---
jupyter:
  authors:
  - name: Prof Rod
    website: https://profrod.ai
  course:
    book_url: https://profrod.ai/book
    community_url: https://profrod.ai/community
    distribution_version: '2026-09-10'
    edition: nineteen-chapter-v1
    instructor: false
    lesson_id: evaluation
    planned_minutes: 90
    resource_id: profrod-sovereign-agent-ch15-a-agent-evaluation-exercise
    self_contained_runtime: true
    source_basis: 444c5f6
    source_unit: ch12-a
    source_url: https://github.com/profrodai/sovereign-agent
    unit: ch15-a
  jupytext:
    notebook_metadata_filter: all
    text_representation:
      extension: .md
      format_name: markdown
      format_version: '1.3'
      jupytext_version: 1.19.5
  kernelspec:
    display_name: Python 3.14
    language: python
    name: python3
  language_info:
    name: python
    version: '3.14'
---

<!-- #region -->
# Chapter 15, Unit A: Construct evaluation

> **Learn with Prof Rod** — *Build Your Always-On AI Agent From Scratch*.
> **Read the full book and get the latest learning materials:** [https://profrod.ai/book](https://profrod.ai/book).
> **Join the Prof Rod learner community:** [https://profrod.ai/community](https://profrod.ai/community)
> — bring your questions, compare experiments and share what you build.
> **Original source and updates:** [profrodai/sovereign-agent](https://github.com/profrodai/sovereign-agent).

**Student edition · 90 minutes of dedicated work · 2026-09-09**

This is one of two practical units for Chapter 15. Unit A constructs and connects the
mechanism; Unit B investigates a controlled failure, repairs it and transfers the invariant.
Each is a complete ninety-minute session, with its own setup and required conceptual introductions.
Basic Python variables, conditions, loops, functions, lists and dictionaries are the starting
knowledge. Libraries and specialized concepts used here are introduced below before the main task.

By the end you should be able to:

1. Explain the chapter's mechanism using a prediction and an observed intermediate result.
2. Construct the independent replenishment baseline over a Case: use physical minus reserved stock, include only actual deficits, retain product identity and avoid a model call.
3. Solve **build an oracle that cannot copy the expected answer** using changed inputs and an independent expectation.
4. Retain your implementation, failed/corrected observations, causal explanation and limits.

| Minutes | Dedicated activity | Evidence you produce |
|---|---|---|
| 0–5 | State the problem and make a prediction | Initial prediction in your own words |
| 5–25 | Foundations and library examples | Values, explanations, revised predictions |
| 25–35 | Trace setup and the main interface | Input → learner function → observation |
| 35–60 | Construct and connect | Source, visible checks and runtime evidence |
| 60–80 | Implement and challenge the transfer task | Function and a new counterexample |
| 80–90 | Retrieve, explain and save | Exit ticket and retained submission |

Installation is preparation time. These are planning estimates, not measured completion times.
Use the reference primers when a term is unfamiliar; in Unit B retrieve an explanation before
re-reading it. Run All checks that the artifact executes. Unfinished student functions deliberately
produce NEEDS_WORK. Keep your first attempt before opening answers.


This notebook belongs to the nineteen-chapter edition. Its supplied teaching runtime is embedded, so it can run without the textbook or another notebook. Where code uses `REFERENCE_LESSON`, that is the frozen runtime exercise identifier; the reader-facing chapter and saved unit identifiers use the current edition. Building against a supplied runtime is not proof that you have constructed all of its dependencies.

<!-- #endregion -->

## Run the self-contained setup

Use a **Python 3.14** Jupyter kernel and **Pydantic 2**. If needed, run
`%pip install "pydantic==2.13.4"` once in a separate cell and restart the kernel.
Package installation needs internet; the lesson itself needs no repository download, API key
or prior notebook. The complete source runtime uses Python 3.14, so this edition does not claim
compatibility with a hosted notebook service's default interpreter.

The collapsed cell contains 89 frozen teaching files. Base85 represents compressed bytes
as text; `zlib` decompresses them; SHA-256 checks that the decoded files match this edition.
These are supplied packaging operations, not learner algorithms. `tempfile` creates an isolated
working copy; `Path` handles file locations; `sys.path` tells Python where the supplied modules
live. The code is available for inspection below and performs no package installation itself.
The subsequent lesson teaches the libraries used by the mechanisms you will implement.

Run setup on every fresh kernel. It writes scratch runtime files separately from your retained
`practical-work/ch15-a` folder. Rerunning setup restores the frozen support files and keeps
your saved work. Restarting a kernel clears variables, not saved submission files. Source basis:
Sovereign Agent `444c5f6`. Some tasks use reviewed local subprocesses; they are not an OS sandbox.

