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Development

Featured in Development

Accelerating Performance by Incrementally Integrating Rust into Existing Codebase

Lily Mara explains how to avoid high-risk software rewrites through incremental FFI refactoring. She shares how engineering teams can replace Python bottlenecks with Rust via PyO3, demonstrating how to achieve dramatic function-level speedups, seamless integration testing, and meaningful infrastructure cost savings without microservice overhead.

All in development

Architecture & Design

Featured in Architecture & Design

Implementing Durable Workflows on Postgres Without an External Orchestrator

Postgres can serve as the durable state store and coordination layer for workflows, eliminating the need for an external orchestrator. SKIP LOCKED enables concurrent work processing, primary-key checkpoints enforce idempotency, and leases support crash recovery. Workflow sleeps and human approvals can also be persisted as database state and survive restarts.

All in architecture-design

AI Infrastructure

Featured in AI, ML & Data Engineering

Context Engineering at LinkedIn: How We Built an Organizational Context Layer for AI Agents with MCP

Ajay Prakash discusses how LinkedIn overcomes AI agent limitations in large codebases. He explains Contextual Agent Playbooks and Tools - built on Model Context Protocol (MCP) - which serves procedural memory, code search, and runbooks directly to coding agents. Prakash shares architectural details and operational guardrails that deliver a 20% productivity boost with zero loss in reliability.

All in ai-ml-data-eng

Culture & Methods

Featured in Culture & Methods

Complexity and Creativity in Software Engineering

Phillip Mortimer discusses the shift toward write-only software driven by AI code generation. He explains why traditional pull requests are broken and shares how engineering leaders can manage complexity by decoupling intent from implementation, automating code reviews, and building self-healing architecture to unleash developer creativity across senior engineering and architecture teams.

All in culture-methods

DevOps

Featured in DevOps

When Incidents Refuse to End

Vanessa Huerta Granda explains how marathon incidents expose the gap between work as imagined and work as done. Drawing from real-world scenarios, she shares how complex outages reveal organizational fragility, human limits, and system interdependencies—and why incident response requires structured endurance, humane rotations, and holistic cross-functional coordination.

All in devops

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AI, ML & Data Engineering

The Five Stages of AI Maturity in Engineering Organizations - Where and Why Teams Get Stuck

Quotient CEO Lizzie Matusov explores why surging enterprise AI spend isn't driving faster software delivery, introducing a 5-stage AI maturity framework to unblock bottlenecks across the SDLC.

Lizzie Matusov
on Aug 04, 2026

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38:54

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Topics

Accelerating Performance by Incrementally Integrating Rust into Existing Codebase

Implementing Durable Workflows on Postgres Without an External Orchestrator

Context Engineering at LinkedIn: How We Built an Organizational Context Layer for AI Agents with MCP

Complexity and Creativity in Software Engineering

When Incidents Refuse to End

Helpful links

Choose your language

Presentations

The Five Stages of AI Maturity in Engineering Organizations - Where and Why Teams Get Stuck

Repeated VM Escapes By GPT-5.6-Cyber Based Agents Prove VMs and OS' Require Better Maintenance

From Memory-Hungry HNSW to Quantized SPANN: the Technical Evolution of Pinterest's Manas Platform

How Solaris' Turnstile Influenced the Modern System Designs of Web Browsers and Language Runtimes

DoorDash Uses Multi Agent LLMs to Clean up 60,000 Feature Flags

Dropbox Evolves Riviera Content Processing Platform to Support AI Workloads

Agoda Replaces 72-Shard SQL Server Price Cache with DragonflyDB

Complexity and Creativity in Software Engineering

Signals and Levers: Building Thriving Engineering Organizations

Building an Internal Developer Platform with Artificial Intelligence

Context Engineering at LinkedIn: How We Built an Organizational Context Layer for AI Agents with MCP

MariaDB 13 Expands Oracle Compatibility and Improves Developer Experience and Observability

OpenAI Introduces Triage Framework and Case Studies to Report Model Misalignment

WSO2 Releases Agent Manager as Enterprises Look to Control Growing AI Agent Sprawl

Kubernetes Multi-Cluster Project Karmada Reaches CNCF Graduation

When Incidents Refuse to End

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