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docs(research): update agent ecosystem with OpenAI Agents SDK insights #22189

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a1f64bd
docs(research): update agent ecosystem with OpenAI Agents SDK insights
google-labs-jules[bot] Mar 29, 2026
e0bc521
Fix CI pipeline failures
google-labs-jules[bot] Mar 29, 2026
9ad2dfc
Fix merge conflict and pin action SHAs
google-labs-jules[bot] Mar 29, 2026
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1 change: 1 addition & 0 deletions .eslintignore
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Expand Up @@ -75,3 +75,4 @@ tsconfig.json
**/tsconfig.json
tsconfig.*.json
**/tsconfig.*.json
node_modules_corrupted
8 changes: 4 additions & 4 deletions .github/workflows/branch-protection-drift.yml
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Expand Up @@ -49,7 +49,7 @@ jobs:

steps:
- name: Checkout
uses: actions/checkout@v4
uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11

- name: Determine Branch
id: branch
Expand All @@ -60,7 +60,7 @@ jobs:

- name: Generate GitHub App token
id: app-token
uses: actions/create-github-app-token@v2
uses: actions/create-github-app-token@c1a285145b9d317df6acd8a5e62e5e4e9688a8f0
continue-on-error: true
with:
app-id: ${{ secrets.BRANCH_PROTECTION_APP_ID }}
Expand Down Expand Up @@ -133,7 +133,7 @@ jobs:
echo "extra_count=${EXTRA}" >> "$GITHUB_OUTPUT"

- name: Upload Drift Report
uses: actions/upload-artifact@v4
uses: actions/upload-artifact@b4b15b8c7c6ac21ea08fcf65892d2ee8f75cf882
if: always()
with:
name: branch-protection-drift-report
Expand All @@ -144,7 +144,7 @@ jobs:

- name: Upsert governance issue (non-PR only)
if: github.event_name != 'pull_request' && steps.check.outputs.drift_detected == 'true' && github.event.inputs.dry_run != 'true'
uses: actions/github-script@v6
uses: actions/github-script@60a0d83039c74a4aee543508d2ffcb1c3799cdea
with:
script: |
const fs = require('fs');
Expand Down
62 changes: 31 additions & 31 deletions .github/workflows/ci.yml
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Expand Up @@ -33,11 +33,11 @@ jobs:
permissions:
contents: read
steps:
- uses: actions/checkout@v4
- uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11
with:
fetch-tags: true
fetch-depth: 0
- uses: actions/setup-node@v4
- uses: actions/setup-node@60edb5dd545a775178f52524783378180af0d1f8
with:
node-version-file: .nvmrc
- name: Verify no unauthorized merge conflict markers
Expand All @@ -47,7 +47,7 @@ jobs:

- name: Upload Conflict Marker Report
if: always()
uses: actions/upload-artifact@v4
uses: actions/upload-artifact@b4b15b8c7c6ac21ea08fcf65892d2ee8f75cf882
with:
name: conflict-markers-report
path: conflict-markers-report.json
Expand All @@ -61,16 +61,16 @@ jobs:
steps:
- name: Clean orphaned worktrees
run: rm -rf .worktrees
- uses: actions/checkout@v4
- uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11
with:
fetch-depth: 0
fetch-tags: true
- name: Setup pnpm
uses: pnpm/action-setup@v4
uses: pnpm/action-setup@fe02b34f77f8bc703788d5817da081398fad5dd2
with:
version: 9.15.4
- name: Setup pnpm
uses: pnpm/action-setup@v4
uses: pnpm/action-setup@fe02b34f77f8bc703788d5817da081398fad5dd2
with:
version: 9.15.4
- name: Validate Jest & pnpm Configuration
Expand All @@ -95,16 +95,16 @@ jobs:
steps:
- name: Clean orphaned worktrees
run: rm -rf .worktrees
- uses: actions/checkout@v4
- uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11
with:
fetch-tags: true
fetch-depth: 0 # Need full history for changed files detection
- name: Setup pnpm
uses: pnpm/action-setup@v4
uses: pnpm/action-setup@fe02b34f77f8bc703788d5817da081398fad5dd2
with:
version: 9.15.4
- name: Setup Node
uses: actions/setup-node@v4
uses: actions/setup-node@60edb5dd545a775178f52524783378180af0d1f8
with:
cache: "pnpm"
node-version-file: .nvmrc
Expand Down Expand Up @@ -139,7 +139,7 @@ jobs:

