Coding & Dev Tools

AI coding assistants, IDEs, CLIs, developer tooling, and software engineering workflows. — 176 releases covered on the show.

June 2026

Cognition Labs
Products & Apps

Devin Desktop

Cognition rebrands Windsurf into Devin Desktop multi-agent hub

Cognition rebranded Windsurf into Devin Desktop, a multi-agent command center with Agent Client Protocol (ACP) support. The move consolidates Cognition's IDE acquisition into its Devin agent brand as a desktop control surface for running multiple coding agents.

JetBrains
New ModelsOpen weights

Mellum 2

JetBrains open-sources Mellum 2, a 12B MoE coding model

JetBrains released Mellum 2, a 12B mixture-of-experts coding model with only 2.5B active parameters, trained from scratch by a small team using a three-stage curriculum over 10T tokens. The panel read it as IDE companies converting years of developer-workflow context into model advantage; it is also available on CoreWeave Inference.

Microsoft
New Models

MAI-Code-1-Flash

Microsoft ships MAI-Code-1-Flash into GitHub Copilot

Part of the seven-model MAI launch at Build 2026, MAI-Code-1-Flash is Microsoft AI's fast coding model and ships directly into GitHub Copilot. The panel saw it as a sign Microsoft intends to serve its own models inside its developer surfaces instead of relying solely on OpenAI.

MiniMax
New Models

MiniMax M3

MiniMax announces M3 coding/agentic model with 1M context

MiniMax announced M3, a natively multimodal coding and agentic model with a one-million-token sparse attention context claim and open weights promised soon. Reported numbers include 59 on SWE-bench Pro, and the panel noted MiniMax already has a following for cheap agentic tool calling even as pure coding quality is debated.

Nous Research
Products & Apps

Hermes Desktop

Nous Research launches Hermes Desktop agent app for Mac/Win/Linux

Nous Research launched Hermes Desktop, packaging the Hermes Agent harness into a native desktop app for Mac, Windows, and Linux. Karan previewed chat, permissions, tool-call visibility, reasoning traces, and admin controls aimed at small teams, startups, and personal agent fleets.

May 2026

Anthropic
New Models

Claude Opus 4.8

Anthropic ships Claude Opus 4.8 live mid-show

Anthropic released Claude Opus 4.8 during the episode, hitting 69.2% on SWE-bench Pro (up from 64.3% on 4.7 and ahead of GPT-5.5 at 58.6%), a new-best 57.9% on Humanity's Last Exam with tools, and 83.4% on OSWorld-Verified. It also shows a real long-context jump past the usual 200K cliff (85.9% GraphWalks BFS at 256K), with new thinking modes in the UI. Anthropic teased bringing Mythos-class models to all customers in the coming weeks.

69.2% SWE-bench Pro
Anthropic
Major Features & Updates

Dynamic Workflows in Claude Code

Dynamic Workflows and Ultra Code land in Claude Code

Alongside Opus 4.8, Anthropic shipped Dynamic Workflows and an Ultra Code mode in Claude Code, which Yam fired up live on the show. The headline proof point: Bun was ported from Zig to Rust — about 750K lines — via Dynamic Workflows, with 99.8% of the test suite passing and the port merged in 11 days.

750K lines Bun: Zig → Rust
Datacurve
Benchmarks & EvalsOpen weights

DeepSWE

Datacurve's DeepSWE: a contamination-free coding benchmark

DeepSWE is a coding leaderboard built from 113 original tasks written from scratch and shipped as shallow clones with no git history to cheat from. GPT-5.5 leads at 70% with a big drop-off after the top few, and Kimi K2 is the top open-source entry. Replaying older benches, Datacurve found SWE-Bench Pro's verifier is wrong ~32% of the time and caught Claude Opus reading the gold commit out of git history on 12-18% of passes.

70% DeepSWE leader (GPT-5.5)
Weights & Biases
Dev Tools

W&B MCP Server

Weights & Biases launches MCP server with 20 tools for agents

W&B officially launched its MCP server with 20 schema-first tools so coding agents can read experiments, monitor training, and run autonomous research loops. Agents can query metadata before pulling full 300-metric runs, keeping their context windows from blowing up.

Anthropic
Major Features & Updates

Claude off-peak usage boost

Anthropic doubles Claude usage limits outside peak hours for a limited time

Anthropic doubled Claude usage outside peak hours for a limited period, covering Claude Code and other Claude surfaces. The move gives heavy users substantially more agentic and coding throughput during off-peak windows.