<details><summary>Supplied offline setup and teaching files</summary>


```python jupyter={"source_hidden": true} tags=["setup", "embedded-runtime"]
import base64
import hashlib
import json
import os
import sys
import tempfile
import zlib
from pathlib import Path

minimum_python = (3, 14)
if sys.version_info[:2] < minimum_python:
    raise RuntimeError("Use a Python 3.14 kernel for this complete-book practical course.")
try:
    import pydantic
except ImportError as error:
    raise RuntimeError('Run %pip install "pydantic==2.13.4", then restart the kernel.') from error
if pydantic.__version__.split(".")[0] != "2":
    raise RuntimeError("Use Pydantic 2; the tested version is 2.13.4.")

# Frozen, reviewed course files: data until explicitly loaded by the lesson.
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    "#pk%ynMZ1E5hLnkf99g8Iv!wW0a%&C@7pvcEUc=na6&WkgS-%&EgSwFdX*hwC8n!6~3^#O0UZ#M?=);!FkYD"
    "!{5K7bO%4ZQ5Ux^qj)!oBd=@1Zh|HhTA6o5kzbAdZ{dgyW8=FYVLPa!k^y$%wS)l=dj{H=HnN9M4Lqxx4iME"
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    ";mN+E=t4$Rme)cy%cO`KMBmPjC;Xgt70YlCTfl)Hs3EBbry8H0WSTA7Oj@fNFQz+sTGbp+oz#Z;GPB+qlOyj"
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    "aw=gfb3nx$%Oldop9=+fZ+vRXA1dz52{<SF<te{lQ%0mIC#;Q"
)
course_bytes = zlib.decompress(base64.b85decode(COURSE_ARCHIVE))
if (
    hashlib.sha256(course_bytes).hexdigest()
    != "8ee3da021b9bed8d9286db0ce7136b832d797464b53d1114ce6db77b2d4c0b69"
):
    raise ValueError("Embedded course files failed their integrity check")
course_files = json.loads(course_bytes)
if "COURSE_START_DIRECTORY" not in globals():
    COURSE_START_DIRECTORY = Path.cwd().resolve()
if "COURSE_RUNTIME_DIRECTORY" not in globals():
    COURSE_RUNTIME_DIRECTORY = tempfile.TemporaryDirectory(prefix="lucy-practical-runtime-")
COURSE_ROOT = Path(COURSE_RUNTIME_DIRECTORY.name)
for course_relative, course_content in course_files.items():
    course_target = COURSE_ROOT / course_relative
    if not course_target.resolve().is_relative_to(COURSE_ROOT.resolve()):
        raise ValueError("Invalid embedded relative path")
    course_target.parent.mkdir(parents=True, exist_ok=True)
    course_target.write_text(course_content, encoding="utf-8")
for course_import_path in (COURSE_ROOT, COURSE_ROOT / "src"):
    if str(course_import_path) not in sys.path:
        sys.path.insert(0, str(course_import_path))
COURSE_WORK = COURSE_START_DIRECTORY / "practical-work" / "ch15-a"
COURSE_WORK.mkdir(parents=True, exist_ok=True)
os.chdir(COURSE_WORK)
ROOT = COURSE_ROOT
print("Python", sys.version.split()[0], "Pydantic", pydantic.__version__)
print("Offline teaching files ready:", len(course_files))
print("Save your work here:", COURSE_WORK)
```

</details>



## Commit to a prediction before the examples


```python tags=["prediction", "learner-notes"]
prediction_notes = {
    "prediction": "Write the expected behavior before running the worked example.",
    "reason": "Name the input and rule behind that prediction.",
    "falsifier": "Name an observation that would prove the explanation wrong.",
    "revision": "After execution, explain what changed in your understanding.",
}
```

### Reading the Python vocabulary used in this notebook

You need basic assignments, `if`, loops, functions, lists and dictionaries. The less familiar
features used by the supplied code are introduced here. A **library** is reusable code that
Python can import. The **standard library** ships with Python; Pydantic is an additional package.
An import makes a name available, but does not mean that you have completed the exercise.