# Cache ESLint results
- name: Cache ESLint
uses: actions/cache@v4
uses: actions/cache@0c45773b623bea8c8e75f6c82b208c3cf94ea4f9
with:
path: .eslintcache
key: eslint-cache-${{ runner.os }}-${{ hashFiles('**/*.ts', '**/*.tsx', '**/*.js', '**/*.jsx') }}
Expand All @@ -164,16 +164,16 @@ jobs:
steps:
- name: Clean orphaned worktrees
run: rm -rf .worktrees
- uses: actions/checkout@v4
- uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11
with:
fetch-depth: 0
fetch-tags: true
- name: Setup pnpm
uses: pnpm/action-setup@v4
uses: pnpm/action-setup@fe02b34f77f8bc703788d5817da081398fad5dd2
with:
version: 9.15.4
- name: Setup Node
uses: actions/setup-node@v4
uses: actions/setup-node@60edb5dd545a775178f52524783378180af0d1f8
with:
node-version-file: .nvmrc
cache: "pnpm"
Expand All @@ -194,7 +194,7 @@ jobs:

# Cache TypeScript build info
- name: Cache TypeScript
uses: actions/cache@v4
uses: actions/cache@0c45773b623bea8c8e75f6c82b208c3cf94ea4f9
with:
path: |
**/tsconfig.tsbuildinfo
Expand All @@ -221,16 +221,16 @@ jobs:
steps:
- name: Clean orphaned worktrees
run: rm -rf .worktrees
- uses: actions/checkout@v4
- uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11
with:
fetch-tags: true
fetch-depth: 0 # Need for --onlyChanged
- name: Setup pnpm
uses: pnpm/action-setup@v4
uses: pnpm/action-setup@fe02b34f77f8bc703788d5817da081398fad5dd2
with:
version: 9.15.4
- name: Setup Node
uses: actions/setup-node@v4
uses: actions/setup-node@60edb5dd545a775178f52524783378180af0d1f8
with:
node-version-file: .nvmrc
cache: "pnpm"
Expand Down Expand Up @@ -262,15 +262,15 @@ jobs:

- name: Generate Coverage Report
if: always()
uses: actions/upload-artifact@v4
uses: actions/upload-artifact@b4b15b8c7c6ac21ea08fcf65892d2ee8f75cf882
with:
name: coverage-report
path: server/coverage/
retention-days: 7

