said they would change, and what they said they could not
  open-the-work -> keep-period [opened-work]: the work that was opened,
    its owner and its date
deviations:
  check-stamps -> name-coverage [no-reliable-stamp]: nothing records a
    clock's stop event, so what that clock covers is named again
  measure-runs -> check-stamps [no-stop-stamp]: runs arrive with no stop
    stamp, so the stamps are checked again
  find-pattern -> check-stamps [pattern-is-measurement]: the pattern
    behind the misses turns out to be a measurement problem
  check-numbers -> write-report [figures-do-not-hold]: a figure does not
    hold against its source, so only the report reopens
  queue-by-queue -> set-aside [clock-never-fit]: a queue shows the clock
    never fitted its work, so those runs go back to be set aside with a
    reason and an agreeing person
bindings:
  roster:  <the agent claiming response-clock-monitor> ·
           <the agent claiming analytics> ·
           <who agrees a run is set aside> ·
           <who checks the numbers> ·
           <the managers who hear their own queue>
  systems: <the system that delivers the work> (read), the CRM (read),
           the inbox and the form store (read),
           the reporting store (write), the published report page
           (write)
  data:    <your response time promise> <version>, the routing rules at
           their versions, <your working calendar>, <your pause states>
policy:
  a run is never closed and reopened to produce a shorter elapsed time
  the clock starts when the work arrives, not when somebody opens it
  a run is set aside only with a written reason and a named person who
    agreed, and the set-aside count is published next to the result
  a figure that cannot name the query behind it does not go in the
    report
  the report is published whether the number is good or bad, and the
    same report goes to <who> and to the queues it names
  a clock whose stamps could not be trusted this window is reported as
    unmeasured, never as met
measures:
  cycle time: <target> from the window closing to the report published
  coverage: <target> share of runs in the window that carried a
            measurable clock
  volume: <clocks reported per period>, <runs measured per period>
  quality gate: set-aside runs stay under <target> of the window, and
                every one of them names its agreeing person
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.

290 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: watch the response clock      id: <team>/watch-the-response-clock   v1
from: ref/rev/watch-the-response-clock v1
owner: <who>                           effective: <date>
trigger: the <period> reporting window closes, or <who> asks for the
         clock outside the cadence
         watch: every=<period>
         or watch: record=<a request for the clock> system=<the
                reporting store>
                change=<somebody asks for the clock outside the cadence>
concurrency: one run per window per clock set - a window is reported
             once, and a correction is a new run against the same window
goal: every clock in force reported against what actually happened,
      published where the people it names can read it, with the work it
      calls for owned by <when>
phases:
  take-in-promise - human: the clocks in force, the period being
                    reported, and who the promise was made to
                    owner: response-clock-monitor   after: trigger
                    automation: <level>
  name-coverage   - convenes decide-and-announce: for each clock, the
                    event that starts it, the event that stops it, and
                    the states that pause it
                    owner: response-clock-monitor   after: take-in-promise
                    automation: <level>
  read-sources    - runs collect-and-report: the system each stamp is
                    read from, and how current that reading is
                    owner: data-steward             after: name-coverage
                    automation: autonomous
  check-stamps    - runs assessment: missing stops, stamps written after
                    the fact, and gaps where no system was recording
                    owner: data-steward             after: read-sources
                    by: <days>                      automation: <level>
  pull-runs       - system: every run that sat under a clock in the
                    window, with its start, its stop and its queue
                    owner: analytics                after: check-stamps
                    automation: autonomous
  measure-runs    - system: each run marked met, missed, or still open
                    past its due time, with the elapsed time recorded
                    owner: response-clock-monitor   after: pull-runs
                    automation: autonomous
  set-aside       - human: the runs the clock never fit, each with a
                    reason and the name of the person who agreed
                    owner: <your sales manager role>
                    after: measure-runs
                    by: <days>                      automation: never
  break-down      - runs collect-and-report: the misses by queue, by
                    owner, by source and by hour of arrival
                    owner: analytics                after: set-aside
                    automation: <level>
  find-pattern    - runs assessment: what the misses share, tested
                    against <how many> of them rather than asserted
