Source: https://internal-agents.com/agents/monday-sphera-atlas-morphex

# monday.com — Sphera / Atlas / Morphex

An internal agent system on Amazon Bedrock where agents have identities, managers, scopes, and performance scores; Atlas ships features, Morphex ships PRs autonomously.

- Approach type: Agent system
- Deployment stage: Scaled
- Autonomy: Autonomous
- Evidence strength: Secondary only
- Status: Internal
- First reported year: 2026
- Work: Coding, Code review
- Interfaces: Slack, Monday, Github
- Invocation: Event driven, Interactive
- Entry reviewed: 2026-09-09

## Where people stay involved

- **Atlas or Morphex feature task → tested and merged pull request** — Outcome review · Level 4

## Overview

### Summary

An internal agent system on Amazon Bedrock where agents have identities, managers, scopes, and performance scores; Atlas ships features, Morphex ships PRs autonomously.

Fact · Reported · Medium confidence · `monday-sphera-atlas-morphex--summary`

Confidence reason: A linked participant or independent source reports the claim.

Evidence:

- Supports · [1] [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/) · [Preserved copy](https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md)

## How it works

### Supporting component

Stable identity + assigned human manager + scope + performance score

Fact · Reported · Medium confidence · `monday-sphera-atlas-morphex--primitives-0`

Confidence reason: A linked participant or independent source reports the claim.

Evidence:

- Supports · [1] [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/) · [Preserved copy](https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md)

### Supporting component

Automated review against monday standards (metrics, feature flags, security)

Fact · Reported · Medium confidence · `monday-sphera-atlas-morphex--primitives-1`

Confidence reason: A linked participant or independent source reports the claim.

Evidence:

- Supports · [1] [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/) · [Preserved copy](https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md)

### Supporting component

MEMORY.md + daily diary instead of vector retrieval

Fact · Reported · Medium confidence · `monday-sphera-atlas-morphex--primitives-2`

Confidence reason: A linked participant or independent source reports the claim.

Evidence:

- Supports · [1] [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/) · [Preserved copy](https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md)

### Supporting component

monday boards as the shared-state layer for human/agent collaboration

Fact · Reported · Medium confidence · `monday-sphera-atlas-morphex--primitives-3`

Confidence reason: A linked participant or independent source reports the claim.

Evidence:

- Supports · [1] [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/) · [Preserved copy](https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md)

## Supervision evidence

### Operating model assessment

Level 4 for Atlas or Morphex feature task → tested and merged pull request; human attention boundary: outcome-review.

Inference · Catalog judgment · Medium confidence · `monday-sphera-atlas-morphex--operating-models-0`

Confidence reason: The secondary source reports predominantly automatic merges and automated guardrails, while humans manage tasks and outcomes.

Qualifications:

- Observation date: 2026

Evidence:

- Supports · [1] [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/) · [Preserved copy](https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md)

## Implementation details

### Sandbox

Amazon EKS, one pod per active session; a remote sandbox tests each PR before review; EFS workspace mount

Fact · Reported · Medium confidence · `monday-sphera-atlas-morphex--architecture-sandbox`

Confidence reason: A linked participant or independent source reports the claim.

Evidence:

- Supports · [1] [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/) · [Preserved copy](https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md)

### Harness

Claude Agent SDK behind a thin monday-agent-sdk wrapper (provider neutrality, cold-start optimization, custom harness opinions)

Fact · Reported · Medium confidence · `monday-sphera-atlas-morphex--architecture-harness`

Confidence reason: A linked participant or independent source reports the claim.

Evidence:

- Supports · [1] [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/) · [Preserved copy](https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md)

### Model

Amazon Bedrock; Application Inference Profiles for routing; cross-region failover; PrivateLink (traffic stays in VPC)

Fact · Reported · Medium confidence · `monday-sphera-atlas-morphex--architecture-model`

Confidence reason: A linked participant or independent source reports the claim.

Evidence:

- Supports · [1] [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/) · [Preserved copy](https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md)

### Interfaces

slack, monday, github

Fact · Reported · Medium confidence · `monday-sphera-atlas-morphex--architecture-interfaces`

Confidence reason: A linked participant or independent source reports the claim.

Evidence:

- Supports · [1] [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/) · [Preserved copy](https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md)

### Tool access

Triggers via Slack @mention, monday item assignment, or GitHub PR review → SNS → per-team SQS → consumers; monday MCP servers underpin the Guardrails

Fact · Reported · Medium confidence · `monday-sphera-atlas-morphex--architecture-tool-access`

Confidence reason: A linked participant or independent source reports the claim.

Evidence:

- Supports · [1] [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/) · [Preserved copy](https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md)

### Knowledge

File-based memory: MEMORY.md (cross-session) + diary/YYYY-MM-DD.md; sessions/repos/secrets on EFS; durable records on S3

Fact · Reported · Medium confidence · `monday-sphera-atlas-morphex--architecture-knowledge`

Confidence reason: A linked participant or independent source reports the claim.

Evidence:

- Supports · [1] [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/) · [Preserved copy](https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md)

### Credentials

Per-session secrets in AWS Secrets Manager; same RBAC as humans; real Slack/GitHub/monday accounts

Fact · Reported · Medium confidence · `monday-sphera-atlas-morphex--architecture-credentials`

Confidence reason: A linked participant or independent source reports the claim.

