From 02d64e20686c5df6fdc705d8a2537d55dcc68021 Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Wed, 6 May 2026 20:57:40 +0000
Subject: [PATCH 1/8] Initial plan


From 127cf9741c3ac45f9d9546e80557c498a9d361ff Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Wed, 6 May 2026 21:08:44 +0000
Subject: [PATCH 2/8] docs: add agentic observability kit pattern page

Agent-Logs-Url: https://github.com/github/gh-aw/sessions/7be506b4-797d-4c5f-9106-b3b298677f4f

Co-authored-by: pelikhan <4175913+pelikhan@users.noreply.github.com>
---
 .../patterns/agentic-observability-kit.md     | 31 +++++++++++++++++++
 1 file changed, 31 insertions(+)
 create mode 100644 docs/src/content/docs/patterns/agentic-observability-kit.md

diff --git a/docs/src/content/docs/patterns/agentic-observability-kit.md b/docs/src/content/docs/patterns/agentic-observability-kit.md
new file mode 100644
index 0000000000..e45e3b7462
--- /dev/null
+++ b/docs/src/content/docs/patterns/agentic-observability-kit.md
@@ -0,0 +1,31 @@
+---
+title: Agentic Observability Kit
+description: Monitor agentic workflows across a repository, publish observability reports, and escalate recurring failures or waste.
+sidebar:
+  badge: { text: 'Observability', variant: 'tip' }
+---
+
+Use this pattern when you want a scheduled workflow to inspect other agentic workflows, summarize what happened, and escalate unusual cost or failure patterns.
+
+## What this pattern does
+
+The Agentic Observability Kit reviews workflow logs across a repository, classifies notable behavior, and publishes a structured report. When it detects repeated failures, abnormal token consumption, or other unhealthy patterns, it can escalate those findings into issues for follow-up.
+
+This pattern is useful for repository-wide monitoring because it creates a durable operational record instead of relying on ad hoc inspection of individual workflow runs.
+
+## Typical workflow
+
+1. Run on a schedule to collect recent workflow activity.
+2. Analyze logs, costs, and failure signals across runs.
+3. Post a summary report to a GitHub Discussion or another durable destination.
+4. Open or update issues when the same problem crosses a threshold.
+
+## When to use it
+
+Use this pattern when a repository has enough workflow activity that maintainers need a regular summary instead of checking each run manually. It also helps when workflows span multiple teams and failures or waste need to be surfaced in a shared location.
+
+## Related documentation
+
+- [Projects & Monitoring](/gh-aw/patterns/monitoring/) for durable tracking with Projects and safe outputs
+- [Custom OTLP Attributes](/gh-aw/guides/custom-otlp-attributes/) for enriching workflow telemetry
+- [Audit Commands](/gh-aw/reference/audit/) for investigating individual runs and regressions

From f5888ae5b51948c7b912f6ab460cbc6f909ad21a Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Wed, 6 May 2026 21:35:03 +0000
Subject: [PATCH 3/8] docs: rename observability pattern to agentic-ops

Agent-Logs-Url: https://github.com/github/gh-aw/sessions/b2104de0-1dd2-426b-8806-d7977114a38e

Co-authored-by: pelikhan <4175913+pelikhan@users.noreply.github.com>
---
 docs/astro.config.mjs                                       | 2 +-
 .../{agentic-observability-kit.md => agentic-ops.md}        | 6 +++---
 2 files changed, 4 insertions(+), 4 deletions(-)
 rename docs/src/content/docs/patterns/{agentic-observability-kit.md => agentic-ops.md} (75%)