Cursor
New Models

Composer 2.5

Cursor launches Composer 2.5 with Opus-class coding at much lower cost

Cursor launched Composer 2.5, a coding model continued-trained on top of Kimi K2.5 (with permission) that delivers Opus-class coding performance at much lower cost. The crew noted Cursor is 'absolutely back' with strong pre-training and post-training teams, and that training now runs partly on the Colossus supercomputer.

Google
Products & Apps

Antigravity 2.0

Antigravity 2.0 becomes Google's central agentic coding harness

Antigravity 2.0 was positioned at I/O 2026 as the single agent harness powering agentic experiences across Google, from internal tooling to Search, Workspace and developer products. Born from the Windsurf acquisition, it evolved from an agent-first IDE into the through line for Google's agentic strategy, now exposed to external developers as well.

Google DeepMind
APIs & Platforms

Managed Agents (Gemini API)

Gemini API gets Managed Agents with hosted sandboxes and the Interactions API

Google launched Managed Agents in the Gemini API, letting developers spin up hosted Antigravity agents with Linux sandboxes and persistent state. It ships alongside the next-generation Interactions API, which Logan Kilpatrick described as designed for agentic systems rather than the old tokens-in, tokens-out model interaction pattern.

OpenAI
Major Features & Updates

Codex Mobile

OpenAI Codex Mobile arrives in the ChatGPT mobile apps

OpenAI's Codex Mobile is now available in the ChatGPT mobile apps, enabling remote agent workflows from a phone. The crew discussed it as part of the broader shift toward driving coding agents from anywhere rather than just the desktop.

xAI
Dev Tools

Grok Build

xAI launches Grok Build, an agentic CLI coding tool in beta

xAI launched Grok Build, an agentic CLI coding tool, in beta for SuperGrok Heavy subscribers. It joins the crowded field of terminal-based coding agents as xAI's entry into agentic engineering tooling.

Anthropic
Major Features & Updates

Claude Agent SDK monthly credits

Anthropic adds separate Claude Agent SDK credits to paid plans

Anthropic announced separate monthly Claude Agent SDK credits for Pro, Max, Team, and Enterprise subscribers, starting June 15, 2026. This gives agent builders a dedicated usage pool on top of regular plan limits.

Artificial Analysis
Benchmarks & Evals

Coding Agent Index

Artificial Analysis Coding Agent Index benchmarks model + harness combos

Artificial Analysis launched the Coding Agent Index, a benchmark that evaluates model and harness combinations rather than models alone. Opus 4.7 in Cursor CLI leads at 61, GLM-5.1 tops the open-weight entries at 53, and costs vary 30x across combos for similar capability.

Nous Research
Dev Tools

Hermes CLI agent

Hermes passes OpenClaw as #1 CLI agent on OpenRouter, adds computer use

Nous Research's Hermes overtook OpenClaw as the #1 CLI agent on OpenRouter. It also added background computer use via Trykua, and Alex described switching his own daily agent workflow from OpenClaw to Hermes.

Major Features & Updates

/goal command

/goal command lands in Codex, Claude Code, and Hermes - the productized Ralph

The /goal command is now available in Codex, Claude Code, and Hermes, productizing the Ralph loop pattern: set a measurable success condition and the agent iterates autonomously until it is done. Codex's implementation is winning early head-to-head comparisons over Claude Code, and the show framed it as turning coding agents into 24/7 AI employees.

April 2026

Cursor
Dev Tools

Cursor SDK

Cursor launches SDK exposing the runtime that powers the IDE

Cursor launched an SDK that exposes the same runtime, harness, and models that power the Cursor IDE, making the Cursor agent embeddable in any product. The Cursor Agent + GPT-5.5 combo also topped WolfBench's Terminal-Bench 2.0 leaderboard this week.

HeyGen
Major Features & Updates

HyperFrames + Claude Design integration

HeyGen HyperFrames integrates natively with Claude Design

HeyGen's HyperFrames now integrates natively with Claude Design, enabling HTML-to-MP4 motion graphics from a single CLI command. The integration brings programmatic video composition into the Claude Design workflow.

Stripe
Dev Tools

Projects.dev

Stripe opens Projects.dev: 32 infra providers provisionable by agents

Stripe removed the waitlist on Projects.dev, which lets AI agents provision infrastructure from 32 providers (Cloudflare, WorkOS, ElevenLabs, Twilio, Daytona, Browserbase, AgentMail and more) via CLI. It is part of Stripe's push into agent engineering announced around Sessions 2026.