                    owner: analytics                after: break-down
                    by: <days>                      automation: <level>
  compare-period  - system: this window set against the <how many>
                    windows before it, level and direction
                    owner: analytics                after: set-aside
                    automation: autonomous
  write-report    - runs collect-and-report: the promise, the result,
                    the set-aside count, the movement and the pattern
                    owner: reporting-manager
                    after: find-pattern + compare-period
                    by: <days>                      automation: <level>
  check-numbers   - convenes approval: <who> reads the figures against
                    their sources before the report leaves
                    owner: <your revenue operations role>
                    after: write-report
                    by: <days>                      automation: never
  publish-report  - system: the report posted where every person and
                    queue it names can read it
                    owner: reporting-manager        after: check-numbers
                    automation: supervised
  queue-by-queue  - convenes debrief: each manager reads their own
                    misses, and says what they will change
                    owner: response-clock-monitor   after: publish-report
                    by: <days>                      automation: <level>
  open-the-work   - convenes decide-and-announce: the rule changes, the
                    staffing and the escalations the report calls for,
                    each with a named owner and a date
                    owner: routing-keeper           after: queue-by-queue
                    by: <days>                      automation: <level>
  keep-period     - system: the numbers as published, with the queries
                    behind them, kept for <how long>
                    owner: data-steward             after: open-the-work
                    automation: autonomous
run-scoped:
  breaches - runs roll-call                     owner: response-clock-monitor
             every: <cadence>
             from: measure-runs   until: publish-report
handoffs:
  take-in-promise -> name-coverage [clocks-and-window]: the clocks in
    force at their published versions, the window, and who each promise
    was made to
  name-coverage -> read-sources [clock-definitions]: per clock, the
    start event, the stop event and the pause states, written so two
    people read them the same
  read-sources -> check-stamps [stamp-sources]: the system behind every
    stamp, and the last time that system was known to be recording
  check-stamps -> pull-runs [trusted-stamps]: which stamps may be
    counted, and every clock that cannot be measured this window with
    the reason
  pull-runs -> measure-runs [runs-in-window]: one row per run, with its
    start, its stop, its queue and its owner
  measure-runs -> set-aside [measured-runs]: every run marked met,
    missed or open, with the elapsed time and the clock it was measured
    against
  set-aside -> break-down [counted-runs]: the runs that count, and the
    set-aside list with a reason and an agreeing person against each one
  set-aside -> compare-period [counting-rule]: the same counting rule,
    so this window and the ones before it are compared on the same basis
  break-down -> find-pattern [miss-cuts]: the misses cut by queue,
    owner, source and arrival hour, with the count in every cut
  find-pattern -> write-report [miss-pattern]: what the misses share,
    and what the evidence does not support saying
  compare-period -> write-report [period-movement]: the movement against
    <how many> prior windows, and whether it is inside normal variation
  write-report -> check-numbers [draft-report]: the report at a version,
    every figure naming the query it came from
  check-numbers -> publish-report [checked-report]: the reviewed report,
    with the name of the person who checked it
  publish-report -> queue-by-queue [published-report]: the address the
    report is readable at, and the slice belonging to each queue
  queue-by-queue -> open-the-work [manager-commitments]: what each
    manager said they would change, and what they said they could not
  open-the-work -> keep-period [opened-work]: the work that was opened,
    its owner and its date
deviations:
  check-stamps -> name-coverage [no-reliable-stamp]: nothing records a
    clock's stop event, so what that clock covers is named again
  measure-runs -> check-stamps [no-stop-stamp]: runs arrive with no stop
    stamp, so the stamps are checked again
  find-pattern -> check-stamps [pattern-is-measurement]: the pattern
    behind the misses turns out to be a measurement problem
  check-numbers -> write-report [figures-do-not-hold]: a figure does not
    hold against its source, so only the report reopens
  queue-by-queue -> set-aside [clock-never-fit]: a queue shows the clock
    never fitted its work, so those runs go back to be set aside with a
    reason and an agreeing person
bindings:
  roster:  <the agent claiming response-clock-monitor> ·
           <the agent claiming analytics> ·
           <who agrees a run is set aside> ·
           <who checks the numbers> ·
           <the managers who hear their own queue>
  systems: <the system that delivers the work> (read), the CRM (read),
           the inbox and the form store (read),
