Made for Your Coding Workflow
Agents
Agents
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Domain-Expert Agents on Every Change
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Spec Reviewer
Validates that product and design requirements were actually implemented. Compares PR behavior against tickets, specs, and observable outputs.
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Logical & Breaking Change Detection
Identifies deep regressions, unsafe API shifts, and deviations from architecture patterns.
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Fixer Agent
Executes deterministic, verifiable fixes in a controlled environment. Fixes are audited, reproducible, and CI-safe.
Spec Reviewer
Validates that product and design requirements were actually implemented. Compares PR behavior against tickets, specs, and observable outputs.
Logical & Breaking Change Detection
Identifies deep regressions, unsafe API shifts, and deviations from architecture patterns.
Fixer Agent
Executes deterministic, verifiable fixes in a controlled environment. Fixes are audited, reproducible, and CI-safe.
Spec Reviewer
Validates that product and design requirements were actually implemented. Compares PR behavior against tickets, specs, and observable outputs.
Logical & Breaking Change Detection
Identifies deep regressions, unsafe API shifts, and deviations from architecture patterns.
Fixer Agent
Executes deterministic, verifiable fixes in a controlled environment. Fixes are audited, reproducible, and CI-safe.
Spec Reviewer
Validates that product and design requirements were actually implemented. Compares PR behavior against tickets, specs, and observable outputs.
Logical & Breaking Change Detection
Identifies deep regressions, unsafe API shifts, and deviations from architecture patterns.
Context
Context
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Context Beyond the Diff
Multi-Source Awareness
Ingests tickets, design systems, observability data, CI signals, and preview environments.
Language-Aware Analysis
AST-based understanding across languages to reason about structure, not just text.
Spec-Driven Validation
Ensures implementation details match documented intent.
Multi-Source Awareness
Ingests tickets, design systems, observability data, CI signals, and preview environments.
Language-Aware Analysis
AST-based understanding across languages to reason about structure, not just text.
Spec-Driven Validation
Ensures implementation details match documented intent.
Multi-Source Awareness
Ingests tickets, design systems, observability data, CI signals, and preview environments.
Language-Aware Analysis
AST-based understanding across languages to reason about structure, not just text.
Spec-Driven Validation
Ensures implementation details match documented intent.
Multi-Source Awareness
Ingests tickets, design systems, observability data, CI signals, and preview environments.
Language-Aware Analysis
AST-based understanding across languages to reason about structure, not just text.
Memory
Memory
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Standards That Compound
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Adaptive Learning
Extracts rules from reviewer feedback and encodes them into structured, versioned prompts.
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Persistent per Repo & Org
Good memory should feel invisible. When memory is correctly scoped, relevant, and selectively applied, it simply removes noise.
Expert-Governed
Memory is auditable, editable, and tied to trusted maintainers.
Adaptive Learning
Extracts rules from reviewer feedback and encodes them into structured, versioned prompts.
Persistent per Repo & Org
Good memory should feel invisible. When memory is correctly scoped, relevant, and selectively applied, it simply removes noise.
Expert-Governed
Memory is auditable, editable, and tied to trusted maintainers.
Adaptive Learning
Extracts rules from reviewer feedback and encodes them into structured, versioned prompts.
Persistent per Repo & Org
Good memory should feel invisible. When memory is correctly scoped, relevant, and selectively applied, it simply removes noise.
Expert-Governed
Memory is auditable, editable, and tied to trusted maintainers.
Adaptive Learning
Extracts rules from reviewer feedback and encodes them into structured, versioned prompts.
Persistent per Repo & Org
Good memory should feel invisible. When memory is correctly scoped, relevant, and selectively applied, it simply removes noise.
Tools
Tools
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Isolated sandboxes that execute code, process data, and run tools
Git
Clones Git repos into sandboxes to securely access specific branches, authenticate and perform git operations.
Browser
Run and debug web applications in a full browser environment.
Log & trace streaming
Allows agents to access and process logs and traces from any runtime and correlate them to build artifacts.
Git
Clones Git repos into sandboxes to securely access specific branches, authenticate and perform git operations.
Browser
Run and debug web applications in a full browser environment.
Log & trace streaming
Allows agents to access and process logs and traces from any runtime and correlate them to build artifacts.
Git
Clones Git repos into sandboxes to securely access specific branches, authenticate and perform git operations.
Browser
Run and debug web applications in a full browser environment.
Log & trace streaming
Allows agents to access and process logs and traces from any runtime and correlate them to build artifacts.
Git
Clones Git repos into sandboxes to securely access specific branches, authenticate and perform git operations.
Browser
Run and debug web applications in a full browser environment.