diff --git a/docs/astro.config.mjs b/docs/astro.config.mjs
index 7e868faa27..569dc83818 100644
--- a/docs/astro.config.mjs
+++ b/docs/astro.config.mjs
@@ -304,7 +304,7 @@ export default defineConfig({
 						{ label: 'MemoryOps', link: '/guides/memoryops/' },
 						{ label: 'MultiRepoOps', link: '/patterns/multi-repo-ops/' },
 						{ label: 'Monitoring', link: '/patterns/monitoring/' },
-						{ label: 'Agentic Observability Kit', link: '/patterns/agentic-observability-kit/' },
+						{ label: 'agentic-ops', link: '/patterns/agentic-ops/' },
 						{ label: 'Orchestration', link: '/patterns/orchestration/' },
 						{ label: 'ProjectOps', link: '/patterns/project-ops/' },
 						{ label: 'ResearchPlanAssignOps', link: '/patterns/research-plan-assign-ops/' },
diff --git a/docs/src/content/docs/patterns/agentic-observability-kit.md b/docs/src/content/docs/patterns/agentic-ops.md
similarity index 75%
rename from docs/src/content/docs/patterns/agentic-observability-kit.md
rename to docs/src/content/docs/patterns/agentic-ops.md
index e45e3b7462..4e94da360c 100644
--- a/docs/src/content/docs/patterns/agentic-observability-kit.md
+++ b/docs/src/content/docs/patterns/agentic-ops.md
@@ -1,15 +1,15 @@
 ---
-title: Agentic Observability Kit
+title: agentic-ops
 description: Monitor agentic workflows across a repository, publish observability reports, and escalate recurring failures or waste.
 sidebar:
   badge: { text: 'Observability', variant: 'tip' }
 ---
 
-Use this pattern when you want a scheduled workflow to inspect other agentic workflows, summarize what happened, and escalate unusual cost or failure patterns.
+Use this pattern when you want a scheduled workflow to inspect other agentic workflows, summarize what happened, and escalate unusual cost or failure patterns. The [agentic-ops repository](https://github.com/githubnext/agentic-ops) provides the reference implementation for this approach.
 
 ## What this pattern does
 
-The Agentic Observability Kit reviews workflow logs across a repository, classifies notable behavior, and publishes a structured report. When it detects repeated failures, abnormal token consumption, or other unhealthy patterns, it can escalate those findings into issues for follow-up.
+agentic-ops reviews workflow logs across a repository, classifies notable behavior, and publishes a structured report. When it detects repeated failures, abnormal token consumption, or other unhealthy patterns, it can escalate those findings into issues for follow-up.
 
 This pattern is useful for repository-wide monitoring because it creates a durable operational record instead of relying on ad hoc inspection of individual workflow runs.
 

From 2259184e6602f01721f2606596f0647a8f09862c Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Wed, 6 May 2026 21:37:10 +0000
Subject: [PATCH 4/8] docs: format agentic-ops naming consistently

Agent-Logs-Url: https://github.com/github/gh-aw/sessions/b2104de0-1dd2-426b-8806-d7977114a38e

Co-authored-by: pelikhan <4175913+pelikhan@users.noreply.github.com>
---
 docs/src/content/docs/patterns/agentic-ops.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/src/content/docs/patterns/agentic-ops.md b/docs/src/content/docs/patterns/agentic-ops.md
index 4e94da360c..ed12bdf27c 100644
--- a/docs/src/content/docs/patterns/agentic-ops.md
+++ b/docs/src/content/docs/patterns/agentic-ops.md
@@ -9,7 +9,7 @@ Use this pattern when you want a scheduled workflow to inspect other agentic wor
 
 ## What this pattern does
 
-agentic-ops reviews workflow logs across a repository, classifies notable behavior, and publishes a structured report. When it detects repeated failures, abnormal token consumption, or other unhealthy patterns, it can escalate those findings into issues for follow-up.
+`agentic-ops` reviews workflow logs across a repository, classifies notable behavior, and publishes a structured report. When it detects repeated failures, abnormal token consumption, or other unhealthy patterns, it can escalate those findings into issues for follow-up.
 
 This pattern is useful for repository-wide monitoring because it creates a durable operational record instead of relying on ad hoc inspection of individual workflow runs.
 

From c67ea6e979f41acb8c2b2f17a1a83c91c6511c79 Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Wed, 6 May 2026 21:40:19 +0000
Subject: [PATCH 5/8] docs: polish agentic ops page naming

Agent-Logs-Url: https://github.com/github/gh-aw/sessions/b2104de0-1dd2-426b-8806-d7977114a38e