           the reporting store (write), the published report page
           (write)
  data:    <your response time promise> <version>, the routing rules at
           their versions, <your working calendar>, <your pause states>
policy:
  a run is never closed and reopened to produce a shorter elapsed time
  the clock starts when the work arrives, not when somebody opens it
  a run is set aside only with a written reason and a named person who
    agreed, and the set-aside count is published next to the result
  a figure that cannot name the query behind it does not go in the
    report
  the report is published whether the number is good or bad, and the
    same report goes to <who> and to the queues it names
  a clock whose stamps could not be trusted this window is reported as
    unmeasured, never as met
measures:
  cycle time: <target> from the window closing to the report published
  coverage: <target> share of runs in the window that carried a
            measurable clock
  volume: <clocks reported per period>, <runs measured per period>
  quality gate: set-aside runs stay under <target> of the window, and
                every one of them names its agreeing person
```
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.

345 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: watch the response clock      id: <team>/watch-the-response-clock   v1
from: ref/rev/watch-the-response-clock v1
owner: <who>                           effective: <date>
trigger: the <period> reporting window closes, or <who> asks for the
         clock outside the cadence
         watch: every=<period>
         or watch: record=<a request for the clock> system=<the
                reporting store>
                change=<somebody asks for the clock outside the cadence>
concurrency: one run per window per clock set - a window is reported
             once, and a correction is a new run against the same window
goal: every clock in force reported against what actually happened,
      published where the people it names can read it, with the work it
      calls for owned by <when>
phases:
  take-in-promise - human: the clocks in force, the period being
                    reported, and who the promise was made to
                    owner: response-clock-monitor   after: trigger
                    automation: <level>
  name-coverage   - convenes decide-and-announce: for each clock, the
                    event that starts it, the event that stops it, and
                    the states that pause it
                    owner: response-clock-monitor   after: take-in-promise
                    automation: <level>
  read-sources    - runs collect-and-report: the system each stamp is
                    read from, and how current that reading is
                    owner: data-steward             after: name-coverage
                    automation: autonomous
  check-stamps    - runs assessment: missing stops, stamps written after
                    the fact, and gaps where no system was recording
                    owner: data-steward             after: read-sources
                    by: <days>                      automation: <level>
  pull-runs       - system: every run that sat under a clock in the
                    window, with its start, its stop and its queue
                    owner: analytics                after: check-stamps
                    automation: autonomous
  measure-runs    - system: each run marked met, missed, or still open
                    past its due time, with the elapsed time recorded
                    owner: response-clock-monitor   after: pull-runs
                    automation: autonomous
  set-aside       - human: the runs the clock never fit, each with a
                    reason and the name of the person who agreed
                    owner: <your sales manager role>
                    after: measure-runs
                    by: <days>                      automation: never
  break-down      - runs collect-and-report: the misses by queue, by
                    owner, by source and by hour of arrival
                    owner: analytics                after: set-aside
                    automation: <level>
  find-pattern    - runs assessment: what the misses share, tested
                    against <how many> of them rather than asserted
                    owner: analytics                after: break-down
                    by: <days>                      automation: <level>
  compare-period  - system: this window set against the <how many>
                    windows before it, level and direction
                    owner: analytics                after: set-aside
                    automation: autonomous
  write-report    - runs collect-and-report: the promise, the result,
                    the set-aside count, the movement and the pattern
                    owner: reporting-manager
                    after: find-pattern + compare-period
                    by: <days>                      automation: <level>
  check-numbers   - convenes approval: <who> reads the figures against
                    their sources before the report leaves
                    owner: <your revenue operations role>
                    after: write-report
                    by: <days>                      automation: never
  publish-report  - system: the report posted where every person and
                    queue it names can read it
                    owner: reporting-manager        after: check-numbers
                    automation: supervised
