From aca27f47188736e0a4bd3fd6e61f6c8eaa8d374a Mon Sep 17 00:00:00 2001
From: "David J. Kim" <david@attentionlabs.ai>
Date: Wed, 22 Jul 2026 19:15:19 -0400
Subject: [PATCH 1/2] packaging: exclude the 12 MB showcase reports from the
 sdist

corpus/vapi-defaults/sample-report.html (11.5 MB) and corpus/real/sample-report.html
are rendered HTML showcases with base64-embedded audio. No code or test reads them
(only two corpus READMEs link them). Excluding them from the sdist cuts the shipped
package from ~12 MB to ~8 MB (the compressed reports were ~3.8 MB) with no runtime
or test impact; they stay in git. Leak scan clean.

Claude-Session: https://claude.ai/code/session_01BqJW5Dey1DzqBeBCAJXrH9
---
 MANIFEST.in | 7 +++++++
 1 file changed, 7 insertions(+)

diff --git a/MANIFEST.in b/MANIFEST.in
index 5a55bb0..3f6e12b 100644
--- a/MANIFEST.in
+++ b/MANIFEST.in
@@ -107,3 +107,10 @@ exclude docs/saa_behavior_card.py
 exclude tests/test_saa_card.py
 recursive-exclude docs SAA-*.md saa_*.py
 recursive-exclude tests test_saa_*.py
+
+# Rendered showcase reports with base64-embedded audio (~12 MB combined) are
+# documentation artifacts, not runtime dependencies: no code or test reads them.
+# Keep them in git (linked from the corpus READMEs) but exclude them from the
+# shipped sdist so a plain `pip install hotato` is ~0.6 MB instead of ~12 MB.
+exclude corpus/vapi-defaults/sample-report.html
+exclude corpus/real/sample-report.html

From 1a0f6f265d00d75b98d84f0ed6a6787620fc1d71 Mon Sep 17 00:00:00 2001
From: "David J. Kim" <david@attentionlabs.ai>
Date: Wed, 22 Jul 2026 19:21:09 -0400
Subject: [PATCH 2/2] chore: repo streamline (broken link, dead files, hygiene,
 consistency)

From a full-repo audit (555 links checked, 1 broken):
- docs/CONTRACTS.md: fix ci/github-action.yml -> ci/github_action.yml (3x, the
  file ships with an underscore).
- Remove 5 stray root saydo/ scratch files (byte-identical dups of the packaged
  src/hotato/data/demo/saydo/; created by running the demo at the repo root,
  read by nothing) and gitignore /saydo/ so a repo-root demo run cannot
  recommit them. Verified: 35 test_start_cli tests pass without them.
- Remove 2 orphaned demo assets (docs/assets/hotato-cast.cast + .gif),
  superseded by hotato-demo-cast.svg and unreferenced anywhere.
- Positioning: .github/banner.html + social-card.html led with the retired
  'Conversation QA for voice agents'; now the current positioning (the social
  card renders when the repo link is shared).
- Claim-scope consistency: docs/LIFECYCLE.md and llms.txt called a generic
  prove a 'release proof'; now they state the claim-scope model (Captured
  Evidence / Test Suite / Candidate Revision) matching the README. Derived
  llms-full + README.pypi regenerated.

copy_lint + positioning/llms lockstep green.

Claude-Session: https://claude.ai/code/session_01BqJW5Dey1DzqBeBCAJXrH9
---
 .github/banner.html          |   2 +-
 .github/social-card.html     |   2 +-
 .gitignore                   |   3 +
 docs/CONTRACTS.md            |   6 +-
 docs/LIFECYCLE.md            |  10 +-
 docs/assets/hotato-cast.cast | 207 -----------------------------------
 docs/assets/hotato-cast.gif  | Bin 72429 -> 0 bytes
 llms-full.txt                |  16 ++-
 llms.txt                     |   4 +-
 saydo/state.json             |   8 --
 saydo/test-run.json          | 155 --------------------------
 saydo/test.json              |  49 ---------
 saydo/trace.jsonl            |   4 -
 saydo/transcript.json        |  28 -----
 14 files changed, 28 insertions(+), 466 deletions(-)
 delete mode 100644 docs/assets/hotato-cast.cast
 delete mode 100644 docs/assets/hotato-cast.gif
 delete mode 100644 saydo/state.json
 delete mode 100644 saydo/test-run.json
 delete mode 100644 saydo/test.json
 delete mode 100644 saydo/trace.jsonl
 delete mode 100644 saydo/transcript.json