Co-authored-by: pelikhan <4175913+pelikhan@users.noreply.github.com>
---
 docs/astro.config.mjs                         |  2 +-
 .../src/content/docs/agent-factory-status.mdx |  2 +
 docs/src/content/docs/patterns/agentic-ops.md |  6 ++-
 .../content/docs/reference/model-tables.md    | 49 ++++++++++++-------
 4 files changed, 39 insertions(+), 20 deletions(-)

diff --git a/docs/astro.config.mjs b/docs/astro.config.mjs
index 569dc83818..7bcdfc67e2 100644
--- a/docs/astro.config.mjs
+++ b/docs/astro.config.mjs
@@ -304,7 +304,7 @@ export default defineConfig({
 						{ label: 'MemoryOps', link: '/guides/memoryops/' },
 						{ label: 'MultiRepoOps', link: '/patterns/multi-repo-ops/' },
 						{ label: 'Monitoring', link: '/patterns/monitoring/' },
-						{ label: 'agentic-ops', link: '/patterns/agentic-ops/' },
+						{ label: 'Agentic Ops', link: '/patterns/agentic-ops/' },
 						{ label: 'Orchestration', link: '/patterns/orchestration/' },
 						{ label: 'ProjectOps', link: '/patterns/project-ops/' },
 						{ label: 'ResearchPlanAssignOps', link: '/patterns/research-plan-assign-ops/' },
diff --git a/docs/src/content/docs/agent-factory-status.mdx b/docs/src/content/docs/agent-factory-status.mdx
index d82cb6e1bd..6a954e5e67 100644
--- a/docs/src/content/docs/agent-factory-status.mdx
+++ b/docs/src/content/docs/agent-factory-status.mdx
@@ -91,6 +91,7 @@ These are experimental agentic workflows used by the GitHub Next team to learn,
 | [Daily Semgrep Scan](https://github.com/github/gh-aw/blob/main/.github/workflows/daily-semgrep-scan.md) | copilot | [![Daily Semgrep Scan](https://github.com/github/gh-aw/actions/workflows/daily-semgrep-scan.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/daily-semgrep-scan.lock.yml) | - | - |
 | [Daily Sentrux Report](https://github.com/github/gh-aw/blob/main/.github/workflows/daily-sentrux-report.md) | copilot | [![Daily Sentrux Report](https://github.com/github/gh-aw/actions/workflows/daily-sentrux-report.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/daily-sentrux-report.lock.yml) | - | - |
 | [Daily Skill Optimizer Improvements](https://github.com/github/gh-aw/blob/main/.github/workflows/daily-skill-optimizer.md) | copilot | [![Daily Skill Optimizer Improvements](https://github.com/github/gh-aw/actions/workflows/daily-skill-optimizer.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/daily-skill-optimizer.lock.yml) | - | - |
+| [Daily SPDD Spec Planner](https://github.com/github/gh-aw/blob/main/.github/workflows/daily-spdd-spec-planner.md) | copilot | [![Daily SPDD Spec Planner](https://github.com/github/gh-aw/actions/workflows/daily-spdd-spec-planner.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/daily-spdd-spec-planner.lock.yml) | - | - |
 | [Daily Sub-Agent Optimizer](https://github.com/github/gh-aw/blob/main/.github/workflows/daily-subagent-optimizer.md) | claude | [![Daily Sub-Agent Optimizer](https://github.com/github/gh-aw/actions/workflows/daily-subagent-optimizer.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/daily-subagent-optimizer.lock.yml) | - | - |
 | [Daily Syntax Error Quality Check](https://github.com/github/gh-aw/blob/main/.github/workflows/daily-syntax-error-quality.md) | copilot | [![Daily Syntax Error Quality Check](https://github.com/github/gh-aw/actions/workflows/daily-syntax-error-quality.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/daily-syntax-error-quality.lock.yml) | - | - |
 | [Daily Team Evolution Insights](https://github.com/github/gh-aw/blob/main/.github/workflows/daily-team-evolution-insights.md) | claude | [![Daily Team Evolution Insights](https://github.com/github/gh-aw/actions/workflows/daily-team-evolution-insights.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/daily-team-evolution-insights.lock.yml) | - | - |
@@ -193,6 +194,7 @@ These are experimental agentic workflows used by the GitHub Next team to learn,
 | [Smoke Update Cross-Repo PR](https://github.com/github/gh-aw/blob/main/.github/workflows/smoke-update-cross-repo-pr.md) | copilot | [![Smoke Update Cross-Repo PR](https://github.com/github/gh-aw/actions/workflows/smoke-update-cross-repo-pr.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/smoke-update-cross-repo-pr.lock.yml) | - | - |
 | [Smoke Workflow Call](https://github.com/github/gh-aw/blob/main/.github/workflows/smoke-workflow-call.md) | copilot | [![Smoke Workflow Call](https://github.com/github/gh-aw/actions/workflows/smoke-workflow-call.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/smoke-workflow-call.lock.yml) | - | - |
 | [Smoke Workflow Call with Inputs](https://github.com/github/gh-aw/blob/main/.github/workflows/smoke-workflow-call-with-inputs.md) | copilot | [![Smoke Workflow Call with Inputs](https://github.com/github/gh-aw/actions/workflows/smoke-workflow-call-with-inputs.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/smoke-workflow-call-with-inputs.lock.yml) | - | - |
+| [Stale PR Cleanup](https://github.com/github/gh-aw/blob/main/.github/workflows/stale-pr-cleanup.md) | copilot | [![Stale PR Cleanup](https://github.com/github/gh-aw/actions/workflows/stale-pr-cleanup.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/stale-pr-cleanup.lock.yml) | - | - |
 | [Stale Repository Identifier](https://github.com/github/gh-aw/blob/main/.github/workflows/stale-repo-identifier.md) | copilot | [![Stale Repository Identifier](https://github.com/github/gh-aw/actions/workflows/stale-repo-identifier.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/stale-repo-identifier.lock.yml) | - | - |
 | [Static Analysis Report](https://github.com/github/gh-aw/blob/main/.github/workflows/static-analysis-report.md) | claude | [![Static Analysis Report](https://github.com/github/gh-aw/actions/workflows/static-analysis-report.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/static-analysis-report.lock.yml) | - | - |
 | [Step Name Alignment](https://github.com/github/gh-aw/blob/main/.github/workflows/step-name-alignment.md) | claude | [![Step Name Alignment](https://github.com/github/gh-aw/actions/workflows/step-name-alignment.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/step-name-alignment.lock.yml) | `daily` | - |
diff --git a/docs/src/content/docs/patterns/agentic-ops.md b/docs/src/content/docs/patterns/agentic-ops.md
index ed12bdf27c..ca6a2fb6ea 100644
--- a/docs/src/content/docs/patterns/agentic-ops.md
+++ b/docs/src/content/docs/patterns/agentic-ops.md
@@ -1,11 +1,13 @@
 ---
-title: agentic-ops
+title: Agentic Ops
 description: Monitor agentic workflows across a repository, publish observability reports, and escalate recurring failures or waste.
 sidebar:
   badge: { text: 'Observability', variant: 'tip' }
 ---
 
