GenAI PM
company60 mentions· Updated Sep 12, 2026

Cognition

An AI company building coding and agentic developer tools, including Devin and related harnessing infrastructure. In this newsletter it is associated with a new planning/execution model split for coding workflows.

Key Highlights

  • Cognition is a leading builder of agentic software development products, centered on Devin and its execution harness.
  • Its recent launches show a shift from single-agent coding assistants to orchestrated multi-agent engineering systems.
  • Fusion in Devin CLI highlights a key AI product pattern: using different models for planning and low-cost execution.
  • Outposts, Slack integration, and sandboxed environments show how Cognition is productizing deployment-grade agent workflows.

Cognition

Overview

Cognition is an AI company focused on agentic software development products, best known for Devin and the surrounding infrastructure that lets AI agents plan, execute, test, review, and coordinate coding work across environments. In the newsletter, Cognition appears repeatedly as a builder of developer-facing agent systems rather than just a model provider, with emphasis on harness design, workflow orchestration, benchmark performance, and real-world software delivery.

For AI Product Managers, Cognition matters because it represents a leading example of the emerging "AI engineer" stack: model selection, execution harnesses, isolated compute environments, collaboration surfaces like Slack and GitHub, and product patterns for handing work between planning and execution agents. Its recent moves—such as Fusion in Devin CLI, managed subagents, Outposts, and lower-cost model routing—show how AI coding products are evolving from single-chat assistants into structured, multi-agent delivery systems.

Key Developments

  • 2026-08-01: Cognition launched Outposts, a Devin feature that lets users natively run and test apps on any computer.
  • 2026-08-05: Cognition said improvements to its harness and models made Devin Fusion 4% more intelligent and 27% less expensive on FrontierCode 1.1.
  • 2026-08-06: Cognition shared that Devin Outposts can run on Vercel Sandbox, using isolated microVMs with Docker support, VPN-based private-network access, and filesystem snapshots.
  • 2026-08-21: Cognition announced Slack Code in Devin, enabling Devin to proactively create dedicated code channels and maintain more focused collaboration in Slack.
  • 2026-08-25: In a user case shared via Ryan Carson, heavy usage of cloud-based Devin agents illustrated both the operational value and potential spend profile of agentic engineering workflows.
  • 2026-08-27: Cognition announced that Devin sessions can create managed subagents with their own virtual machines, and that those subagents can recursively launch additional subagents for more complex orchestration.
  • 2026-09-04: Cognition announced GPT-6 Astra is coming to Devin, claiming performance within 0.4 points of Fable 5 on FrontierCode 1.1 at 64% lower cost, while also highlighting stronger internal test-generation quality.
  • 2026-09-10: Cognition shared the methodology used by Devin and a Cognition researcher to build what it described as the world’s fastest GPU-optimized lattice siever, following its earlier RSA-260 factorization result and claiming a 10x cost improvement over the prior state of the art.
  • 2026-09-11: Cognition released SWE-2, making it available in Devin across Desktop and CLI.
  • 2026-09-12: Cognition announced Fusion in Devin CLI, an efficient-frontier harness for Fable and Astra that lets users choose separate models for planning and execution, with a claimed 39% cost reduction across coding benchmarks.

Relevance to AI PMs

  • Model-routing is becoming a product feature, not just an infra choice. Cognition’s Fusion framing shows a practical pattern for splitting high-quality planning from lower-cost execution. AI PMs building agents should consider where separate models, prompts, or runtimes can improve quality-cost tradeoffs.
  • Agent products need orchestration primitives. Managed subagents, nested VMs, and Outposts point to a future where users manage portfolios of tasks rather than one-shot chats. PMs should think in terms of task decomposition, state management, delegation UX, and observability.
  • Enterprise adoption depends on workflow integration and controllable environments. Cognition’s work across Slack, CLI, Desktop, GitHub-adjacent workflows, and sandboxed compute environments shows that shipping a capable agent is not enough; the product must fit into how engineering teams already operate.

Related

  • Devin / Devin CLI / Devin Desktop / Devin in Slack / Devin Outposts / Devin Fusion: Cognition’s core product family for agentic software engineering across interfaces and environments.
  • Fable, Fable 5, Astra, GPT-6 Astra: Models associated with Cognition’s benchmark, routing, and planning/execution split strategy.
  • FrontierCode, SWE-2, SWE-16, SWE-17, SWE-Check: Benchmarks and evaluation artifacts connected to coding-agent performance.
  • Slack, GitHub, Linear, Vercel, Vercel Sandbox, Windows: Integration and execution surfaces that make Cognition’s agents useful in real software workflows.
  • Software-agents, AI-agents, pull-requests, git-diffs, bug-catcher, handoff: Nearby concepts and workflow components tied to Cognition’s broader product direction.
  • Russell Kaplan / Russell J. Kaplan: Related leadership/person entity associated with Cognition.