diff --git a/.github/banner.html b/.github/banner.html
index cc9b8f2..aff03ae 100644
--- a/.github/banner.html
+++ b/.github/banner.html
@@ -130,7 +130,7 @@
           <span class="wordmark">hotato</span>
         </div>
         <div class="kicker">Self-hosted &nbsp;&middot;&nbsp; MIT</div>
-        <h1 class="headline">Conversation QA for voice agents</h1>
+        <h1 class="headline">Testing and observability for AI agents</h1>
         <p class="sub">See exactly why a call passed, or failed. Five dimensions, scored separately, each with the evidence behind it.</p>
         <div class="install">
           <span class="cmd"><span class="p">$</span>uvx hotato start <span class="c">--demo</span></span>
diff --git a/.github/social-card.html b/.github/social-card.html
index a7c8c37..c3db55c 100644
--- a/.github/social-card.html
+++ b/.github/social-card.html
@@ -93,7 +93,7 @@
         <span class="wordmark">hotato</span>
       </div>
 
-      <h1 class="headline">Conversation QA for voice agents</h1>
+      <h1 class="headline">Testing and observability for AI agents</h1>
       <p class="sub">See exactly why a call passed, or failed, with the evidence behind every verdict.</p>
 
       <div class="strip">
diff --git a/.gitignore b/.gitignore
index 45c9976..f4076d1 100644
--- a/.gitignore
+++ b/.gitignore
@@ -102,3 +102,6 @@ docs/SAA-BEHAVIOR-CARD.md
 docs/SAA-FIX-POINTER.md
 docs/saa_behavior_card.py
 tests/test_saa_card.py
+
+# hotato start writes its demo saydo/ output to CWD; ignore it at repo root
+/saydo/
diff --git a/docs/CONTRACTS.md b/docs/CONTRACTS.md
index 0412578..0805c68 100644
--- a/docs/CONTRACTS.md
+++ b/docs/CONTRACTS.md
@@ -28,7 +28,7 @@ reports pass/fail.
 | **Re-scores** | the SAME `audio/event.wav` the contract was created from | a new recording of the SAME stimulus against your CURRENT agent |
 | **A pass proves** | the evidence, policy, and scorer are still intact and still agree with the human label | the CURRENT agent's behavior on that stimulus still matches the label |
 | **Leaves open** | whether the deployed agent's behavior has changed since | nothing extra -- this lane speaks to the live agent |
-| **Runs** | every push, in the shipped `ci/github-action.yml` (`contract verify contracts/`) | only when you recapture by hand or on a schedule -- see [`docs/RECAPTURE.md`](RECAPTURE.md) |
+| **Runs** | every push, in the shipped `ci/github_action.yml` (`contract verify contracts/`) | only when you recapture by hand or on a schedule -- see [`docs/RECAPTURE.md`](RECAPTURE.md) |
 
 A frozen-recording pass is necessary but not sufficient: the recording
 never changes, so it can only fail if someone edits the bundle's audio
@@ -149,7 +149,7 @@ Exit codes are the CI contract:
 | `2` | usage error, empty directory, or corrupt `contract.json` |
 
 `--junit` writes one `<testcase>` per contract; the shipped
-`ci/github-action.yml` scaffold runs this on push, on PR, and weekly,
+`ci/github_action.yml` scaffold runs this on push, on PR, and weekly,
 and publishes the JUnit file as an artifact.
 
 Every text and HTML render of `verify` also prints, verbatim: *"This
@@ -238,7 +238,7 @@ matching the packed manifest.
 
 ## CI
 
-The shipped `ci/github-action.yml` is the minimal wiring:
+The shipped `ci/github_action.yml` is the minimal wiring:
 
 ```bash
 uvx hotato contract verify contracts/ --junit contracts-junit.xml \
diff --git a/docs/LIFECYCLE.md b/docs/LIFECYCLE.md
index 48b081c..4f99890 100644
--- a/docs/LIFECYCLE.md
+++ b/docs/LIFECYCLE.md
@@ -91,9 +91,13 @@ deterministic: the same scenario and seed render the same bytes on every run.
 
 ## 5. Prove
 
-One command composes every evidence lane you have into one fail-closed release
-proof: contracts re-verified, suites re-run, before/after movement measured,
-the stress suite cleared. The proof is a content-addressed receipt; CI gates on
+One command composes every evidence lane you have into one fail-closed,
+content-addressed proof: contracts re-verified, suites re-run, before/after
+movement measured, the stress suite cleared. The proof headlines its claim
+scope, exactly what the evidence establishes: contracts alone re-measure stored
+evidence (Captured Evidence), a suite or the stress suite establishes a Test
+Suite ran, and a before/after run reaches Candidate Revision only when you bind
+the candidate identity (`--candidate-config-hash`, `--provider`). CI gates on
 the exit code, and the receipt stays verifiable anywhere.
 