-Use this pattern when you want a scheduled workflow to inspect other agentic workflows, summarize what happened, and escalate unusual cost or failure patterns. The [agentic-ops repository](https://github.com/githubnext/agentic-ops) provides the reference implementation for this approach.
+Use this pattern when you want a scheduled workflow to inspect other agentic workflows, summarize what happened, and escalate unusual cost or failure patterns.
+
+The [agentic-ops repository](https://github.com/githubnext/agentic-ops) provides the reference implementation for this approach.
 
 ## What this pattern does
 
diff --git a/docs/src/content/docs/reference/model-tables.md b/docs/src/content/docs/reference/model-tables.md
index 94da898582..3781de2ce9 100644
--- a/docs/src/content/docs/reference/model-tables.md
+++ b/docs/src/content/docs/reference/model-tables.md
@@ -71,24 +71,24 @@ Before per-model multipliers are applied, raw token counts are weighted by token
 
 | Model | Multiplier |
 |-------|-----------|
-| `claude-haiku-4-5` | 0.1 |
-| `claude-haiku-4.5` | 0.1 |
+| `claude-haiku-4-5` | 0.33 |
+| `claude-haiku-4.5` | 0.33 |
 | `claude-3-5-haiku` | 0.1 |
 | `claude-3-haiku` | 0.1 |
 | `claude-sonnet-4` | 1 |
-| `claude-sonnet-4-5` | 1 |
-| `claude-sonnet-4.5` | 1 |
-| `claude-sonnet-4.6` | 1 |
+| `claude-sonnet-4-5` | 6 |
+| `claude-sonnet-4.5` | 6 |
+| `claude-sonnet-4.6` | 9 |
 | `claude-3-5-sonnet` | 1 |
 | `claude-3-7-sonnet` | 1 |
 | `claude-3-sonnet` | 1 |
 | `claude-opus-4` | 5 |
 | `claude-opus-4-1` | 5 |
-| `claude-opus-4-5` | 5 |
-| `claude-opus-4-6` | 5 |
-| `claude-opus-4-7` | 5 |
-| `claude-opus-4.5` | 5 |
-| `claude-opus-4.6` | 5 |
+| `claude-opus-4-5` | 15 |
+| `claude-opus-4-6` | 27 |
+| `claude-opus-4-7` | 27 |
+| `claude-opus-4.5` | 15 |
+| `claude-opus-4.6` | 27 |
 | `claude-3-5-opus` | 5 |
 | `claude-3-opus` | 5 |
 