**JSON** is text for exchanging structured values. A Python dictionary is an in-memory object;
the JSON representation is a string. Use `json.dumps` to encode and `json.loads` to decode.
Decoding proves that text has valid JSON syntax, not that its fields match our business contract.
Predict which of the following two decoded objects could describe a stock count.

```python tags=["foundation", "worked-example"]
import json

intro_data = {"sku": "MANGO", "count": 3}
intro_text = json.dumps(intro_data, sort_keys=True)
print(type(intro_data).__name__, type(intro_text).__name__, intro_text)
print(json.loads(intro_text))
print("Also valid JSON:", json.loads('["not", "a", "stock", "record"]'))
assert json.loads(intro_text) == intro_data
```

The first result is a dictionary; the second is a list. Before indexing a decoded object,
check the shape that your function promises to accept. An **exception** interrupts the normal
path. `raise ValueError(...)` refuses an invalid value; `try`/`except` lets a caller inspect that
expected refusal. Catch the expected class, rather than turning every programming error into
apparent success. `finally` runs cleanup even when an earlier operation raises.

An **annotation**, such as `count: int`, documents the expected type. It does not by itself
enforce the type at runtime. A **class** defines a kind of object; an instance holds one object's
data. `@dataclass` asks Python to generate routine construction and comparison methods from
annotated fields. `frozen=True` prevents ordinary reassignment of the instance's fields; it does
not make every object nested inside those fields immutable. A **method** is a function attached
to a class; `self` refers to the instance receiving the call.

```python tags=["foundation", "worked-example"]
from dataclasses import dataclass


@dataclass(frozen=True)
class IntroObservation:
    operation: str
    count: int


intro_observation = IntroObservation("count-mango", 3)
print(intro_observation.operation, intro_observation.count)
assert intro_observation == IntroObservation("count-mango", 3)
```

A **callback** is a function passed to another function. This is how the classroom harness
invokes *your* implementation. The argument `candidate` below is a function object; parentheses
perform the call. Predict the two answers before execution, then trace the result to the callback.

```python tags=["foundation", "worked-example"]
def intro_apply(candidate, value):
    return {"input": value, "observed": candidate(value)}


def intro_double(value):
    return value * 2


print(intro_apply(intro_double, 3))
print(intro_apply(lambda value: value + 2, 3))
assert intro_apply(intro_double, 3)["observed"] == 6
```

`lambda value: value + 2` is a small anonymous function. A **closure** is a function that retains
access to values from its surrounding scope. It can bind a tool to a shop snapshot. A shallow
copy duplicates only the outer container; `copy.deepcopy` also copies nested containers used
in these fixtures. A **set** stores distinct values; `required <= allowed` asks whether every
required item is allowed. `frozenset` is the corresponding immutable set. A tuple groups ordered
values; `(value,)` is a one-item tuple, including the comma.

**Paths and cleanup.** `Path` represents a filesystem location. `path / "file.json"` constructs
a child path; `read_text` and `write_text` read and write text. A context manager, used with
`with`, manages entry and exit. A temporary-directory context removes its contents on exit.
Save your submission outside temporary runtime directories. Reopening a file is different from
reusing a Python variable: the former tests retained bytes, while the latter only tests this kernel.

```python tags=["foundation", "worked-example"]
from pathlib import Path
from tempfile import TemporaryDirectory

with TemporaryDirectory() as intro_folder:
    intro_path = Path(intro_folder) / "observation.json"
    intro_path.write_text(json.dumps(intro_data), encoding="utf-8")
    intro_reopened = json.loads(intro_path.read_text(encoding="utf-8"))
    assert intro_reopened == intro_data
    print("Read from a file:", intro_reopened)
```

**Retrieval check:** explain JSON versus a dictionary, annotation versus validation, class versus
instance, and defining a callback versus invoking it. Change the callback above so an incorrect
implementation visibly changes the observed output. This distinction will matter when grading
your connected work. Reference: Python's [JSON](https://docs.python.org/3.14/library/json.html),
[dataclasses](https://docs.python.org/3.14/library/dataclasses.html), and
[pathlib](https://docs.python.org/3.14/library/pathlib.html) documentation.


### Pydantic: turn an input dictionary into a checked object

Pydantic is an additional Python library for validating data. Its **model** is a class describing
fields, not a neural network. Inherit from `BaseModel`, declare annotated fields, then call
`model_validate` on incoming data. A field without a default is required. A field with a default
can be omitted. The result is an instance whose values you read with dot notation.

```python tags=["foundation", "worked-example"]
from pydantic import BaseModel, ConfigDict, Field, ValidationError


class IntroCourseRequest(BaseModel):
    model_config = ConfigDict(strict=True, extra="forbid")
    name: str = Field(min_length=1)
    quantity: int = Field(gt=0, le=1000)
    note: str = ""


intro_request = IntroCourseRequest.model_validate({"name": "mango", "quantity": 4})
print(intro_request.name, intro_request.quantity, repr(intro_request.note))
assert intro_request.note == ""
```

The annotation says the field's type. `Field` supplies constraints: `gt=0` means greater than
zero, `le=1000` means at most 1000, and `min_length=1` excludes an empty name. `ConfigDict` sets
model-wide behavior. `strict=True` rejects conversions for this integer field, including `"4"`,
`4.0` and `True`; `extra="forbid"` rejects undeclared keys. Pydantic can otherwise convert some
compatible inputs, so choose this boundary deliberately rather than assuming every accepted
input arrived in the expected type.