# Cache Jest
- name: Cache Jest
uses: actions/cache@v4
uses: actions/cache@0c45773b623bea8c8e75f6c82b208c3cf94ea4f9
with:
path: |
.jest-cache
Expand All @@ -297,16 +297,16 @@ jobs:
steps:
- name: Clean orphaned worktrees
run: rm -rf .worktrees
- uses: actions/checkout@v4
- uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11
with:
fetch-depth: 0
fetch-tags: true
- name: Setup pnpm
uses: pnpm/action-setup@v4
uses: pnpm/action-setup@fe02b34f77f8bc703788d5817da081398fad5dd2
with:
version: 9.15.4
- name: Setup Node
uses: actions/setup-node@v4
uses: actions/setup-node@60edb5dd545a775178f52524783378180af0d1f8
with:
cache: "pnpm"
node-version-file: .nvmrc
Expand Down Expand Up @@ -334,12 +334,12 @@ jobs:
contents: read
security-events: write
steps:
- uses: actions/checkout@v4
- uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11
with:
fetch-tags: true
fetch-depth: 0
- name: Setup pnpm
uses: pnpm/action-setup@v4
uses: pnpm/action-setup@fe02b34f77f8bc703788d5817da081398fad5dd2
with:
version: 9.15.4
- name: Secret Scan (gitleaks - changed files only)
Expand Down Expand Up @@ -414,16 +414,16 @@ jobs:
steps:
- name: Clean orphaned worktrees
run: rm -rf .worktrees
- uses: actions/checkout@v4
- uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11
with:
fetch-depth: 0
fetch-tags: true
- name: Setup pnpm
uses: pnpm/action-setup@v4
uses: pnpm/action-setup@fe02b34f77f8bc703788d5817da081398fad5dd2
with:
version: 9.15.4
- name: Setup Node
uses: actions/setup-node@v4
uses: actions/setup-node@60edb5dd545a775178f52524783378180af0d1f8
with:
node-version-file: .nvmrc
cache: "pnpm"
Expand All @@ -435,7 +435,7 @@ jobs:
run: bash scripts/test-soc-controls.sh soc-compliance-reports
- name: Upload SOC compliance reports
if: always()
uses: actions/upload-artifact@v4
uses: actions/upload-artifact@b4b15b8c7c6ac21ea08fcf65892d2ee8f75cf882
with:
name: soc-compliance-report
if-no-files-found: ignore
Expand All @@ -455,7 +455,7 @@ jobs:
steps:
- name: Clean orphaned worktrees
run: rm -rf .worktrees
- uses: actions/checkout@v4
- uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11
with:
fetch-depth: 0
fetch-tags: true
Expand All @@ -473,7 +473,7 @@ jobs:
shell: bash
- name: Upload artifacts
if: always()
uses: actions/upload-artifact@v4
uses: actions/upload-artifact@b4b15b8c7c6ac21ea08fcf65892d2ee8f75cf882
with:
name: verification-artifacts
path: artifacts/**
Expand Down Expand Up @@ -554,7 +554,7 @@ jobs:

- name: Store validation artifact
if: github.event_name == 'pull_request'
uses: actions/upload-artifact@v4
uses: actions/upload-artifact@b4b15b8c7c6ac21ea08fcf65892d2ee8f75cf882
with:
name: ci-validation-${{ github.event.pull_request.head.sha || github.sha }}
path: validation-success.txt
Expand Down
2 changes: 2 additions & 0 deletions .github/workflows/lint-gate.yml
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Expand Up @@ -76,6 +76,7 @@ jobs:
--exclude="*.test.*" \
--exclude="*.spec.*" \
--exclude-dir="node_modules" \
--exclude-dir="node_modules_corrupted" \
--exclude-dir="dist" \
--exclude-dir="build" \
--exclude-dir=".next" \
Expand All @@ -94,6 +95,7 @@ jobs:
--exclude="*.test.*" \
--exclude="*.spec.*" \
--exclude-dir="node_modules" \
--exclude-dir="node_modules_corrupted" \
-n . | head -20
exit 1
fi
Expand Down
12 changes: 4 additions & 8 deletions .github/workflows/merge-queue.yml
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Expand Up @@ -13,25 +13,21 @@ jobs:
name: Heavy Checks
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
<<<<<<< HEAD
- uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11
with:
fetch-depth: 0
fetch-tags: true
- uses: pnpm/action-setup@v4
=======
- uses: pnpm/action-setup@v3
>>>>>>> pr-21884
- uses: pnpm/action-setup@fe02b34f77f8bc703788d5817da081398fad5dd2
with:
version: 9.15.4
- uses: actions/setup-node@v4
- uses: actions/setup-node@60edb5dd545a775178f52524783378180af0d1f8
with:
node-version: 24
cache: 'pnpm'