Evidence:

- Supports · [1] [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/) · [Preserved copy](https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md)

### Context management

Live state in ElastiCache (sub-ms); monday boards (Builders CoWORK) as shared state for tasks, status, handoffs

Fact · Reported · Medium confidence · `monday-sphera-atlas-morphex--architecture-context-mgmt`

Confidence reason: A linked participant or independent source reports the claim.

Evidence:

- Supports · [1] [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/) · [Preserved copy](https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md)

## Reported metrics

### Headline claim

Morphex: 19 of 20 PRs merge without human review

Metric · Reported · Medium confidence · `monday-sphera-atlas-morphex--headline-metric`

Confidence reason: A linked participant or independent source reports the claim.

Qualifications:

- Reported by: monday.com
- Scope: Morphex PRs that merge automatically after CI and Guardrails pass
- Denominator: Morphex pull requests; sample size and period not supplied

Evidence:

- Supports · [1] [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/) · [Preserved copy](https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md) · Preserved content.md, lines 148–152

### Key observation

Morphex: 19 of 20 PRs merge automatically without human review

Metric · Reported · Medium confidence · `monday-sphera-atlas-morphex--key-metrics-0`

Confidence reason: A linked participant or independent source reports the claim.

Qualifications:

- Reported by: monday.com
- Scope: Morphex PRs that merge automatically after CI and Guardrails pass
- Denominator: Morphex pull requests; sample size and period not supplied

Evidence:

- Supports · [1] [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/) · [Preserved copy](https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md) · Preserved content.md, lines 148–152

### Key observation

90% of Builders use AI coding tools monthly; adoption nearly doubled year over year

Metric · Reported · Medium confidence · `monday-sphera-atlas-morphex--key-metrics-1`

Confidence reason: A linked participant or independent source reports the claim.

Qualifications:

- Reported by: monday.com
- Scope: Monthly AI coding-tool adoption among monday Builders, including engineers, PMs, analysts, and designers
- Denominator: Builders; not exclusively engineers

Evidence:

- Supports · [1] [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/) · [Preserved copy](https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md) · Preserved content.md, lines 10, 16, 22

### Key observation

Per-engineer PR throughput increased by more than 50%

Metric · Reported · Medium confidence · `monday-sphera-atlas-morphex--key-metrics-2`

Confidence reason: A linked participant or independent source reports the claim.

Qualifications:

- Reported by: monday.com
- Scope: Per-engineer pull-request throughput
- Denominator: Engineers; baseline period and cohort size not specified

Evidence:

- Supports · [1] [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/) · [Preserved copy](https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md) · Preserved content.md, lines 10, 23

### Key observation

Guardrails catches ~25% of agent PRs before human review; low single-digit revert rate

Metric · Reported · Medium confidence · `monday-sphera-atlas-morphex--key-metrics-3`

Confidence reason: A linked participant or independent source reports the claim.

Qualifications:

- Reported by: monday.com
- Scope: Recent cut of top PR-generating agents; Guardrails rejection before review and reverts among merged PRs
- Denominator: Agent PRs for Guardrails rejection; merged PRs for revert rate

Evidence:

- Supports · [1] [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/) · [Preserved copy](https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md) · Preserved content.md, lines 154–158

## Lessons and interpretation

### Lesson

Evals from day one; should have been day one, not month nine

Inference · Catalog judgment · Medium confidence · `monday-sphera-atlas-morphex--lessons-learned-0`

Confidence reason: The catalog derives this observation from the linked sources.

Evidence:

- Supports · [1] [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/) · [Preserved copy](https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md)

### Lesson

Skip the vector store; file-based memory (MEMORY.md) was the right answer

Inference · Catalog judgment · Medium confidence · `monday-sphera-atlas-morphex--lessons-learned-1`

Confidence reason: The catalog derives this observation from the linked sources.

Evidence:

- Supports · [1] [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/) · [Preserved copy](https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md)

### Lesson

Remote-sandbox every PR before human review, with production-traffic replay

Inference · Catalog judgment · Medium confidence · `monday-sphera-atlas-morphex--lessons-learned-2`

Confidence reason: The catalog derives this observation from the linked sources.

Evidence:

- Supports · [1] [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/) · [Preserved copy](https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md)

### Lesson

The existing auth/identity/deploy pipeline applies to agents; reuse it

Inference · Catalog judgment · Medium confidence · `monday-sphera-atlas-morphex--lessons-learned-3`

Confidence reason: The catalog derives this observation from the linked sources.

Evidence:

- Supports · [1] [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/) · [Preserved copy](https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md)

### Lesson

AI engineering is building the feedback loops that let imperfect agents be trusted safely

Inference · Catalog judgment · Medium confidence · `monday-sphera-atlas-morphex--lessons-learned-4`

Confidence reason: The catalog derives this observation from the linked sources.

Evidence:

- Supports · [1] [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/) · [Preserved copy](https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md)

## Sources

1. [AI Teammates: how monday.com runs production AI agents on Amazon Bedrock](https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/)
   - Case study · Independent secondary · Evidence
   - Original URL: <https://aws.amazon.com/blogs/machine-learning/ai-teammates-how-monday-com-runs-production-ai-agents-on-amazon-bedrock/>
   - Accessed: 2026-08-12 · Last verified: 2026-08-31
   - Preserved copy in the repository: <https://github.com/steel-experiments/internal-agents-map/blob/main/archive/sources/monday-sphera-atlas-morphex-source-1/content.md>