Predict which rule refuses each payload. `ValidationError` reports a failed contract. Its
`errors()` entries contain `loc`, the field location, and `type`, the failure category. Catching
that expected exception lets the notebook inspect the failure and continue.

```python tags=["foundation", "worked-example"]
intro_bad_requests = [
    {"name": "mango", "quantity": "4"},
    {"name": "mango", "quantity": True},
    {"name": "", "quantity": 4},
    {"name": "mango", "quantity": 0},
    {"name": "mango", "quantity": 4, "approved": True},
    {"quantity": 4},
]
for intro_bad_request in intro_bad_requests:
    try:
        IntroCourseRequest.model_validate(intro_bad_request)
    except ValidationError as intro_error:
        print([(item["loc"], item["type"]) for item in intro_error.errors(include_input=False)])
    else:
        raise AssertionError("An invalid input crossed the declared contract")
```

Use `model_dump()` for a Python dictionary, `model_dump_json()` for JSON text, and
`model_validate_json()` to parse and validate JSON. `model_json_schema()` describes the contract;
it is neither an instance's current values nor an invocation of the business handler.

```python tags=["foundation", "worked-example"]
intro_serialized = intro_request.model_dump_json()
intro_schema = IntroCourseRequest.model_json_schema()
assert IntroCourseRequest.model_validate_json(intro_serialized) == intro_request
print("Actual values:", intro_request.model_dump())
print("Quantity contract:", intro_schema["properties"]["quantity"])
assert intro_schema["properties"]["quantity"]["exclusiveMinimum"] == 0
```

Four is valid input to this schema even if the shop needs six. Pydantic checks the declared
shape and constraints; the handler still needs authoritative stock, price and permission.
Ordinary assignments to an existing instance are not automatically revalidated unless configured
for assignment validation. This lesson validates new input at the boundary and uses the resulting
values. Explain these limits before relying on a model object in a transaction or tool call.

Chapter 2's full introduction expands this pattern with a separate data-repair checkpoint.
This notebook contains the required pattern here so prior Pydantic experience is not needed.
References: [models](https://docs.pydantic.dev/latest/concepts/models/),
[fields](https://docs.pydantic.dev/latest/concepts/fields/), and
[strict mode](https://docs.pydantic.dev/latest/concepts/strict_mode/).


### SQLite from the first row to an atomic change

A dictionary disappears when its process ends. A database can retain records so a later process
can resume from evidence. **SQLite** is an embedded database: Python's `sqlite3` library opens
a local database file without starting a separate database server. **SQL** is the language used
to define, select and change its records. A **table** has named columns and rows. A **primary
key** identifies a row; a **query** asks for rows satisfying a condition.

Start with a deliberately small preference table. Read the SQL as instructions: create the
table, insert one named value, then select the value for one session. `?` is a parameter
placeholder; the values are passed separately so they are data, not SQL instructions.
`fetchone()` returns one row or `None`; it does not guarantee that a matching row exists.

```python tags=["foundation", "worked-example"]
import sqlite3
from pathlib import Path
from tempfile import TemporaryDirectory

with TemporaryDirectory() as intro_sql_folder:
    intro_db_path = Path(intro_sql_folder) / "example.sqlite"
    intro_db = sqlite3.connect(intro_db_path, autocommit=True)
    intro_db.execute("CREATE TABLE preference (id INTEGER PRIMARY KEY, session TEXT, value TEXT)")
    intro_db.execute("INSERT INTO preference (session,value) VALUES (?,?)", ("lucy", "09:00"))
    intro_row = intro_db.execute(
        "SELECT value FROM preference WHERE session=?", ("lucy",)
    ).fetchone()
    print("Matching row:", intro_row)
    assert intro_row == ("09:00",)
    assert (
        intro_db.execute(
            "SELECT value FROM preference WHERE session=?", ("another-session",)
        ).fetchone()
        is None
    )
    intro_db.close()
    intro_reopen = sqlite3.connect(intro_db_path, autocommit=True)
    assert intro_reopen.execute("SELECT count(*) FROM preference").fetchone()[0] == 1
    intro_reopen.close()
print("The row survived closing and reopening its connection.")
```

Index `[0]` selects the first column of a returned tuple. `sqlite3.Row` is an alternative row
factory that also permits named-column access. `dict(row)` then produces an ordinary dictionary.
The book's `Database` wrapper supplies that configuration and its schema; the wrapper is course
code, while `sqlite3` is the standard library. You will use the public connection and transaction
methods explained at the exercise boundary, rather than needing to reconstruct the wrapper.