  queue-by-queue  - convenes debrief: each manager reads their own
                    misses, and says what they will change
                    owner: response-clock-monitor   after: publish-report
                    by: <days>                      automation: <level>
  open-the-work   - convenes decide-and-announce: the rule changes, the
                    staffing and the escalations the report calls for,
                    each with a named owner and a date
                    owner: routing-keeper           after: queue-by-queue
                    by: <days>                      automation: <level>
  keep-period     - system: the numbers as published, with the queries
                    behind them, kept for <how long>
                    owner: data-steward             after: open-the-work
                    automation: autonomous
run-scoped:
  breaches - runs roll-call                     owner: response-clock-monitor
             every: <cadence>
             from: measure-runs   until: publish-report
handoffs:
  take-in-promise -> name-coverage [clocks-and-window]: the clocks in
    force at their published versions, the window, and who each promise
    was made to
  name-coverage -> read-sources [clock-definitions]: per clock, the
    start event, the stop event and the pause states, written so two
    people read them the same
  read-sources -> check-stamps [stamp-sources]: the system behind every
    stamp, and the last time that system was known to be recording
  check-stamps -> pull-runs [trusted-stamps]: which stamps may be
    counted, and every clock that cannot be measured this window with
    the reason
  pull-runs -> measure-runs [runs-in-window]: one row per run, with its
    start, its stop, its queue and its owner
  measure-runs -> set-aside [measured-runs]: every run marked met,
    missed or open, with the elapsed time and the clock it was measured
    against
  set-aside -> break-down [counted-runs]: the runs that count, and the
    set-aside list with a reason and an agreeing person against each one
  set-aside -> compare-period [counting-rule]: the same counting rule,
    so this window and the ones before it are compared on the same basis
  break-down -> find-pattern [miss-cuts]: the misses cut by queue,
    owner, source and arrival hour, with the count in every cut
  find-pattern -> write-report [miss-pattern]: what the misses share,
    and what the evidence does not support saying
  compare-period -> write-report [period-movement]: the movement against
    <how many> prior windows, and whether it is inside normal variation
  write-report -> check-numbers [draft-report]: the report at a version,
    every figure naming the query it came from
  check-numbers -> publish-report [checked-report]: the reviewed report,
    with the name of the person who checked it
  publish-report -> queue-by-queue [published-report]: the address the
    report is readable at, and the slice belonging to each queue
  queue-by-queue -> open-the-work [manager-commitments]: what each
    manager said they would change, and what they said they could not
  open-the-work -> keep-period [opened-work]: the work that was opened,
    its owner and its date
deviations:
  check-stamps -> name-coverage [no-reliable-stamp]: nothing records a
    clock's stop event, so what that clock covers is named again
  measure-runs -> check-stamps [no-stop-stamp]: runs arrive with no stop
    stamp, so the stamps are checked again
  find-pattern -> check-stamps [pattern-is-measurement]: the pattern
    behind the misses turns out to be a measurement problem
  check-numbers -> write-report [figures-do-not-hold]: a figure does not
    hold against its source, so only the report reopens
  queue-by-queue -> set-aside [clock-never-fit]: a queue shows the clock
    never fitted its work, so those runs go back to be set aside with a
    reason and an agreeing person
bindings:
  roster:  <the agent claiming response-clock-monitor> ·
           <the agent claiming analytics> ·
           <who agrees a run is set aside> ·
           <who checks the numbers> ·
           <the managers who hear their own queue>
  systems: <the system that delivers the work> (read), the CRM (read),
           the inbox and the form store (read),
           the reporting store (write), the published report page
           (write)
  data:    <your response time promise> <version>, the routing rules at
           their versions, <your working calendar>, <your pause states>
policy:
  a run is never closed and reopened to produce a shorter elapsed time
  the clock starts when the work arrives, not when somebody opens it
  a run is set aside only with a written reason and a named person who
    agreed, and the set-aside count is published next to the result
  a figure that cannot name the query behind it does not go in the
    report
  the report is published whether the number is good or bad, and the
    same report goes to <who> and to the queues it names
  a clock whose stamps could not be trusted this window is reported as
    unmeasured, never as met
measures:
  cycle time: <target> from the window closing to the report published
  coverage: <target> share of runs in the window that carried a
            measurable clock
  volume: <clocks reported per period>, <runs measured per period>
  quality gate: set-aside runs stay under <target> of the window, and
                every one of them names its agreeing person
```
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.