Newsletter Mentions (60)

2026-09-12
Cognition announced Fusion in Devin CLI, an efficient frontier harness for Fable and Astra that lets users select separate models for planning and cost-effective execution.

#1 𝕏 Cognition announced Fusion in Devin CLI, an efficient frontier harness for Fable and Astra that lets users select separate models for planning and cost-effective execution. Cognition claims it is 39% cheaper across coding benchmarks. Also covered by: @Cognition #2 📝 OpenAI News Rapidly scaling online storage to serve over 1 billion ChatGPT users - An engineering deep dive into scaling online storage systems to support over one billion ChatGPT users, describing architecture and operational approaches used to meet massive scale and reliability needs.

2026-09-11
Cognition released SWE-2, now available in Devin across Desktop and CLI.

GenAI PM Daily September 11, 2026 GenAI PM Daily 🎧 Listen to this brief 3 min listen Today's top 20 insights for PM Builders, ranked by relevance from Blogs, X, and YouTube. OpenAI introduces fully managed Agents API with Codex #1 📝 OpenAI News Introducing the Agents API - On September 10, 2026 OpenAI launched the Agents API in public beta, letting developers create production-ready cloud agents with a single API call (example shows model gpt-6-astra, multi-agent support, tools, vault IDs, and an OpenAI-hosted environment) while OpenAI hosts the agent harness and offers choice of sandboxes. Partner integrations include Blaxel, Cloudflare, Daytona, DigitalOcean, E2B, Modal, Oracle, Runloop, and Vercel, and early customers report concrete gains such as Ciridae improving an evaluation score from 0.71 to 0.85 with a 4x latency reduction, SafetyKit reducing cost per case by 60%, and Hypha cutting failed agent responses by 86%. #2 📝 OpenAI News Build more natural voice experiences with GPT‑Live‑1 in the API - On September 10, 2026 OpenAI launched GPT‑Live‑1 in the API, a full‑duplex voice model that listens and speaks simultaneously to replace chained STT–LLM–TTS pipelines and offers ASR transcripts, keyword biasing, telephony support, long‑session reliability, and controls for tone, pace, and turn detection. Early evaluations report Speak cut interruptions by almost 80% versus previous turn‑based systems, developers said it simplified codebases by 80% and removed 23K lines of code, GPT‑Live‑1 improved Full Duplex Bench performance by 30 percentage points over GPT‑Realtime‑2.1, and when paired with GPT‑6 Astra (medium) it ranked #1 on Tau3. #3 𝕏 Cursor announced Projects, a new way of working in Cursor that replaces task-by-task chats with a coordinator agent in a single, persistent thread. The agent is always on, proactively manages work with subagents, and improves over time. Also covered by: @Cursor #4 𝕏 Cognition released SWE-2, now available in Devin across Desktop and CLI. It is free for all Pro, Max, and Teams subscribers for the next month. Also covered by: @Cognition

2026-09-10
Cognition shared the methodology Devin and a Cognition researcher used to build what it described as the world’s fastest GPU-optimized lattice siever, making number factoring 10x cheaper than the previous state of the art.

#3 𝕏 Cognition shared the methodology Devin and a Cognition researcher used to build what it described as the world’s fastest GPU-optimized lattice siever, making number factoring 10x cheaper than the previous state of the art. The post followed Cognition’s publication of an RSA-260 factorization the previous week.

2026-09-04
Cognition announced that GPT-6 Astra is coming to Devin, claiming it performs within 0.4 points of Fable 5 on FrontierCode 1.1 at a 64% lower cost.

Cognition announced that GPT-6 Astra is coming to Devin, claiming it performs within 0.4 points of Fable 5 on FrontierCode 1.1 at a 64% lower cost. Cognition also says Astra sets a new state of the art on its internal testing benchmark, producing more comprehensive tests, clearer reports, and better video evidence.

2026-08-27
Cognition announced that Devin sessions can create managed subagents with their own virtual machines, which can initiate additional subagents to orchestrate complex workflows.

#8 𝕏 Cognition announced that Devin sessions can create managed subagents with their own virtual machines, which can initiate additional subagents to orchestrate complex workflows. These nested agents can be managed from the sidebar.

2026-08-25
Ryan Carson moved most engineering work to cloud-based Devin agents; he previously spent about $5,000 per month on Devin and reached $20,000 in one month before receiving $20,000 per month in Cognition credits.