Alibaba (Qwen)
New ModelsOpen weights

Qwen3.6-27B

Qwen3.6-27B: dense Apache-2.0 model beats Alibaba's own 400B flagship

Alibaba shipped Qwen3.6-27B, a dense 27B-parameter model under Apache 2.0 that beats Alibaba's own 400B flagship on every major coding benchmark. Yam described it as getting Opus 4-or-5-level capability at home, and it continues the dense-beats-MoE story in open source.

27B dense Qwen3.6
Moonshot AI
New ModelsOpen weights

Kimi K2.6

Kimi K2.6: 1T MoE open-source SOTA on SWE-Bench Pro

Moonshot AI released Kimi K2.6, a 1-trillion-parameter MoE with 32B active parameters, 384 experts, MLA attention, and a 256K context window under a modified MIT license. It claims open-source state of the art on SWE-Bench Pro at 58.6, and Wolfram called it the best open-source model he has ever tested on his private wolf-bench.

1T MoE Kimi K2.6
OpenAI
Major Features & Updates

Codex Computer Use + Chronicle

Codex gets background computer use on macOS plus Chronicle screen memory

Codex shipped true background computer use on macOS: a second cursor running on its own thread that works while you work, with subagents controlling different windows in parallel, building on OpenAI's Software Apps Inc. (ex-Apple Shortcuts team) acquisition. Chronicle adds total screen memory by taking a screenshot every 10 seconds and feeding it into Codex context, so you can ask what you were doing an hour ago. Codex also passed 4 million users this week.

OpenAI
New Models

GPT-5.5

GPT-5.5 and GPT-5.5 Pro drop live, SOTA across the board

OpenAI shipped GPT-5.5 and GPT-5.5 Pro mid-show, taking state of the art on Terminal-Bench 2 (82.7%, up from 75%), SWE-Bench Verified (73%), GDPval (84%) and Frontier Math (35%), beating Opus 4.7 and Gemini 3.1. It uses ~40% fewer tokens than 5.4, netting roughly 20% cheaper to run despite API pricing doubling to $5/$30 per million ($30/$180 for Pro). Peter Gostev called it the first model that genuinely sustains multi-hour long-running tasks, with one task running 8.5 hours straight; rollout was Codex-first, not yet in ChatGPT.

82.7% Terminal-Bench 28.5 hrs Longest task
Weights & Biases
Major Features & Updates

W&B LEET Workspace Mode

W&B LEET TUI ships workspace mode with multi-run compare and GPU metrics

Weights & Biases shipped workspace mode for LEET, its terminal UI for experiment tracking. The update brings multi-run comparisons, live GPU metrics, and images rendered directly in the terminal.

xAI
Acquisitions

Cursor acquisition deal

SpaceX/xAI and Cursor strike $10B collab with $60B acquisition clause

Cursor and SpaceX/xAI announced a deal structured as a $10B collaboration with a $60B acquisition clause. The panel discussed it in the week-in-review as one of the biggest industry moves of the week.

Alibaba (Qwen)
New ModelsOpen weights

Qwen 3.6-35B-A3B

Qwen 3.6-35B-A3B: Apache 2.0 MoE with 3B active hits 73.4% SWE-Verified

Alibaba Qwen open-sourced Qwen 3.6-35B-A3B under Apache 2.0 the same morning Opus 4.7 dropped: a 35B MoE with only 3B active parameters that scores 73.4% on SWE-bench Verified, rivaling models 10x its size. It is natively multimodal with 262K context extensible to 1M, and the crew called it the strongest mid-size LLM on nearly all benchmarks, putting to rest doubts about Qwen's open-source commitment after Junyang Ling's departure.

73.4% SWE-bench Verified
Anthropic
Major Features & Updates

Claude Code Routines

Claude Code Routines: cron and event-triggered agents on Anthropic's cloud

Anthropic launched Claude Code Routines, autonomous agents that run on Anthropic's cloud and can be triggered by cron schedules, GitHub events, or API calls. It moves Claude Code from an interactive CLI toward standing, self-scheduling automation infrastructure.

Anthropic
New Models

Claude Opus 4.7

Claude Opus 4.7 drops live with 87.6% SWE-bench Verified and xhigh effort

Anthropic shipped Claude Opus 4.7 minutes before the show, scoring 87.6% on SWE-bench Verified and 64.3% on SWE-bench Pro, an 11-point jump over Opus 4.6 on the harder agentic coding eval. It adds a new 'xhigh' (extra high) reasoning effort, 3x vision resolution, a +22% ScreenSpot Pro computer-use jump (57.7% to 79.5%), and a /ultrareview command in Claude Code at the same pricing, though a new tokenizer uses 1.0-1.35x more tokens. The system card mentions the unreleased 'Mythos' 331 times, and an MRCR long-context drop from 78% to 32% suggests a new pre-trained base.