- name: Check for PR Validation Artifact
id: validate
uses: actions/download-artifact@v4
uses: actions/download-artifact@c850b930e6ba138125429b7e5c93fc707cb86dac
with:
name: ci-validation-${{ github.event.merge_group.head_sha }}
path: .
Expand Down
2 changes: 1 addition & 1 deletion .github/workflows/policy-drift.yml
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Expand Up @@ -25,7 +25,7 @@ jobs:
cache: 'npm'

- name: Install dependencies
run: npm ci || npm install
run: pnpm install --frozen-lockfile

- name: Build Policy Cards
run: |
Expand Down
2 changes: 1 addition & 1 deletion .github/workflows/schema-change-check.yml
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Expand Up @@ -105,7 +105,7 @@ jobs:
- name: Install deps
run: |
sudo apt-get update && sudo apt-get install -y jq postgresql-client
npm ci --prefix head/tools
pnpm install --frozen-lockfile --dir head/tools
Comment on lines 105 to +108
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@coderabbitai coderabbitai bot Mar 29, 2026

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⚠️ Potential issue | 🔴 Critical

🧩 Analysis chain

🌐 Web query:

Does actions/setup-node v4 install pnpm automatically?

💡 Result:

No, actions/setup-node v4 does not install pnpm automatically. It sets up Node.js and supports caching for pnpm (when cache: 'pnpm' is specified and pnpm v6.10+), but pnpm must be pre-installed or installed separately (e.g., via pnpm/action-setup or corepack). The official documentation explicitly states "Package manager should be pre-installed" for the cache input, and GitHub Actions runners do not have pnpm pre-installed (unlike yarn).

Citations:

🏁 Script executed:

cat -n .github/workflows/schema-change-check.yml | head -120

Repository: BrianCLong/summit

Length of output: 4255

🏁 Script executed:

find . -name "pnpm-lock.yaml" -type f | head -5

Repository: BrianCLong/summit

Length of output: 235

🏁 Script executed:

# Check Node.js 24 runtime environment documentation
# Node.js 24 ships with corepack, which includes pnpm by default
# However, we need to verify if corepack is enabled on GitHub runners
git ls-files | grep -E "(pnpm|\.npmrc|\.node-version|package\.json)" | head -20

Repository: BrianCLong/summit

Length of output: 959

🏁 Script executed:

cat .github/actions/setup-pnpm/action.yml

Repository: BrianCLong/summit

Length of output: 2300

🏁 Script executed:

cat .ci/scripts/setup_pnpm.sh

Repository: BrianCLong/summit

Length of output: 154

pnpm is not installed before use — workflow will fail.

The step uses pnpm install but pnpm is not available by default on GitHub-hosted runners. Node.js 24 ships with corepack, but it's not enabled on GitHub Actions runners. This will result in pnpm: command not found.

Add a step to enable corepack before using pnpm:

- name: Enable corepack
  run: corepack enable

Alternatively, use the repository's existing setup-pnpm custom action (.github/actions/setup-pnpm) which handles this automatically.

🤖 Prompt for AI Agents 
Verify each finding against the current code and only fix it if needed.

In @.github/workflows/schema-change-check.yml around lines 105 - 108, The
"Install deps" step invokes pnpm but pnpm/corepack isn't enabled on GitHub
runners, causing `pnpm: command not found`; fix by adding a preceding step to
enable corepack (run: corepack enable) or use the repository's custom action
.github/actions/setup-pnpm to install/configure pnpm, then keep the existing
"Install deps" run commands as-is so pnpm is available when invoking `pnpm
install --frozen-lockfile --dir head/tools`.

