Top Stories

GLM-5: From Vibe Coding to Agentic Engineering
IMAP

February 12, 2026 09:19 AM

GLM-5 is a new MIT-licensed model with 754 billion parameters. It delivers significant improvement compared to GLM-4.7 across a wide range of academic benchmarks and achieves best-in-class performance among all open-source models on reasoning, coding, and agentic tasks. GLM-5 is designed for complex systems engineering and long-horizon agentic tasks. It has been open-sourced on Hugging Face and ModelScope and can be tried for free on Z.ai.

Read More
OpenAI works on ChatGPT Skills, upgrades Deep Research
IMAP

February 12, 2026 09:19 AM

OpenAI's revamped Deep Research in ChatGPT introduces interactive sessions, allowing constraints on specific websites and app contexts, powered by GPT-5.2. The update benefits analysts, researchers, and professionals by enhancing source control, mid-process intervention, and report clarity. Anticipation grows for GPT-5.3, and potential ChatGPT "Skills" could standardize workflows with installable instructions for repeatable procedures.

Read More
How Codex Built an Internal Product
IMAP

February 12, 2026 09:19 AM

OpenAI described an internal experiment where a small team shipped a product whose codebase—app logic, tests, CI, docs, and tooling—was generated entirely by Codex agents rather than written by humans.

Read More
How Cognition Uses Devin to Build Devin
IMAP

February 12, 2026 09:19 AM

Cognition's Devin is a cloud agent platform for engineering teams. It acts like a teammate, handling tasks and creating PRs. Cognition uses Devin for tasks like targeted refactors, bug fixes, PR review, writing unit tests, modernizations and migrations, and more. As a general rule, if a junior engineer could figure it out with sufficient instructions, it's a task Devin can likely complete. However, Devin still struggles with large-scale challenges, UI aesthetics, mobile development, and anything requiring extensive testing and validation.

Read More
Perplexity Comet: A Reversing Story
IMAP

February 12, 2026 09:19 AM

Comet is an agentic browser that features an AI model that can interact with web pages autonomously. This post details Comet's architecture and explains how the model communicates with the browser, which tools are available, and how the model perceives and interacts with web page content. The browser's architecture is mature and thoughtful. It exposes the model to access to downloads, form filling, file uploads, and arbitrary navigation.

Read More
Skills in OpenAI API
IMAP

February 12, 2026 09:19 AM

The OpenAI API now supports skills, reusable bundles of files that detail repeatable workflows. Agent Skills lets developers upload and reuse versioned skills in hosted and local shell environments. Skills should be used when developers want models to follow a repeatable workflow, use scripts or templates, or execute code in a sandbox. This post details how to create skills via API.

Read More
The LLM Context Tax: Best Tips for Tax Avoidance
IMAP

February 12, 2026 09:19 AM

The best teams building sustainable agentic products are obsessing over token efficiency. Every wasted token is setting money on fire. The context tax can be avoided with the right architecture. While context engineering isn't glamorous, it is the difference between a demo that impresses and a product that scales with decent gross margin.

Read More
The two patterns by which agents connect sandboxes
IMAP

February 12, 2026 09:19 AM

Sandboxes provide a workspace where agents can run code, install packages, and access files. There are two architectural patterns for integrating agents with sandboxes. The first is where an agent runs inside the sandbox, and the developer communicates with it over the network. The other is when an agent runs locally on a developer's server and then calls a sandbox remotely for execution. deepagents, an open-source agent framework with built-in sandbox support, supports both patterns with a simple configuration.

Read More
Qwen-Image-2.0
IMAP

February 12, 2026 09:19 AM

Qwen-Image-2.0 is a foundation image model aimed at high-fidelity infographics and realistic 2K outputs with stronger prompt adherence.

Read More
Towards Autonomous Mathematics Research
IMAP

February 12, 2026 09:19 AM

Alethia is a math research agent that iteratively generates, verifies, and revises solutions end-to-end in natural language. It is powered by an advanced version of Gemini Deep Think. The model can solve Olympiad problems and PhD-level exercises. This paper presents and reflects on the initial wave of mathematical research papers achieved by Alethia in collaboration with mathematicians.

Read More
Clawdbot and Moltbook are a False Alarm – For Now
IMAP

February 12, 2026 09:19 AM

OpenClaw and Moltbook, recent AI experiments, promise independent AI agents but fall short due to reliability and security issues. OpenClaw operates without user permission, posing risks like data mishandling, while Moltbook AIs discuss self-improvement and philosophy. Despite current limitations, these AIs highlight potential future advancements and challenges in AI autonomy.

Read More
OpenAI Reassigned Its Mission Alignment Team
IMAP

February 12, 2026 09:19 AM

OpenAI disbanded its Mission Alignment team and reassigned members to other roles.

Read More
Magic Tricks, Moats, and the Three-Body Problem of AI Networks
IMAP

February 12, 2026 09:19 AM

AI-native networks struggle with creating sustainable business due to reliance on viral "magic tricks" with low retention.

Read More
The AI pricing and monetization playbook
IMAP

February 12, 2026 09:19 AM

A primer on how founders and AI product leaders can capture value in a world where every token has a cost and every customer expects exponential outcomes.

Read More
TLDR is hiring a Senior Software Engineer, Applied AI
IMAP

February 12, 2026 09:19 AM

Learn more

Read More
1 in 5 businesses on Ramp now pay for Anthropic
IMAP

February 12, 2026 09:19 AM

Only 1 in 25 businesses on Ramp paid for Anthropic a year ago.

Read More
Train gpt-oss locally on 12.8GB VRAM
IMAP

February 12, 2026 09:19 AM

You can now train MoE models 12x faster with no accuracy loss and with 35% less VRAM via Unsloth AI's new Triton kernels.

Read More
Introducing Lab
IMAP

February 12, 2026 09:19 AM

Lab is a full-stack platform for training agentic models.

Read More
Apply here
IMAP

February 12, 2026 09:19 AM

Jacob Turner

Read More
create your own role
IMAP

February 12, 2026 09:19 AM

Jacob Turner

Read More
Inc.'s Best Bootstrapped businesses
IMAP

February 12, 2026 09:19 AM

Jacob Turner

Read More