Now consider a budget. Moving five pence from reserved to spent requires two values to change
together. A **transaction** makes a group of local changes commit together or roll back together.
The example explicitly controls SQL transactions with `autocommit=True` and SQL statements.
`BEGIN IMMEDIATE` starts a write transaction; `COMMIT` keeps its changes; `ROLLBACK` discards them.
Predict the row after the deliberately raised exception. Catching an error alone would not undo
the first update; the rollback is the operation that restores the prior state.

```python tags=["foundation", "worked-example"]
intro_ledger = sqlite3.connect(":memory:", autocommit=True)
intro_ledger.execute(
    "CREATE TABLE budget (id INTEGER PRIMARY KEY, reserved INTEGER, spent INTEGER)"
)
intro_ledger.execute("INSERT INTO budget VALUES (1,5,0)")
intro_ledger.execute("BEGIN IMMEDIATE")
try:
    intro_ledger.execute("UPDATE budget SET reserved=0 WHERE id=1")
    raise ValueError("injected failure before the matching spend update")
except ValueError:
    intro_ledger.execute("ROLLBACK")
assert intro_ledger.execute("SELECT reserved,spent FROM budget").fetchone() == (5, 0)
intro_ledger.execute("BEGIN IMMEDIATE")
intro_ledger.execute("UPDATE budget SET reserved=0,spent=5 WHERE id=1")
intro_ledger.execute("COMMIT")
print(
    "After a complete change:", intro_ledger.execute("SELECT reserved,spent FROM budget").fetchone()
)
intro_ledger.close()
```

The literal `:memory:` creates a temporary database inside this connection; it is useful for the
small experiment, but the earlier file example establishes persistence. Neither example proves
that a remote supplier rolls back when the local transaction rolls back. An external operation
has its own state and evidence.

**SQL you will meet later.** `UPDATE ... SET ... WHERE ...` changes selected rows. `AND` combines
conditions. `ORDER BY` makes an ordering explicit; absent that clause, do not rely on row order.
`count(*)` counts rows; `sum(amount)` totals a column and can be `NULL` on an empty input;
`coalesce(sum(amount),0)` uses zero for that empty aggregate. A `UNIQUE` constraint rejects
duplicate identities. `GROUP BY status` computes one aggregate per status.

An **invariant** is a condition that must remain true across operations, such as nonnegative
reserved money. A **snapshot** is a consistent view at one point; two separate reads can describe
different moments unless their transaction contract binds them. In the book, `with db.immediate()`
groups related writes. It is a course-defined context manager with the commit/rollback purpose
you just observed. Do not assume that an arbitrary `with connection` has identical behavior under
every SQLite autocommit setting.

**Your prediction:** two workers both read ten remaining pence outside a transaction and each
approve seven. Why can both believe the next order fits? Explain what must be checked together
with the write. Then change the example's initial reserved amount and repeat the failure.
Reference: Python's [SQLite tutorial and transaction control](https://docs.python.org/3.14/library/sqlite3.html).


## Evaluation asks a precise question of independently specified evidence

An agent can produce fluent text and still order the wrong amount. An **evaluation case** fixes
inputs, a task and expected business outcomes. An **oracle** defines those outcomes independently
of the candidate. A **baseline** is a simpler method used for comparison. A **metric** summarizes
observations; it does not replace the per-case evidence that produced it.

For Lucy, relevant facts include product identity, physical stock, reserved stock, target and
price. Sellable stock is physical stock minus reserved stock. If physical stock is six, four
are reserved and the target is five, the deficit is three. A baseline that ignores reservations
will report no deficit and can make a correct agent look wrong.

### Calculate a case before writing its oracle

Predict the needed quantities for the rows below, including the exact-threshold row. The
expected dictionary is written independently, before the baseline calculation. Do not replace
it with the candidate's own output when the comparison fails.

```python tags=["foundation", "worked-example"]
intro_case_rows = [
    {"sku": "MANGO", "physical": 6, "reserved": 4, "target": 5},
    {"sku": "COCOA", "physical": 7, "reserved": 2, "target": 5},
]
intro_expected = {"MANGO": 3}
intro_baseline = {}
for intro_row in intro_case_rows:
    intro_available = intro_row["physical"] - intro_row["reserved"]
    intro_need = max(0, intro_row["target"] - intro_available)
    if intro_need:
        intro_baseline[intro_row["sku"]] = intro_need
print(intro_baseline)
assert intro_baseline == intro_expected
```

The baseline omits products with no deficit. Including zero entries would change its declared
output contract. Empty input should produce an empty dictionary. Renaming the SKU must change
the identity in the output without changing arithmetic. These are useful checks against a
candidate that simply looks up the visible example.