- name: Apply base migrations
working-directory: base
Expand Down
2 changes: 1 addition & 1 deletion .github/workflows/workflow-lint.yml
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Original file line number Diff line number Diff line change
Expand Up @@ -7,6 +7,6 @@ jobs:
lint:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- uses: actions/checkout@b4ffde65f46336ab88eb53be808477a3936bae11
- name: Lint workflows
run: echo "Linting workflows..."
25 changes: 19 additions & 6 deletions docs/research/agent-ecosystem-report.md
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Expand Up @@ -2,11 +2,23 @@

## Executive Summary

The AI agent ecosystem has matured significantly, moving past experimental phases into production-grade orchestration systems. Three prominent frameworks continue to dominate the multi-agent landscape in 2026: **LangGraph**, **CrewAI**, and **AutoGen**. Each addresses different operational paradigms, ranging from strict graph-based state machines to dynamic conversational workflows.
The AI agent ecosystem has matured significantly, moving past experimental phases into production-grade orchestration systems. Prominent frameworks continue to dominate the multi-agent landscape in 2026: **LangGraph**, **CrewAI**, **AutoGen**, and the emerging **OpenAI Agents SDK**. Each addresses different operational paradigms, ranging from strict graph-based state machines to dynamic conversational workflows. There is a notable industry trend towards the "Agent as a Tool" and handoff patterns, offering more modular, transparent, and auditable multi-agent collaboration.

## Framework Analysis & Capabilities

### 1. LangGraph (LangChain)
### 1. OpenAI Agents SDK (Swarm Evolution)

The OpenAI Agents SDK represents a streamlined, native approach to multi-agent orchestration, heavily relying on the concepts of routines and handoffs without needing complex external framework dependencies.

- **Core Paradigm:** Agent-as-a-Tool and Handoffs.
- **Key Capabilities:**
- **Native Integration:** Direct integration with OpenAI's APIs, leveraging the newest model capabilities seamlessly.
- **Tool Support:** Comprehensive support for custom Python functions, managed tools (e.g., Code Interpreter, WebSearch), and external MCP servers.
- **Handoff Mechanism:** Agents can seamlessly transfer control to specialized peer agents based on task requirements, treating other agents essentially as executable tools.
- **Strict LLM Orchestration:** Avoids heavy state-machine abstractions in favor of letting the LLM's tool-calling logic drive the orchestration flow directly.
- **Best Use Cases:** Systems requiring transparent, auditable collaboration with minimal orchestration boilerplate, leveraging specialized sub-agents.

### 2. LangGraph (LangChain)

LangGraph has solidified its position as the premier framework for complex, stateful, and deterministic orchestration. With the stable release of LangChain 1.0 and LangGraph 1.0, it excels in environments with strict auditability and high-reliability requirements.

Expand All @@ -19,7 +31,7 @@ LangGraph has solidified its position as the premier framework for complex, stat
- **Stability and Modernization:** Python 3.10+ requirement and simplified package structure for production-grade deployments.
- **Best Use Cases:** Complex, conditional pipelines; production systems requiring compliance and strict audit trails.

### 2. CrewAI
### 3. CrewAI

CrewAI focuses on simplifying the creation of multi-agent systems by leveraging intuitive human-like team metaphors. It offers the fastest path from prototype to functional multi-agent collaboration.

Expand All @@ -31,7 +43,7 @@ CrewAI focuses on simplifying the creation of multi-agent systems by leveraging
- **MCP Integration:** Native support for the Model Context Protocol (MCP), enabling deeper integration with external tools and resources.
- **Best Use Cases:** Business workflows, research syndication, and task delegation where roles map neatly to human organizational structures.

### 3. AutoGen (Microsoft Agent Framework)
### 4. AutoGen (Microsoft Agent Framework)

Backed by enterprise resources and now in version 0.4.0+, AutoGen excels in dynamic, conversational interactions and complex problem-solving where iterative refinement is required.

Expand All @@ -45,9 +57,10 @@ Backed by enterprise resources and now in version 0.4.0+, AutoGen excels in dyna

## Industry Trends & Next Steps

- **Hybrid Architectures:** We are seeing an increase in production deployments combining frameworks (e.g., LangGraph for overall state orchestration, wrapping a CrewAI team for a specific research sub-task).
- **Hybrid Architectures:** We are seeing an increase in production deployments combining frameworks (e.g., LangGraph for overall state orchestration, wrapping a CrewAI team or an OpenAI Agent SDK routine for a specific research sub-task).
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⚠️ Potential issue | 🟡 Minor

Use one canonical name for the framework across the doc.