 ```bash
diff --git a/docs/assets/hotato-cast.cast b/docs/assets/hotato-cast.cast
deleted file mode 100644
index e04b431..0000000
--- a/docs/assets/hotato-cast.cast
+++ /dev/null
@@ -1,207 +0,0 @@
-{"version": 2, "width": 100, "height": 12, "timestamp": 1784237784, "env": {"SHELL": "/bin/bash", "TERM": "xterm-256color"}}
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diff --git a/docs/assets/hotato-cast.gif b/docs/assets/hotato-cast.gif
deleted file mode 100644
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GIT binary patch
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diff --git a/llms-full.txt b/llms-full.txt
index 13d9b20..e10409e 100644
--- a/llms-full.txt
+++ b/llms-full.txt
@@ -5315,7 +5315,7 @@ reports pass/fail.
 | **Re-scores** | the SAME `audio/event.wav` the contract was created from | a new recording of the SAME stimulus against your CURRENT agent |
 | **A pass proves** | the evidence, policy, and scorer are still intact and still agree with the human label | the CURRENT agent's behavior on that stimulus still matches the label |
 | **Leaves open** | whether the deployed agent's behavior has changed since | nothing extra -- this lane speaks to the live agent |
-| **Runs** | every push, in the shipped `ci/github-action.yml` (`contract verify contracts/`) | only when you recapture by hand or on a schedule -- see [`docs/RECAPTURE.md`](RECAPTURE.md) |
+| **Runs** | every push, in the shipped `ci/github_action.yml` (`contract verify contracts/`) | only when you recapture by hand or on a schedule -- see [`docs/RECAPTURE.md`](RECAPTURE.md) |
 
 A frozen-recording pass is necessary but not sufficient: the recording
 never changes, so it can only fail if someone edits the bundle's audio
@@ -5436,7 +5436,7 @@ Exit codes are the CI contract:
 | `2` | usage error, empty directory, or corrupt `contract.json` |
 
 `--junit` writes one `<testcase>` per contract; the shipped
-`ci/github-action.yml` scaffold runs this on push, on PR, and weekly,
+`ci/github_action.yml` scaffold runs this on push, on PR, and weekly,
 and publishes the JUnit file as an artifact.
 
 Every text and HTML render of `verify` also prints, verbatim: *"This
@@ -5525,7 +5525,7 @@ matching the packed manifest.
 
 ## CI
 
-The shipped `ci/github-action.yml` is the minimal wiring:
+The shipped `ci/github_action.yml` is the minimal wiring:
 
 ```bash
 uvx hotato contract verify contracts/ --junit contracts-junit.xml \
@@ -9895,9 +9895,13 @@ deterministic: the same scenario and seed render the same bytes on every run.
 
 ## 5. Prove
 
-One command composes every evidence lane you have into one fail-closed release
-proof: contracts re-verified, suites re-run, before/after movement measured,
-the stress suite cleared. The proof is a content-addressed receipt; CI gates on
+One command composes every evidence lane you have into one fail-closed,
+content-addressed proof: contracts re-verified, suites re-run, before/after
+movement measured, the stress suite cleared. The proof headlines its claim
+scope, exactly what the evidence establishes: contracts alone re-measure stored
+evidence (Captured Evidence), a suite or the stress suite establishes a Test
+Suite ran, and a before/after run reaches Candidate Revision only when you bind
+the candidate identity (`--candidate-config-hash`, `--provider`). CI gates on
 the exit code, and the receipt stays verifiable anywhere.
 