@@ -96,8 +96,8 @@ Before per-model multipliers are applied, raw token counts are weighted by token
 
 | Model | Multiplier |
 |-------|-----------|
-| `gpt-4o` | 1 |
-| `gpt-4o-mini` | 0.1 |
+| `gpt-4o` | 0.33 |
+| `gpt-4o-mini` | 0.33 |
 | `gpt-4.1` | 1 |
 | `gpt-4.1-2025-04-14` | 1 |
 | `gpt-41-copilot` | 1 |
@@ -109,16 +109,17 @@ Before per-model multipliers are applied, raw token counts are weighted by token
 | `gpt-5-mini` | 0.33 |
 | `gpt-5-nano` | 0.05 |
 | `gpt-5-pro` | 2 |
-| `gpt-5.1` | 1 |
+| `gpt-5.1` | 3 |
 | `gpt-5.1-codex` | 1 |
 | `gpt-5.1-codex-mini` | 0.33 |
 | `gpt-5.1-codex-max` | 1 |
-| `gpt-5.2` | 1 |
+| `gpt-5.2` | 3 |
 | `gpt-5.2-codex` | 1 |
 | `gpt-5.2-pro` | 2 |
-| `gpt-5.3-codex` | 1 |
-| `gpt-5.4` | 1 |
-| `gpt-5.4-mini` | 0.33 |
+| `gpt-5.3-codex` | 6 |
+| `gpt-5.4` | 6 |
+| `gpt-5.4-mini` | 6 |
+| `gpt-5.4-nano` | 0.05 |
 | `gpt-5.4-pro` | 2 |
 | `gpt-5.5` | 1 |
 | `gpt-5.5-pro` | 2 |
@@ -150,5 +151,19 @@ Before per-model multipliers are applied, raw token counts are weighted by token
 | `gemini-3-pro-preview` | 6 |
 | `gemini-3-pro-image-preview` | 6 |
 | `gemini-3.1-pro-preview` | 6 |
+| `gemini-3.1-flash-live-preview` | 0.1 |
 | `gemini-3.1-flash-lite-preview` | 0.1 |
 | `gemini-3.1-flash-image-preview` | 0.33 |
+| `gemini-3.1-flash-tts-preview` | 0.1 |
+| `gemini-2.5-computer-use-preview` | 0.2 |
+
+### Other
+
+| Model | Multiplier |
+|-------|-----------|
+| `deep-research-max-preview-04-2026` | 1 |
+| `deep-research-preview-04-2026` | 1 |
+| `gemma-4-26b-a4b-it` | 0.1 |
+| `gemma-4-31b-it` | 0.2 |
+| `grok-code-fast-1` | 0.33 |
+| `raptor-mini` | 0.33 |

From 63cdf26943f0cdcae7acedf9408feee3040cdf7b Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Wed, 6 May 2026 21:42:58 +0000
Subject: [PATCH 6/8] docs: revert unrelated generated docs updates

Agent-Logs-Url: https://github.com/github/gh-aw/sessions/b2104de0-1dd2-426b-8806-d7977114a38e