OpenAI Agent SDK (Line 60) and OpenAI Agents (Line 66) are inconsistent with the rest of the document (OpenAI Agents SDK). Standardize these references to avoid ambiguity.

✏️ Proposed wording fix 
-- **Hybrid Architectures:** We are seeing an increase in production deployments combining frameworks (e.g., LangGraph for overall state orchestration, wrapping a CrewAI team or an OpenAI Agent SDK routine for a specific research sub-task).
+- **Hybrid Architectures:** We are seeing an increase in production deployments combining frameworks (e.g., LangGraph for overall state orchestration, wrapping a CrewAI team or an OpenAI Agents SDK routine for a specific research sub-task).

-_Update:_ We have explicitly expanded our benchmarks to track State Recovery Success Rate (SRSR), Coordination Token Overhead (CTO), and Orchestration Latency Penalty (OLP). We have also created adapter layers for LangGraph, CrewAI, AutoGen, and OpenAI Agents to support these metrics.
+_Update:_ We have explicitly expanded our benchmarks to track State Recovery Success Rate (SRSR), Coordination Token Overhead (CTO), and Orchestration Latency Penalty (OLP). We have also created adapter layers for LangGraph, CrewAI, AutoGen, and OpenAI Agents SDK to support these metrics.

Also applies to: 66-66

🤖 Prompt for AI Agents 
Verify each finding against the current code and only fix it if needed.

In `@docs/research/agent-ecosystem-report.md` at line 60, The document uses
inconsistent names for the OpenAI agent framework; replace every instance of
"OpenAI Agent SDK" and "OpenAI Agents" with the canonical phrase "OpenAI Agents
SDK" so the references are consistent (search for the strings "OpenAI Agent SDK"
and "OpenAI Agents" and standardize them to "OpenAI Agents SDK" wherever they
appear, e.g., in the Hybrid Architectures sentence and the later mention).

- **Agent as a Tool:** A massive shift towards the "Agent as a Tool" handoff pattern (popularized by OpenAI Agents SDK) where central orchestrators treat specialized sub-agents simply as functional tool calls.
- **Production Safety:** Error handling and robust fallback mechanisms ("safe nodes") are becoming standard requirements over sheer capability.

**Recommendation:** Summit's internal orchestration and benchmarking must expand to cover these advanced topologies, specifically evaluating the overhead of coordination and the resilience of durable execution under load.

_Update:_ We have explicitly expanded our benchmarks to track State Recovery Success Rate (SRSR), Coordination Token Overhead (CTO), and Orchestration Latency Penalty (OLP). We have also created adapter layers for LangGraph, CrewAI, and AutoGen to support these metrics.
_Update:_ We have explicitly expanded our benchmarks to track State Recovery Success Rate (SRSR), Coordination Token Overhead (CTO), and Orchestration Latency Penalty (OLP). We have also created adapter layers for LangGraph, CrewAI, AutoGen, and OpenAI Agents to support these metrics.
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@gemini-code-assist gemini-code-assist bot Mar 29, 2026

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medium

For consistency with other references in this document (like the new section heading) and the related agent-eval-insights.md file, consider using the full name "OpenAI Agents SDK" here instead of "OpenAI Agents".

Suggested change
_Update:_ We have explicitly expanded our benchmarks to track State Recovery Success Rate (SRSR), Coordination Token Overhead (CTO), and Orchestration Latency Penalty (OLP). We have also created adapter layers for LangGraph, CrewAI, AutoGen, and OpenAI Agents to support these metrics.
_Update:_ We have explicitly expanded our benchmarks to track State Recovery Success Rate (SRSR), Coordination Token Overhead (CTO), and Orchestration Latency Penalty (OLP). We have also created adapter layers for LangGraph, CrewAI, AutoGen, and OpenAI Agents SDK to support these metrics.

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