 ```bash
diff --git a/llms.txt b/llms.txt
index 798a407..fb41c8f 100644
--- a/llms.txt
+++ b/llms.txt
@@ -9,7 +9,9 @@
 > finds what text evals miss), pin (a labeled failure becomes a portable
 > content-addressed contract), test (simulate, drive, and the bundled stress
 > suite), and prove (hotato prove composes every evidence lane into one
-> fail-closed release proof). The wedge leads the demo: give it a two-channel recording or a
+> fail-closed, content-addressed proof headlining its claim scope: contracts
+> alone are Captured Evidence, a suite is a Test Suite, and a bound before/after
+> run is a Candidate Revision, never over-claiming). The wedge leads the demo: give it a two-channel recording or a
 > timestamped transcript and it measures turn timing and say-do evidence -- did
 > the agent yield when the caller took the floor, how fast, how many seconds
 > both talked at once, and did what the agent said match what the backend did.
diff --git a/saydo/state.json b/saydo/state.json
deleted file mode 100644
index 266d8b8..0000000
--- a/saydo/state.json
+++ /dev/null
@@ -1,8 +0,0 @@
-{
-  "orders": [
-    {
-      "order_id": "A-3090",
-      "refund_status": "none"
-    }
-  ]
-}
diff --git a/saydo/test-run.json b/saydo/test-run.json
deleted file mode 100644
index c7380bf..0000000
--- a/saydo/test-run.json
+++ /dev/null
@@ -1,155 +0,0 @@
-{
-  "kind": "hotato.test-run",
-  "version": 1,
-  "test_id": "demo-refund-claimed-not-issued",
-  "agent": "demo-agent",
-  "inconclusive_policy": "report",
-  "exit_code": 1,
-  "success": {
-    "required": [
-      "all_deterministic_assertions_pass"
-    ],
-    "conditions": {
-      "all_deterministic_assertions_pass": false
-    },
-    "passed": false,
-    "rubric_gated": false
-  },
-  "assertions": {
-    "schema": "assert.v1",
-    "exit_code": 1,
-    "inconclusive_policy": "report",
-    "results": [
-      {
-        "id": "agent-said-refund-sent",
-        "kind": "phrase",
-        "deterministic": true,
-        "dimension": "conversation",
-        "status": "PASS"
-      },
-      {
-        "id": "outcome-refund-tool",
-        "kind": "tool_result",
-        "deterministic": true,
-        "dimension": "outcome",
-        "status": "FAIL",
-        "reason": "tool 'issue_refund' produced no result span in the trace",
-        "public_reason": "issue_refund produced no result satisfying the declared conditions."
-      },
-      {
-        "id": "outcome-refund-state",
-        "kind": "state",
-        "deterministic": true,
-        "dimension": "outcome",
-        "status": "FAIL",
-        "reason": "'orders' record present but field(s) ['refund_status'] did not match the expected post-call state",
-        "public_reason": "orders post-call state did not satisfy the declared fields."
-      }
-    ],
-    "summary": {
-      "deterministic": {
-        "pass": 1,
-        "fail": 2,
-        "inconclusive": 0
-      },
-      "judge": {
-        "pass": 0,
-        "fail": 0
-      },
-      "note": "inconclusive_policy=report: 1 pass, 2 fail, 0 inconclusive across 3 deterministic assertion(s); 0 judge-scored assertions (a judge kind is a separate, quarantined capability, not built here)"
-    }
-  },
-  "rubric": {
-    "schema": "rubric.v1",
-    "exit_code": 0,
-    "advisory": true,
-    "gated": false,
-    "results": [],
-    "summary": {
-      "pass": 0,
-      "fail": 0,
-      "inconclusive": 0,
-      "error": 0,
-      "note": "0 pass, 0 fail, 0 inconclusive, 0 error across 0 rubric result(s); model-judged (advisory), deterministic:false, never merged into the deterministic counts and never a blended or overall number. ADVISORY: no verdict gates CI."
-    }
-  },
-  "dimensions": {
-    "outcome": {
-      "pass": 0,
-      "fail": 2,
-      "inconclusive": 0,
-      "ids": [
-        "outcome-refund-tool",
-        "outcome-refund-state"
-      ]
-    },
-    "policy": {
-      "pass": 0,
-      "fail": 0,
-      "inconclusive": 0,
-      "ids": []
-    },
-    "conversation": {
-      "pass": 1,
-      "fail": 0,
-      "inconclusive": 0,
-      "ids": [
-        "agent-said-refund-sent"