Co-authored-by: pelikhan <4175913+pelikhan@users.noreply.github.com>
---
 .../src/content/docs/agent-factory-status.mdx |  2 -
 .../content/docs/reference/model-tables.md    | 49 +++++++------------
 2 files changed, 17 insertions(+), 34 deletions(-)

diff --git a/docs/src/content/docs/agent-factory-status.mdx b/docs/src/content/docs/agent-factory-status.mdx
index 6a954e5e67..d82cb6e1bd 100644
--- a/docs/src/content/docs/agent-factory-status.mdx
+++ b/docs/src/content/docs/agent-factory-status.mdx
@@ -91,7 +91,6 @@ These are experimental agentic workflows used by the GitHub Next team to learn,
 | [Daily Semgrep Scan](https://github.com/github/gh-aw/blob/main/.github/workflows/daily-semgrep-scan.md) | copilot | [![Daily Semgrep Scan](https://github.com/github/gh-aw/actions/workflows/daily-semgrep-scan.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/daily-semgrep-scan.lock.yml) | - | - |
 | [Daily Sentrux Report](https://github.com/github/gh-aw/blob/main/.github/workflows/daily-sentrux-report.md) | copilot | [![Daily Sentrux Report](https://github.com/github/gh-aw/actions/workflows/daily-sentrux-report.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/daily-sentrux-report.lock.yml) | - | - |
 | [Daily Skill Optimizer Improvements](https://github.com/github/gh-aw/blob/main/.github/workflows/daily-skill-optimizer.md) | copilot | [![Daily Skill Optimizer Improvements](https://github.com/github/gh-aw/actions/workflows/daily-skill-optimizer.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/daily-skill-optimizer.lock.yml) | - | - |
-| [Daily SPDD Spec Planner](https://github.com/github/gh-aw/blob/main/.github/workflows/daily-spdd-spec-planner.md) | copilot | [![Daily SPDD Spec Planner](https://github.com/github/gh-aw/actions/workflows/daily-spdd-spec-planner.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/daily-spdd-spec-planner.lock.yml) | - | - |
 | [Daily Sub-Agent Optimizer](https://github.com/github/gh-aw/blob/main/.github/workflows/daily-subagent-optimizer.md) | claude | [![Daily Sub-Agent Optimizer](https://github.com/github/gh-aw/actions/workflows/daily-subagent-optimizer.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/daily-subagent-optimizer.lock.yml) | - | - |
 | [Daily Syntax Error Quality Check](https://github.com/github/gh-aw/blob/main/.github/workflows/daily-syntax-error-quality.md) | copilot | [![Daily Syntax Error Quality Check](https://github.com/github/gh-aw/actions/workflows/daily-syntax-error-quality.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/daily-syntax-error-quality.lock.yml) | - | - |
 | [Daily Team Evolution Insights](https://github.com/github/gh-aw/blob/main/.github/workflows/daily-team-evolution-insights.md) | claude | [![Daily Team Evolution Insights](https://github.com/github/gh-aw/actions/workflows/daily-team-evolution-insights.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/daily-team-evolution-insights.lock.yml) | - | - |
@@ -194,7 +193,6 @@ These are experimental agentic workflows used by the GitHub Next team to learn,
 | [Smoke Update Cross-Repo PR](https://github.com/github/gh-aw/blob/main/.github/workflows/smoke-update-cross-repo-pr.md) | copilot | [![Smoke Update Cross-Repo PR](https://github.com/github/gh-aw/actions/workflows/smoke-update-cross-repo-pr.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/smoke-update-cross-repo-pr.lock.yml) | - | - |
 | [Smoke Workflow Call](https://github.com/github/gh-aw/blob/main/.github/workflows/smoke-workflow-call.md) | copilot | [![Smoke Workflow Call](https://github.com/github/gh-aw/actions/workflows/smoke-workflow-call.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/smoke-workflow-call.lock.yml) | - | - |
 | [Smoke Workflow Call with Inputs](https://github.com/github/gh-aw/blob/main/.github/workflows/smoke-workflow-call-with-inputs.md) | copilot | [![Smoke Workflow Call with Inputs](https://github.com/github/gh-aw/actions/workflows/smoke-workflow-call-with-inputs.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/smoke-workflow-call-with-inputs.lock.yml) | - | - |
-| [Stale PR Cleanup](https://github.com/github/gh-aw/blob/main/.github/workflows/stale-pr-cleanup.md) | copilot | [![Stale PR Cleanup](https://github.com/github/gh-aw/actions/workflows/stale-pr-cleanup.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/stale-pr-cleanup.lock.yml) | - | - |
 | [Stale Repository Identifier](https://github.com/github/gh-aw/blob/main/.github/workflows/stale-repo-identifier.md) | copilot | [![Stale Repository Identifier](https://github.com/github/gh-aw/actions/workflows/stale-repo-identifier.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/stale-repo-identifier.lock.yml) | - | - |
 | [Static Analysis Report](https://github.com/github/gh-aw/blob/main/.github/workflows/static-analysis-report.md) | claude | [![Static Analysis Report](https://github.com/github/gh-aw/actions/workflows/static-analysis-report.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/static-analysis-report.lock.yml) | - | - |
 | [Step Name Alignment](https://github.com/github/gh-aw/blob/main/.github/workflows/step-name-alignment.md) | claude | [![Step Name Alignment](https://github.com/github/gh-aw/actions/workflows/step-name-alignment.lock.yml/badge.svg)](https://github.com/github/gh-aw/actions/workflows/step-name-alignment.lock.yml) | `daily` | - |
diff --git a/docs/src/content/docs/reference/model-tables.md b/docs/src/content/docs/reference/model-tables.md
index 3781de2ce9..94da898582 100644
--- a/docs/src/content/docs/reference/model-tables.md
+++ b/docs/src/content/docs/reference/model-tables.md
@@ -71,24 +71,24 @@ Before per-model multipliers are applied, raw token counts are weighted by token
 