### Keep the denominator visible

Suppose one system solves nine of ten easy cases and none of two difficult cases. “90%” describes
only the easy subset. A reported aggregate needs its population and missingness. Unrun cases
are not successes or observed failures; retain their status separately. The same discipline
applies to cost and latency: specify which attempts the total includes.

```python tags=["foundation", "worked-example"]
intro_case_results = [
    {"case": "ordinary", "status": "PASS", "pence": 2},
    {"case": "reserved", "status": "FAIL", "pence": 3},
    {"case": "provider-down", "status": "NOT_RUN", "pence": None},
]
intro_observed = [row for row in intro_case_results if row["status"] != "NOT_RUN"]
intro_passes = sum(row["status"] == "PASS" for row in intro_observed)
print("Observed pass fraction:", intro_passes, "/", len(intro_observed))
print("Unrun:", len(intro_case_results) - len(intro_observed))
print("Known recorded cost:", sum(row["pence"] for row in intro_observed))
assert intro_passes == 1 and len(intro_observed) == 2
```

The fraction is one of two observed cases, with one unrun case. A mean alone can hide an important
failed case, so the course retains each observation. **Holdouts** are additional cases withheld
from the visible feedback. They test transfer, but a finite holdout suite is still not proof
for every possible input or every natural-language claim.

### A saved report needs a subject and provenance

Record the evaluated configuration, scenario identities and exact evidence. A digest can detect
changed report bytes; it cannot establish that the report's oracle was correct. A supplied
`Case.expected` is the reference for grading, not an input the baseline may read to generate its
answer. A candidate returning that field would pass by copying the answer rather than calculating.

The actual `baseline` function is connected to `evaluate`, which also invokes the offline shop
model and actual tools. The construction task implements the deterministic calculation from
stock rows. The failure task removes reserved stock from the oracle's arithmetic. Inspect both
baseline and tool observations to determine which side is wrong; do not automatically trust the
component named “baseline.”

Before coding, write cases for no products, exact threshold, a renamed product and reservations
larger than physical stock. Add a fluent but wrong explanation while holding correct tool calls
fixed. Explain why substring checks cannot establish arbitrary prose faithfulness and why an
honest review-required outcome is preferable to a fabricated pass.


## Understand the supplied execution interface

The course runtime is provided so your implementation can be connected to real callers and
storage. `SourceTask(ROOT, chapter)` makes a private copy. `install(source)` replaces only the
declared function; `visible()` invokes the real chapter probe; `save(path, result)` retains a
successful implementation and its evidence. `load(path)` checks the saved identities and hashes.
`inject_failure()` changes the declared boundary; `repair(fragment)` replaces that broken fragment.
`close()` removes the scratch copy after you retain evidence. These methods are supplied harness
operations, not additional packages you must discover or install.

`RuntimeLab` provides the same copied-source failure experiment without the complete-function
construction layer. Its `run` method records exit status, observations and the compared expectation.
A subprocess log from an unfinished learner implementation is feedback about that implementation;
it is not a successful connection. A syntax error in the notebook cell itself is a separate issue
to fix. The task below names which interface it uses.

For direct-function units, the visible driver calls your callback without installing a source
string. In either case, trace where your code is invoked. Supplied fixtures, database wrappers and
replay models are labelled infrastructure; your own implementation and changed-case explanation
are the evidence of learning.


<!-- #region -->
## Main practical: construct, connect and challenge



**Design question:** The oracle must account for reserved stock?

Construct the independent replenishment baseline over a Case: use physical minus reserved stock, include only actual deficits, retain product identity and avoid a model call.

You edit a complete function in a temporary copy of `src/reference_organizations/store/evaluation.py`. The real callers, database and tool boundaries remain connected. The self-contained setup above supplies the frozen development runtime. The notebook runs reviewed local subprocesses; it is not a security sandbox. No live account is required.

## Predict before running

Feed the same Case through evaluate with OfflineShopModel and compare authored expected quantities to both baseline and real tool observations.

Write the expected result and a falsifying observation before running. Include one legal action, one refusal, and the exact-empty case where the interface permits it. Explain the consequence for Lucy if your prediction is wrong.
<!-- #endregion -->

```python tags=["setup"]
import json
import os
import runpy
from pathlib import Path

ROOT = COURSE_ROOT

SourceTask = runpy.run_path(str(ROOT / "book/always_on/exercises/source_tasks_v1.py"))["SourceTask"]
REFERENCE_LESSON = 12
HANDOFF = Path("ch15-unit-a-handoff-v1.json")
```

## Construct the complete mechanism

Implement `baseline` in the string below. Keep the named signature and existing helper interfaces. The starter is intentionally incomplete; its failed connection is reported separately from whether the notebook itself executed. A constant answer cannot stand in for the real mechanism.