350 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: watch the response clock      id: <team>/watch-the-response-clock   v1
from: ref/rev/watch-the-response-clock v1
owner: <who>                           effective: <date>
trigger: the <period> reporting window closes, or <who> asks for the
         clock outside the cadence
         watch: every=<period>
         or watch: record=<a request for the clock> system=<the
                reporting store>
                change=<somebody asks for the clock outside the cadence>
concurrency: one run per window per clock set - a window is reported
             once, and a correction is a new run against the same window
goal: every clock in force reported against what actually happened,
      published where the people it names can read it, with the work it
      calls for owned by <when>
phases:
  take-in-promise - human: the clocks in force, the period being
                    reported, and who the promise was made to
                    owner: response-clock-monitor   after: trigger
                    automation: <level>
  name-coverage   - convenes decide-and-announce: for each clock, the
                    event that starts it, the event that stops it, and
                    the states that pause it
                    owner: response-clock-monitor   after: take-in-promise
                    automation: <level>
  read-sources    - runs collect-and-report: the system each stamp is
                    read from, and how current that reading is
                    owner: data-steward             after: name-coverage
                    automation: autonomous
  check-stamps    - runs assessment: missing stops, stamps written after
                    the fact, and gaps where no system was recording
                    owner: data-steward             after: read-sources
                    by: <days>                      automation: <level>
  pull-runs       - system: every run that sat under a clock in the
                    window, with its start, its stop and its queue
                    owner: analytics                after: check-stamps
                    automation: autonomous
  measure-runs    - system: each run marked met, missed, or still open
                    past its due time, with the elapsed time recorded
                    owner: response-clock-monitor   after: pull-runs
                    automation: autonomous
  set-aside       - human: the runs the clock never fit, each with a
                    reason and the name of the person who agreed
                    owner: <your sales manager role>
                    after: measure-runs
                    by: <days>                      automation: never
  break-down      - runs collect-and-report: the misses by queue, by
                    owner, by source and by hour of arrival
                    owner: analytics                after: set-aside
                    automation: <level>
  find-pattern    - runs assessment: what the misses share, tested
                    against <how many> of them rather than asserted
                    owner: analytics                after: break-down
                    by: <days>                      automation: <level>
  compare-period  - system: this window set against the <how many>
                    windows before it, level and direction
                    owner: analytics                after: set-aside
                    automation: autonomous
  write-report    - runs collect-and-report: the promise, the result,
                    the set-aside count, the movement and the pattern
                    owner: reporting-manager
                    after: find-pattern + compare-period
                    by: <days>                      automation: <level>
  check-numbers   - convenes approval: <who> reads the figures against
                    their sources before the report leaves
                    owner: <your revenue operations role>
                    after: write-report
                    by: <days>                      automation: never
  publish-report  - system: the report posted where every person and
                    queue it names can read it
                    owner: reporting-manager        after: check-numbers
                    automation: supervised
  queue-by-queue  - convenes debrief: each manager reads their own
                    misses, and says what they will change
                    owner: response-clock-monitor   after: publish-report
                    by: <days>                      automation: <level>
  open-the-work   - convenes decide-and-announce: the rule changes, the
                    staffing and the escalations the report calls for,
                    each with a named owner and a date
                    owner: routing-keeper           after: queue-by-queue
                    by: <days>                      automation: <level>