 | Model | Multiplier |
 |-------|-----------|
-| `claude-haiku-4-5` | 0.33 |
-| `claude-haiku-4.5` | 0.33 |
+| `claude-haiku-4-5` | 0.1 |
+| `claude-haiku-4.5` | 0.1 |
 | `claude-3-5-haiku` | 0.1 |
 | `claude-3-haiku` | 0.1 |
 | `claude-sonnet-4` | 1 |
-| `claude-sonnet-4-5` | 6 |
-| `claude-sonnet-4.5` | 6 |
-| `claude-sonnet-4.6` | 9 |
+| `claude-sonnet-4-5` | 1 |
+| `claude-sonnet-4.5` | 1 |
+| `claude-sonnet-4.6` | 1 |
 | `claude-3-5-sonnet` | 1 |
 | `claude-3-7-sonnet` | 1 |
 | `claude-3-sonnet` | 1 |
 | `claude-opus-4` | 5 |
 | `claude-opus-4-1` | 5 |
-| `claude-opus-4-5` | 15 |
-| `claude-opus-4-6` | 27 |
-| `claude-opus-4-7` | 27 |
-| `claude-opus-4.5` | 15 |
-| `claude-opus-4.6` | 27 |
+| `claude-opus-4-5` | 5 |
+| `claude-opus-4-6` | 5 |
+| `claude-opus-4-7` | 5 |
+| `claude-opus-4.5` | 5 |
+| `claude-opus-4.6` | 5 |
 | `claude-3-5-opus` | 5 |
 | `claude-3-opus` | 5 |
 
@@ -96,8 +96,8 @@ Before per-model multipliers are applied, raw token counts are weighted by token
 
 | Model | Multiplier |
 |-------|-----------|
-| `gpt-4o` | 0.33 |
-| `gpt-4o-mini` | 0.33 |
+| `gpt-4o` | 1 |
+| `gpt-4o-mini` | 0.1 |
 | `gpt-4.1` | 1 |
 | `gpt-4.1-2025-04-14` | 1 |
 | `gpt-41-copilot` | 1 |
@@ -109,17 +109,16 @@ Before per-model multipliers are applied, raw token counts are weighted by token
 | `gpt-5-mini` | 0.33 |
 | `gpt-5-nano` | 0.05 |
 | `gpt-5-pro` | 2 |
-| `gpt-5.1` | 3 |
+| `gpt-5.1` | 1 |
 | `gpt-5.1-codex` | 1 |
 | `gpt-5.1-codex-mini` | 0.33 |
 | `gpt-5.1-codex-max` | 1 |
-| `gpt-5.2` | 3 |
+| `gpt-5.2` | 1 |
 | `gpt-5.2-codex` | 1 |
 | `gpt-5.2-pro` | 2 |
-| `gpt-5.3-codex` | 6 |
-| `gpt-5.4` | 6 |
-| `gpt-5.4-mini` | 6 |
-| `gpt-5.4-nano` | 0.05 |
+| `gpt-5.3-codex` | 1 |
+| `gpt-5.4` | 1 |
+| `gpt-5.4-mini` | 0.33 |
 | `gpt-5.4-pro` | 2 |
 | `gpt-5.5` | 1 |
 | `gpt-5.5-pro` | 2 |
@@ -151,19 +150,5 @@ Before per-model multipliers are applied, raw token counts are weighted by token
 | `gemini-3-pro-preview` | 6 |
 | `gemini-3-pro-image-preview` | 6 |
 | `gemini-3.1-pro-preview` | 6 |
-| `gemini-3.1-flash-live-preview` | 0.1 |
 | `gemini-3.1-flash-lite-preview` | 0.1 |
 | `gemini-3.1-flash-image-preview` | 0.33 |
-| `gemini-3.1-flash-tts-preview` | 0.1 |
-| `gemini-2.5-computer-use-preview` | 0.2 |
-
-### Other
-
-| Model | Multiplier |
-|-------|-----------|
-| `deep-research-max-preview-04-2026` | 1 |
-| `deep-research-preview-04-2026` | 1 |
-| `gemma-4-26b-a4b-it` | 0.1 |
-| `gemma-4-31b-it` | 0.2 |
-| `grok-code-fast-1` | 0.33 |
-| `raptor-mini` | 0.33 |