-      ]
-    },
-    "speech": {
-      "pass": 0,
-      "fail": 0,
-      "inconclusive": 0,
-      "ids": []
-    },
-    "reliability": {
-      "pass": 0,
-      "fail": 0,
-      "inconclusive": 0,
-      "ids": []
-    }
-  },
-  "reliability": {
-    "aggregate": {
-      "pass_at_1": 0.0,
-      "pass_at_k": 0.0,
-      "pass_caret_k": 0.0,
-      "n": 1,
-      "k": 1,
-      "passes": 0,
-      "ci": {
-        "low": 0.0,
-        "high": 0.793457,
-        "method": "wilson",
-        "z": 1.96
-      },
-      "note": "reliability over 1 repeated run(s) of the deterministic lane on the same supplied fixture recording; pass^k == pass@1 because the deterministic replay is byte-identical (zero run-to-run variance)"
-    },
-    "origin": "fixture",
-    "runs": 1,
-    "basis": "agent_deterministic_replay",
-    "note": "reliability over 1 repeated run(s) of the deterministic lane on the same supplied fixture recording; pass^k == pass@1 because the deterministic replay is byte-identical (zero run-to-run variance)",
-    "per_run": [
-      {
-        "run": 1,
-        "exit_code": 1,
-        "passed": false
-      }
-    ]
-  },
-  "repetitions": {
-    "runs": 1,
-    "per_run": [
-      {
-        "run": 1,
-        "exit_code": 1,
-        "summary": {
-          "pass": 1,
-          "fail": 2,
-          "inconclusive": 0
-        }
-      }
-    ]
-  }
-}
diff --git a/saydo/test.json b/saydo/test.json
deleted file mode 100644
index d3ceb67..0000000
--- a/saydo/test.json
+++ /dev/null
@@ -1,49 +0,0 @@
-{
-  "agent": "demo-agent",
-  "assertions": {
-    "deterministic": [
-      {
-        "dimension": "conversation",
-        "id": "agent-said-refund-sent",
-        "kind": "phrase",
-        "regex": "refund .*sent",
-        "role": "agent"
-      },
-      {
-        "dimension": "outcome",
-        "id": "outcome-refund-tool",
-        "kind": "tool_result",
-        "name": "issue_refund",
-        "result_subset": {
-          "status": "refunded"
-        }
-      },
-      {
-        "dimension": "outcome",
-        "expect": {
-          "refund_status": "refunded"
-        },
-        "filters": {
-          "order_id": "A-3090"
-        },
-        "id": "outcome-refund-state",
-        "kind": "state",
-        "resource": "orders"
-      }
-    ]
-  },
-  "id": "demo-refund-claimed-not-issued",
-  "inconclusive_policy": "report",
-  "kind": "hotato.conversation-test",
-  "repetitions": 1,
-  "success": {
-    "report_dimensions": [
-      "outcome",
-      "conversation"
-    ],
-    "required": [
-      "all_deterministic_assertions_pass"
-    ]
-  },
-  "version": 1
-}
diff --git a/saydo/trace.jsonl b/saydo/trace.jsonl
deleted file mode 100644
index d21e591..0000000
--- a/saydo/trace.jsonl
+++ /dev/null
@@ -1,4 +0,0 @@
-{"_meta": true, "call_id": null, "created_by": "hotato demo say-do bundle (scripted conversation)", "deployment": {"agent_id": null, "config_hash": null, "git_sha": null, "stack": "demo"}, "schema": "hotato.voice_trace.v1", "source": {"format": "scripted-demo", "span_count": 3}}
-{"end_sec": 2.68, "start_sec": 0.6, "type": "caller_audio_active"}
-{"arguments": {"order_id": "A-3090"}, "end_sec": 6.2, "latency_ms": 300, "name": "lookup_order", "result": {"found": true}, "start_sec": 5.9, "type": "tool_call"}
-{"end_sec": 8.72, "start_sec": 6.16, "type": "caller_audio_active"}
diff --git a/saydo/transcript.json b/saydo/transcript.json
deleted file mode 100644
index c9a1cf3..0000000
--- a/saydo/transcript.json
+++ /dev/null
@@ -1,28 +0,0 @@
-{
-  "segments": [
-    {
-      "end": 2.68,
-      "role": "caller",
-      "start": 0.6,
-      "text": "order A-3090 never arrived"
-    },
-    {
-      "end": 5.66,
-      "role": "agent",
-      "start": 3.18,
-      "text": "sorry about that, let me pull up order A-3090"
-    },
-    {
-      "end": 8.72,
-      "role": "caller",
-      "start": 6.16,
-      "text": "i want a refund for order A-3090"
-    },
-    {
-      "end": 11.86,
-      "role": "agent",
-      "start": 9.22,
-      "text": "done, your refund for order A-3090 has been sent"
-    }
-  ]
-}