Inspect the supplied caller around the function in `src/reference_organizations/store/evaluation.py`. Draw the data path from the observed output through this function to its actual input or query. Then write your implementation from the contract.

```python tags=["exercise", "learner-owned"]
implementation_source = """
def baseline(case: Case) -> list[tuple[str, int]]:
    raise NotImplementedError("Construct this chapter mechanism")
"""
```

<details><summary>Hint 1 — the design</summary>

Ignoring reservations makes the supposedly simpler baseline wrong while the agent can still be right.

</details>

<details><summary>Hint 2 — the boundary</summary>

Inspect the parameters and the caller in `src/reference_organizations/store/evaluation.py`. Identify validation, durable state and the first externally observable effect. Preserve the existing surrounding helper contracts.

</details>

<details><summary>Hint 3 — the structure</summary>

For each stock row compare available stock with threshold; calculate needed from the same quantities; do not read case.expected to produce an answer.

</details>

## Connect to the cumulative runtime

The following installs your complete function into the copied runtime and executes the chapter probe against it. It saves your implementation and the observed connection for Unit B only after that connection succeeds.

```python tags=["integration", "handoff"]
def connect_build(source):
    task = SourceTask(ROOT, REFERENCE_LESSON)
    try:
        task.install(source)
        result = task.visible()
        if result["status"] == "PASS":
            task.save(HANDOFF, result)
        return result
    finally:
        task.close()


build_result = connect_build(implementation_source)
print("CONNECTION", build_result["status"])
print("OBSERVATION", build_result["observation"])
```

## Challenge and transfer

Use an empty catalog, exact threshold, renamed products and high reservations. A visible-case lookup and an implementation returning case.expected must fail.

Use a fresh `SourceTask`, install your implementation and edit **only its copied probe** to run the changed input. Keep the expected result in your prediction notes, independent of your implementation. Call `task.run("MY_TRANSFER", expected=your_expected)` and close the task in `finally`. Retain both a valid and a refused case so rejecting everything cannot pass.

The instructor runs additional cases with different identities and boundaries against the real source. Passing the visible connection alone is not the transfer verdict. Do not put instructor solutions or holdouts into a student submission.

## Save and explain

After success, submit `ch12-unit-a-handoff-v1.json`, your source, prediction notes and changed-input observations. Unit B checks the chapter, runtime hash and exact implementation hash and re-executes your code.

Explain which input or state caused the output, which observation would refute the explanation and what remains outside the guarantee: A passing finite scenario suite is not proof of arbitrary language faithfulness.

```python tags=["exercise-report"]
exercise_report = {
    "unit": "ch15-a",
    "attempted": 1,
    "completed": int(build_result["status"] == "PASS"),
    "failed": int(build_result["status"] != "PASS"),
    "skipped": 0,
    "connection": build_result["status"],
    "handoff": "WRITTEN" if build_result["status"] == "PASS" else "NOT_READY",
}
print("EXERCISE_REPORT=" + json.dumps(exercise_report, sort_keys=True))
```

## Changed-constraint construction: Build an oracle that cannot copy the expected answer

**Allow twenty minutes.** Spend three minutes predicting, ten implementing and tracing, five
on a new case of your own, and two explaining the surviving limitation. This is dedicated work,
not an invitation to run a supplied answer. Both units revisit the same invariant after different
core experiences; in Unit B, attempt this task from memory before consulting Unit A.

Implement transfer_check(rows). Each row has sku, physical, reserved and target nonnegative integer fields. Return a dictionary of only positive deficits, calculated from physical minus reserved. There is deliberately no expected field in this interface. Inputs have unique identities and must remain unchanged.

Write your expected values before running the table. Keep one accepted case and one refusal.
Your function is passed directly into the driver below. The driver copies inputs and checks
they remain unchanged; it does not replace your implementation with the reference answer.