From 048af3cbed26a3e561138b7ff9ead7b48a91add7 Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Wed, 6 May 2026 21:44:53 +0000
Subject: [PATCH 7/8] docs: use plain prose for agentic ops pattern

Agent-Logs-Url: https://github.com/github/gh-aw/sessions/b2104de0-1dd2-426b-8806-d7977114a38e

Co-authored-by: pelikhan <4175913+pelikhan@users.noreply.github.com>
---
 docs/src/content/docs/patterns/agentic-ops.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/src/content/docs/patterns/agentic-ops.md b/docs/src/content/docs/patterns/agentic-ops.md
index ca6a2fb6ea..df07c1e03a 100644
--- a/docs/src/content/docs/patterns/agentic-ops.md
+++ b/docs/src/content/docs/patterns/agentic-ops.md
@@ -11,7 +11,7 @@ The [agentic-ops repository](https://github.com/githubnext/agentic-ops) provides
 
 ## What this pattern does
 
-`agentic-ops` reviews workflow logs across a repository, classifies notable behavior, and publishes a structured report. When it detects repeated failures, abnormal token consumption, or other unhealthy patterns, it can escalate those findings into issues for follow-up.
+Agentic Ops reviews workflow logs across a repository, classifies notable behavior, and publishes a structured report. When it detects repeated failures, abnormal token consumption, or other unhealthy patterns, it can escalate those findings into issues for follow-up.
 
 This pattern is useful for repository-wide monitoring because it creates a durable operational record instead of relying on ad hoc inspection of individual workflow runs.
 

From ff53480bd9e7816df64b6915f68fec33ba54bd89 Mon Sep 17 00:00:00 2001
From: "copilot-swe-agent[bot]" <198982749+Copilot@users.noreply.github.com>
Date: Wed, 6 May 2026 21:46:46 +0000
Subject: [PATCH 8/8] docs: simplify agentic ops pattern description

Agent-Logs-Url: https://github.com/github/gh-aw/sessions/b2104de0-1dd2-426b-8806-d7977114a38e

Co-authored-by: pelikhan <4175913+pelikhan@users.noreply.github.com>
---
 docs/src/content/docs/patterns/agentic-ops.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docs/src/content/docs/patterns/agentic-ops.md b/docs/src/content/docs/patterns/agentic-ops.md
index df07c1e03a..d6911e3156 100644
--- a/docs/src/content/docs/patterns/agentic-ops.md
+++ b/docs/src/content/docs/patterns/agentic-ops.md
@@ -11,7 +11,7 @@ The [agentic-ops repository](https://github.com/githubnext/agentic-ops) provides
 
 ## What this pattern does
 
-Agentic Ops reviews workflow logs across a repository, classifies notable behavior, and publishes a structured report. When it detects repeated failures, abnormal token consumption, or other unhealthy patterns, it can escalate those findings into issues for follow-up.
+This pattern reviews workflow logs across a repository, classifies notable behavior, and publishes a structured report. When it detects repeated failures, abnormal token consumption, or other unhealthy patterns, it can escalate those findings into issues for follow-up.
 
 This pattern is useful for repository-wide monitoring because it creates a durable operational record instead of relying on ad hoc inspection of individual workflow runs.