▶️ How I manage 15 AI agents 24/7 as a solo founder | Ryan Carson How I AI Podcast Ryan Carson manages roughly 10–15 concurrent Devin threads by sorting them into Bugs and P0/P1/P2 folders, using a handwritten weekly-priorities list to keep P0 business work visible, and using Devin playbooks for account monitoring and PR landing. Ryan Carson moved most engineering work to cloud-based Devin agents; he previously spent about $5,000 per month on Devin and reached $20,000 in one month before receiving $20,000 per month in Cognition credits.

2026-08-21
Cognition announced Slack Code in Devin, which enables Devin to proactively create dedicated code channels to keep work focused.

#5 𝕏 Cognition announced Slack Code in Devin, which enables Devin to proactively create dedicated code channels to keep work focused. Cognition also shared details on tuning Devin’s personality in Slack.

2026-08-06
Cognition shared that Devin Outposts can run on Vercel Sandbox to build and test apps in an isolated microVM, with support for Docker, private-network access via VPN, and filesystem snapshots that preserve repositories, dependencies, and build state.

#4 𝕏 Cognition shared that Devin Outposts can run on Vercel Sandbox to build and test apps in an isolated microVM, with support for Docker, private-network access via VPN, and filesystem snapshots that preserve repositories, dependencies, and build state. #5 in Guillermo Rauch shared that one line of code in AI SDK saves 90% or more in DeepSeek v4 Flash AI Gateway tokens.

2026-08-05
Cognition announced that improvements to the harness and models made Devin Fusion 4% more intelligent and 27% less expensive on FrontierCode 1.1.

#7 𝕏 Cognition announced that improvements to the harness and models made Devin Fusion 4% more intelligent and 27% less expensive on FrontierCode 1.1.

2026-08-01
Cognition launched Outposts, a new Devin feature that lets you natively run and test apps on any computer.

#8 𝕏 Cognition launched Outposts, a new Devin feature that lets you natively run and test apps on any computer.

Related

Peter Yangperson

A product thinker and AI commentator focused on how AI changes product development workflows. In this newsletter he critiques software-factory narratives and discusses harness behavior.

Vercelcompany

A developer platform and hosting company with a growing AI product surface, including v0 and AI Gateway. The newsletter cites product updates, pricing changes, and usage growth across its AI infrastructure offerings.

LangChaincompany

A framework company for building LLM apps and agents. In this issue it is mentioned alongside Deep Agents and virtual file system infrastructure.

Devintool

An AI software engineering product that now includes SWE-2 across Desktop and CLI. It is associated here with Cognition's release and distribution changes.

Slacktool

A workplace messaging and collaboration platform. In this newsletter it appears as an integration target for AI setup and automation.

AI agentsconcept

Autonomous or semi-autonomous AI systems that can plan and take actions across tools and workflows. This is a core AI PM concept central to product design and evaluation.

Linearcompany

Linear is a product and issue-tracking company whose team shared practical guidance for building production agents.

GPT-5.6tool

A frontier model release referenced as improving price-performance for developers. It is discussed as being available in Kiro for more cost-effective application development.

Claude Fable 5tool

A Claude model variant being updated with stronger biology safeguards to reduce false positives while still routing dual-use biology requests to higher-safety fallback behavior. Relevant for PMs considering safety tradeoffs and product-surface-specific policy tuning.

GitHubcompany

A software development platform used here as the source and sync target for repositories. It is central to AI coding workflows, plugin distribution, and agent automation.

Fabletool

A model referenced by Cognition as one of the options in Fusion. It appears to be used for planning or execution within coding workflows.

Fable 5tool

A benchmark or model used as a comparison point for Devin's GPT-6 Astra performance. It is mentioned only as a reference for code quality/cost comparison.

Devin Reviewtool

A reimagined code review interface from Cognition that groups related changes and flags issues by confidence and severity. Useful as an example of AI-native developer workflow design.

GLM-5tool

A model released on Windsurf with a limited-time launch discount. It is relevant as another model option available to developers.

Rusttool

A systems programming language mentioned in the context of a Rust-based Bun port embedded in Claude Code. It is part of an implementation-level investigation.

Computertool

Perplexity’s user-facing assistant/product that connects to licensed data sources and supports queryable firm data. It is relevant as an example of agentic research/analysis workflows with traceable sourcing.

COBOLconcept

A legacy programming language often targeted for modernization and migration efforts. For PMs, it represents enterprise technical debt and transformation risk.

COBOL modernizationconcept

The process of updating legacy COBOL systems, often for enterprise migration and maintenance. AI agents are increasingly positioned as tools to accelerate this high-friction modernization work.

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