  keep-period     - system: the numbers as published, with the queries
                    behind them, kept for <how long>
                    owner: data-steward             after: open-the-work
                    automation: autonomous
run-scoped:
  breaches - runs roll-call                     owner: response-clock-monitor
             every: <cadence>
             from: measure-runs   until: publish-report
handoffs:
  take-in-promise -> name-coverage [clocks-and-window]: the clocks in
    force at their published versions, the window, and who each promise
    was made to
  name-coverage -> read-sources [clock-definitions]: per clock, the
    start event, the stop event and the pause states, written so two
    people read them the same
  read-sources -> check-stamps [stamp-sources]: the system behind every
    stamp, and the last time that system was known to be recording
  check-stamps -> pull-runs [trusted-stamps]: which stamps may be
    counted, and every clock that cannot be measured this window with
    the reason
  pull-runs -> measure-runs [runs-in-window]: one row per run, with its
    start, its stop, its queue and its owner
  measure-runs -> set-aside [measured-runs]: every run marked met,
    missed or open, with the elapsed time and the clock it was measured
    against
  set-aside -> break-down [counted-runs]: the runs that count, and the
    set-aside list with a reason and an agreeing person against each one
  set-aside -> compare-period [counting-rule]: the same counting rule,
    so this window and the ones before it are compared on the same basis
  break-down -> find-pattern [miss-cuts]: the misses cut by queue,
    owner, source and arrival hour, with the count in every cut
  find-pattern -> write-report [miss-pattern]: what the misses share,
    and what the evidence does not support saying
  compare-period -> write-report [period-movement]: the movement against
    <how many> prior windows, and whether it is inside normal variation
  write-report -> check-numbers [draft-report]: the report at a version,
    every figure naming the query it came from
  check-numbers -> publish-report [checked-report]: the reviewed report,
    with the name of the person who checked it
  publish-report -> queue-by-queue [published-report]: the address the
    report is readable at, and the slice belonging to each queue
  queue-by-queue -> open-the-work [manager-commitments]: what each
    manager said they would change, and what they said they could not
  open-the-work -> keep-period [opened-work]: the work that was opened,
    its owner and its date
deviations:
  check-stamps -> name-coverage [no-reliable-stamp]: nothing records a
    clock's stop event, so what that clock covers is named again
  measure-runs -> check-stamps [no-stop-stamp]: runs arrive with no stop
    stamp, so the stamps are checked again
  find-pattern -> check-stamps [pattern-is-measurement]: the pattern
    behind the misses turns out to be a measurement problem
  check-numbers -> write-report [figures-do-not-hold]: a figure does not
    hold against its source, so only the report reopens
  queue-by-queue -> set-aside [clock-never-fit]: a queue shows the clock
    never fitted its work, so those runs go back to be set aside with a
    reason and an agreeing person
bindings:
  roster:  <the agent claiming response-clock-monitor> ·
           <the agent claiming analytics> ·
           <who agrees a run is set aside> ·
           <who checks the numbers> ·
           <the managers who hear their own queue>
  systems: <the system that delivers the work> (read), the CRM (read),
           the inbox and the form store (read),
           the reporting store (write), the published report page
           (write)
  data:    <your response time promise> <version>, the routing rules at
           their versions, <your working calendar>, <your pause states>
policy:
  a run is never closed and reopened to produce a shorter elapsed time
  the clock starts when the work arrives, not when somebody opens it
  a run is set aside only with a written reason and a named person who
    agreed, and the set-aside count is published next to the result
  a figure that cannot name the query behind it does not go in the
    report
  the report is published whether the number is good or bad, and the
    same report goes to <who> and to the queues it names
  a clock whose stamps could not be trusted this window is reported as
    unmeasured, never as met
measures:
  cycle time: <target> from the window closing to the report published
  coverage: <target> share of runs in the window that carried a
            measurable clock
  volume: <clocks reported per period>, <runs measured per period>
  quality gate: set-aside runs stay under <target> of the window, and
                every one of them names its agreeing person
```
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.

