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Cognition
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cognition-0fd097c4·11 events·first seen Aliases: Cognition
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Data Points: PrismML fits 27B model on iPhone; Cognition SWE-1.7, Nvidia Audex, Anthropic language-value study
A newsletter digest covers four notable AI developments: PrismML (a Caltech/Khosla spinout) compressed Alibaba's Qwen 27B model to under 4 GB via ternary/binary quantization for on-device iPhone inference; Cognition released SWE-1.7 (trained on Kimi K2.7), jumping from 9.4% to 42.3% on FrontierCode 1.1 Main with novel RL and infrastructure techniques; Nvidia introduced Audex, a 30B unified audio-text transformer trained on 157B audio tokens; and Anthropic published research showing Claude's expressed values shift measurably by language across 309,815 conversations. Each item represents a distinct technical development across on-device inference, coding agents, multimodal models, and model behavior analysis.
Cognition releases SWE-1.7, claiming near-GPT-5.5 and near-Opus intelligence
Cognition has released SWE-1.7, a new version of their software engineering-focused model, claiming performance approaching GPT-5.5 and Claude Opus 4.8 on relevant tasks. The announcement is hosted on Cognition's blog and has generated significant community discussion on Hacker News with 228 points and 118 comments. This represents a notable capability claim from a specialized coding AI lab competing with frontier general-purpose models.
U.S. lifts export controls on Claude Fable 5 and Mythos 5; Anthropic launches Claude Sonnet 5 and Claude Science platform
The Trump administration lifted export restrictions on Anthropic's Claude Fable 5 and Claude Mythos 5 after Anthropic committed to stronger safeguards, resolving a dispute over jailbreak vulnerabilities. Separately, Anthropic launched Claude Sonnet 5, a mid-tier agentic model priced at $2/$10 per million tokens through August 2026, and Claude Science, a unified research workbench for life sciences integrating PubMed, Jupyter, and HPC cluster access. The newsletter also covers Google's Nano Banana 2 Lite image model and Gemini Omni Flash video model, and Cognition's Devin Fusion multi-model routing system claiming 35% cost reduction versus GPT-5.5 and Opus 4.8.
The Batch: Claude Mythos 5 / Fable 5 debut, Apple AFM 3, Google Live Translate, OpenAI IPO filing, FrontierCode benchmark
Anthropic launched Claude Fable 5 (a safety-guardrailed model) and Claude Mythos 5 (same underlying model with safeguards removed, for vetted cyberdefense/infrastructure users via Project Glasswing with US government collaboration), both priced at $10/$50 per million tokens. Apple released five new Apple Foundation Models (AFM 3) spanning on-device and cloud tiers, built with Google and Nvidia infrastructure. Additional headlines cover Google's Gemini 3.5 Live Translate (70+ languages, real-time), OpenAI's confidential SEC IPO filing, a NotebookLM upgrade to Gemini 3.5, and Cognition's FrontierCode benchmark for code-quality evaluation where Claude Opus 4.8 leads at 34.3%.
Anthropic releases Claude Fable 5
Anthropic has released Claude Fable 5, a new model in the Claude family, announced via their official news channel. The Hacker News discussion generated substantial engagement with 1,468 points and 1,156 comments, indicating significant community interest. No detailed capability claims or benchmark results are available from this item alone.
Anthropic introduces computer use capability, upgraded Claude 3.5 Sonnet, and Claude 3.5 Haiku
Anthropic announced three major developments: an upgraded Claude 3.5 Sonnet with significant coding improvements (SWE-bench Verified rising from 33.4% to 49.0%, surpassing all publicly available models including reasoning models), a new Claude 3.5 Haiku that matches Claude 3 Opus performance at Haiku-tier speed, and a public beta of 'computer use' — a capability allowing Claude to control computers by viewing screens, moving cursors, clicking, and typing. Computer use is available via the Anthropic API, Amazon Bedrock, and Google Cloud Vertex AI, with early adopters including Replit, The Browser Company, and Cognition. Both safety institutes (US AISI and UK AISI) conducted pre-deployment testing, and the model was assessed as remaining within ASL-2 under Anthropic's Responsible Scaling Policy.
Anthropic Introduces Claude Opus 4 and Sonnet 4 with Leading Coding Benchmarks and Agent Capabilities
Anthropic has released Claude Opus 4 and Claude Sonnet 4, positioning Opus 4 as the world's best coding model with 72.5% on SWE-bench and 43.2% on Terminal-bench, and Sonnet 4 at 72.7% on SWE-bench. Both models are hybrid (near-instant + extended thinking), support extended thinking with tool use in beta, parallel tool execution, and improved memory via local file access. Alongside the models, Anthropic is launching Claude Code as generally available with GitHub Actions, VS Code, and JetBrains integrations, plus four new API capabilities: code execution tool, MCP connector, Files API, and one-hour prompt caching. Pricing is unchanged from prior Opus and Sonnet tiers ($15/$75 and $3/$15 per million tokens respectively), with availability on Anthropic API, Amazon Bedrock, and Google Cloud Vertex AI.
Claude 3.7 Sonnet and Claude Code: Anthropic's First Hybrid Reasoning Model and Agentic Coding Tool
Anthropic has released Claude 3.7 Sonnet, described as their most capable model to date and the first hybrid reasoning model on the market, capable of operating in both standard and extended thinking modes within a single unified model. The model achieves state-of-the-art results on SWE-bench Verified and TAU-bench, with particular strength in coding and front-end web development. Alongside the model, Anthropic is launching Claude Code in limited research preview, a command-line agentic coding tool that can read/edit files, run tests, and push to GitHub. Pricing remains unchanged at $3/M input and $15/M output tokens, with availability across Claude.ai plans, Amazon Bedrock, and Google Cloud Vertex AI.
The Age of Async Agents — Cognition's Walden Yan & OpenInspect's Cole Murray
A Latent Space podcast episode featuring Cognition's Walden Yan and OpenInspect's Cole Murray discussing the current state of autonomous software engineering agents. Topics include Devin's reported 80% commit rate, spec-to-PR workflows, full VM environments for agents, agent memory, and the emerging pattern of product managers shipping code directly. The conversation covers practical deployment patterns and tooling for async agentic coding workflows.
Cognition raises $1B in $26B Series D
Cognition, the AI coding agent company behind Devin, has raised $1B in a Series D round at a $26B valuation. The round signals continued investor conviction in autonomous coding agents as a large and growing market. The Latent Space newsletter frames coding as an 'uncapped TAM market,' reflecting broader industry sentiment around AI-driven software development.
Coding with OpenAI o1
OpenAI published a brief feature in which Scott Wu, CEO of Cognition (maker of the Devin AI software engineer), describes how o1 approaches coding decisions in a more human-like, reasoning-oriented manner. The piece is a short promotional commentary tied to the o1 model launch, highlighting o1's potential impact on AI-assisted software development. No new technical benchmarks or capability details are disclosed.