<details><summary>Hint 1 — identify the authoritative inputs</summary>
Name the source field for each output value. Which input changes while the rule remains the same?
</details>
<details><summary>Hint 2 — choose the boundary cases</summary>
Start with exact empty, exact equality and one value on each side of the boundary where valid.
Do not add a special case for a visible product name or operation identity.
</details>


```python tags=["exercise", "transfer-owned"]
def transfer_check(rows):
    raise NotImplementedError("Calculate independent deficits from stock inputs")
```

```python tags=["assessment", "transfer-invocation"]
import copy
import json

TRANSFER_CASES = [
    (
        "reserved deficit",
        [[{"sku": "MANGO", "physical": 6, "reserved": 4, "target": 5}]],
        {"MANGO": 3},
    ),
    ("exact threshold", [[{"sku": "MANGO", "physical": 7, "reserved": 2, "target": 5}]], {}),
    ("empty", [[]], {}),
    (
        "renamed identity",
        [[{"sku": "PEAR", "physical": 1, "reserved": 0, "target": 4}]],
        {"PEAR": 3},
    ),
]


def same_transfer_value(actual, expected):
    if type(actual) is not type(expected):
        return False
    if isinstance(expected, dict):
        return actual.keys() == expected.keys() and all(
            same_transfer_value(actual[key], value) for key, value in expected.items()
        )
    if isinstance(expected, list):
        return len(actual) == len(expected) and all(
            same_transfer_value(a, e) for a, e in zip(actual, expected, strict=True)
        )
    return actual == expected


def run_transfer(candidate, cases):
    observations = []
    for label, arguments, expected in cases:
        supplied = copy.deepcopy(arguments)
        before = copy.deepcopy(supplied)
        raised = None
        try:
            actual = candidate(*supplied)
        except NotImplementedError:
            raised = "NotImplementedError"
            actual = {"unfinished": True}
        except Exception as error:
            raised = type(error).__name__
            actual = {"raises": raised}
        expects_error = isinstance(expected, dict) and set(expected) == {"raises"}
        correct = (
            raised == expected["raises"]
            if expects_error
            else (raised is None and same_transfer_value(actual, expected))
        )
        passed = correct and same_transfer_value(supplied, before)
        observations.append(
            {"case": label, "expected": expected, "observed": actual, "passed": passed}
        )
        print("PASS" if passed else "NEEDS_WORK", label, "expected", expected, "observed", actual)
    return observations


transfer_observations = run_transfer(transfer_check, TRANSFER_CASES)
TRANSFER_PASSED = all(row["passed"] for row in transfer_observations)
print("TRANSFER_STATUS", "PASS" if TRANSFER_PASSED else "NEEDS_WORK")
```

### Design a counterexample and retrieve the mechanism

Add one new case with an independently calculated expected outcome to `TRANSFER_CASES` and rerun
the driver. Change one condition at a time. Then deliberately replace your candidate with a
constant answer in a temporary copy and show a case that rejects it. Restore your implementation.
Explain why that counterexample is stronger than repeating the original example with a new name.

Without viewing the worked example, write the invariant in words and trace one observed value
back to its input. Identify which part is a local fixture result and which claim would need a
live provider, host or external-system observation. Keep a first attempt even if you used a hint.



## Save your evidence and explain the result

Fill the prediction notes and your explanation before saving. Include the exact observed value,
the input or retained row that caused it, your code's invocation point, one failed hypothesis,
and the strongest claim the evidence still cannot support. A completed code cell alone does not
earn explanation credit. Do not label reference-start behavior as your own Unit A construction.

Keep this edited notebook, the Markdown if used for notes, saved handoff files, and the JSON record
below. Your work folder survives scratch cleanup and can be reopened in a new kernel. An instructor
can ask for an unseen case after the visible checks; keep your implementation general.


```python tags=["course-report", "retained-evidence"]
explanation_notes = {
    "causal_trace": "Explain the input, learner invocation and observed result.",
    "failed_hypothesis": "Describe a prediction the evidence changed.",
    "remaining_limit": "Name the guarantee not established by this experiment.",
}
course_submission = {
    "unit": "ch15-a",
    "planned_minutes": 90,
    "starting_evidence": globals().get("HANDOFF_ORIGIN", "INDEPENDENT_UNIT_A"),
    "prediction": prediction_notes,
    "explanation": explanation_notes,
    "core_report": exercise_report,
    "transfer": transfer_observations,
    "explanation_review": "HUMAN_REVIEW_REQUIRED",
}
submission_path = COURSE_WORK / "ch15-a-submission-v1.json"
submission_path.write_text(
    json.dumps(course_submission, indent=2, sort_keys=True), encoding="utf-8"
)
print("Saved evidence:", submission_path)
print(
    "COURSE_REPORT="
    + json.dumps(
        {
            "unit": "ch15-a",
            "transfer_passed": TRANSFER_PASSED,
            "starting_evidence": course_submission["starting_evidence"],
            "edition": "student",
        },
        sort_keys=True,
    )
)
```

<!-- #region tags=["profrod-community"] -->
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<!-- #endregion -->