341 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: watch the response clock      id: <team>/watch-the-response-clock   v1
from: ref/rev/watch-the-response-clock v1
owner: <who>                           effective: <date>
trigger: the <period> reporting window closes, or <who> asks for the
         clock outside the cadence
         watch: every=<period>
         or watch: record=<a request for the clock> system=<the
                reporting store>
                change=<somebody asks for the clock outside the cadence>
concurrency: one run per window per clock set - a window is reported
             once, and a correction is a new run against the same window
goal: every clock in force reported against what actually happened,
      published where the people it names can read it, with the work it
      calls for owned by <when>
phases:
  take-in-promise - human: the clocks in force, the period being
                    reported, and who the promise was made to
                    owner: response-clock-monitor   after: trigger
                    automation: <level>
  name-coverage   - convenes decide-and-announce: for each clock, the
                    event that starts it, the event that stops it, and
                    the states that pause it
                    owner: response-clock-monitor   after: take-in-promise
                    automation: <level>
  read-sources    - runs collect-and-report: the system each stamp is
                    read from, and how current that reading is
                    owner: data-steward             after: name-coverage
                    automation: autonomous
  check-stamps    - runs assessment: missing stops, stamps written after
                    the fact, and gaps where no system was recording
                    owner: data-steward             after: read-sources
                    by: <days>                      automation: <level>
  pull-runs       - system: every run that sat under a clock in the
                    window, with its start, its stop and its queue
                    owner: analytics                after: check-stamps
                    automation: autonomous
  measure-runs    - system: each run marked met, missed, or still open
                    past its due time, with the elapsed time recorded
                    owner: response-clock-monitor   after: pull-runs
                    automation: autonomous
  set-aside       - human: the runs the clock never fit, each with a
                    reason and the name of the person who agreed
                    owner: <your sales manager role>
                    after: measure-runs
                    by: <days>                      automation: never
  break-down      - runs collect-and-report: the misses by queue, by
                    owner, by source and by hour of arrival
                    owner: analytics                after: set-aside
                    automation: <level>
  find-pattern    - runs assessment: what the misses share, tested
                    against <how many> of them rather than asserted
                    owner: analytics                after: break-down
                    by: <days>                      automation: <level>
  compare-period  - system: this window set against the <how many>
                    windows before it, level and direction
                    owner: analytics                after: set-aside
                    automation: autonomous
  write-report    - runs collect-and-report: the promise, the result,
                    the set-aside count, the movement and the pattern
                    owner: reporting-manager
                    after: find-pattern + compare-period
                    by: <days>                      automation: <level>
  check-numbers   - convenes approval: <who> reads the figures against
                    their sources before the report leaves
                    owner: <your revenue operations role>
                    after: write-report
                    by: <days>                      automation: never
  publish-report  - system: the report posted where every person and
                    queue it names can read it
                    owner: reporting-manager        after: check-numbers
                    automation: supervised
  queue-by-queue  - convenes debrief: each manager reads their own
                    misses, and says what they will change
                    owner: response-clock-monitor   after: publish-report
                    by: <days>                      automation: <level>
  open-the-work   - convenes decide-and-announce: the rule changes, the
                    staffing and the escalations the report calls for,
                    each with a named owner and a date
                    owner: routing-keeper           after: queue-by-queue
                    by: <days>                      automation: <level>
  keep-period     - system: the numbers as published, with the queries
                    behind them, kept for <how long>
                    owner: data-steward             after: open-the-work
                    automation: autonomous
run-scoped:
  breaches - runs roll-call                     owner: response-clock-monitor
             every: <cadence>
             from: measure-runs   until: publish-report
handoffs:
  take-in-promise -> name-coverage [clocks-and-window]: the clocks in
    force at their published versions, the window, and who each promise
    was made to
  name-coverage -> read-sources [clock-definitions]: per clock, the
    start event, the stop event and the pause states, written so two
    people read them the same
  read-sources -> check-stamps [stamp-sources]: the system behind every
    stamp, and the last time that system was known to be recording
  check-stamps -> pull-runs [trusted-stamps]: which stamps may be
    counted, and every clock that cannot be measured this window with
    the reason
  pull-runs -> measure-runs [runs-in-window]: one row per run, with its
    start, its stop, its queue and its owner
  measure-runs -> set-aside [measured-runs]: every run marked met,
    missed or open, with the elapsed time and the clock it was measured
    against
  set-aside -> break-down [counted-runs]: the runs that count, and the
    set-aside list with a reason and an agreeing person against each one
  set-aside -> compare-period [counting-rule]: the same counting rule,
    so this window and the ones before it are compared on the same basis
  break-down -> find-pattern [miss-cuts]: the misses cut by queue,
    owner, source and arrival hour, with the count in every cut
  find-pattern -> write-report [miss-pattern]: what the misses share,
    and what the evidence does not support saying
  compare-period -> write-report [period-movement]: the movement against
    <how many> prior windows, and whether it is inside normal variation
  write-report -> check-numbers [draft-report]: the report at a version,
    every figure naming the query it came from
  check-numbers -> publish-report [checked-report]: the reviewed report,
    with the name of the person who checked it
  publish-report -> queue-by-queue [published-report]: the address the
    report is readable at, and the slice belonging to each queue
  queue-by-queue -> open-the-work [manager-commitments]: what each
    manager said they would change, and what they said they could not
  open-the-work -> keep-period [opened-work]: the work that was opened,
    its owner and its date
deviations:
  check-stamps -> name-coverage [no-reliable-stamp]: nothing records a
    clock's stop event, so what that clock covers is named again
  measure-runs -> check-stamps [no-stop-stamp]: runs arrive with no stop
    stamp, so the stamps are checked again
  find-pattern -> check-stamps [pattern-is-measurement]: the pattern
    behind the misses turns out to be a measurement problem
  check-numbers -> write-report [figures-do-not-hold]: a figure does not
    hold against its source, so only the report reopens
  queue-by-queue -> set-aside [clock-never-fit]: a queue shows the clock
    never fitted its work, so those runs go back to be set aside with a
    reason and an agreeing person
bindings:
  roster:  <the agent claiming response-clock-monitor> ·
           <the agent claiming analytics> ·
           <who agrees a run is set aside> ·
           <who checks the numbers> ·
           <the managers who hear their own queue>
  systems: <the system that delivers the work> (read), the CRM (read),
           the inbox and the form store (read),
           the reporting store (write), the published report page
           (write)
  data:    <your response time promise> <version>, the routing rules at
           their versions, <your working calendar>, <your pause states>
policy:
  a run is never closed and reopened to produce a shorter elapsed time
  the clock starts when the work arrives, not when somebody opens it
  a run is set aside only with a written reason and a named person who
    agreed, and the set-aside count is published next to the result
  a figure that cannot name the query behind it does not go in the
    report
  the report is published whether the number is good or bad, and the
    same report goes to <who> and to the queues it names
  a clock whose stamps could not be trusted this window is reported as
    unmeasured, never as met
measures:
  cycle time: <target> from the window closing to the report published
  coverage: <target> share of runs in the window that carried a
            measurable clock
  volume: <clocks reported per period>, <runs measured per period>
  quality gate: set-aside runs stay under <target> of the window, and
                every one of them names its agreeing person
```
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

48 blanks to fill. Everything else is the process.

this process from: ref/rev/watch-the-response-clock 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.