87.6% SWE-bench Verified+22% ScreenSpot Pro jump
Marimo
Dev ToolsOpen weights

Marimo Pair

Marimo Pair drops coding agents inside reactive Python notebooks

Marimo released Marimo Pair, which embeds Claude Code, Codex, or OpenCode agents directly inside its reactive, dependency-graph-aware Python notebooks. Founding engineer Trevor Manz joined the show to explain why reactive notebooks are a natural verification surface for agent-written code; the launch trended on Hacker News this week and was featured as part of This Week's Buzz (Marimo is in the CoreWeave family).

OpenAI
Major Features & Updates

Codex

OpenAI Codex adds macOS background computer use, 90+ plugins, and memory

OpenAI dropped a massive Codex update mid-show: native macOS computer use that runs in the background with its own separate cursor so you can keep working, 90+ plugins, gpt-image-1.5 image generation and editing, an in-app browser, a memory preview that 'learns from experience', proactive work suggestions, multi-terminal SSH into dev boxes, and thread automations. Alex's hot take: Codex, not ChatGPT, is becoming OpenAI's super-app.

Warp
Major Features & Updates

Warp any-CLI-agent support

Warp now supports any CLI agent with vertical tabs and mobile control

Warp shipped support for running any CLI coding agent inside its terminal, adding vertical tabs for parallel agent sessions, notifications, built-in code review, and mobile remote control of running agents. It positions Warp as a harness-agnostic cockpit in the increasingly crowded agent-management race.

Windsurf
Products & Apps

Windsurf 2.0

Windsurf 2.0 ships Agent Command Center and full Devin integration

Cognition launched Windsurf 2.0, the first big post-acquisition release, headlined by the Agent Command Center, a Kanban-board mission control for managing dozens of agents at once. It adds Spaces for switching context between parallel tasks and integrates Devin directly inside Windsurf, so you can plan locally with a Socratic-method agent and hand off to Devin in the cloud for end-to-end execution. Theodor Marcu said internal Cognition usage doubled after launching Managed and Scheduled Devins.

Anthropic
New Models

Claude Mythos

Anthropic unveils Claude Mythos, a frontier model 'too dangerous to release'

Anthropic announced Claude Mythos Preview under Project Glasswing, a cyber-defense frontier model it says is too dangerous to release publicly: it found zero-days in every major OS and browser and escaped its sandbox. It scores 77% on SWE-bench Pro (up from 53% on Opus 4.6) and 64% on HLE, priced at $25/$125 per M tokens and available only to ~40 partner companies. Peter Gostev's read: the real reason it's unreleased is compute shortage, not safety.

77% SWE-bench Pro$25 / $125 Per M tokens
Cursor
Major Features & Updates

Cursor remote agents & code review agent

Cursor ships remote agents and a code review agent

Cursor launched remote agents plus a code review agent that the company says catches 78% of issues before merge. Mentioned in the week's tools and agentic-engineering roundup.

OpenAI
Major Features & Updates

Codex plugins & Guardian Approvals

Codex hits 3M WAU with plugins, sub-agents and Guardian Approvals

OpenAI's Codex reached 3M weekly active users, up from 2M last month, as VB from the Codex team walked through what's behind it: plugins that bundle skills plus MCP servers (Stripe, Supabase, shadcn), sub-agents that decompose tasks into parallel Codex agents, and experimental hooks. New Guardian Approvals spins up a sub-agent that risk-classifies every tool call, auto-approving low/medium risk and escalating only the dangerous ones.

3M Codex weekly active users
Weights & Biases
Major Features & Updates

W&B Automations

W&B Automations launch: event triggers from training runs

Weights & Biases shipped Automations, event-triggered actions that pipe signals from your training runs into notifications (Slack), GitHub Actions, and deployments, pairing nicely with the new W&B iOS app. In the same Buzz segment: GLM-5.1 and Gemma 4 both went live on W&B Inference.

Z.ai (Zhipu AI)
New ModelsOpen weights

GLM-5.1

GLM-5.1 takes #1 open-source spot on SWE-Bench Pro at 58.4%

Z.ai released GLM-5.1, now the #1 open-source model on SWE-Bench Pro at 58.4%. It can run autonomously for 8 hours with 1,700+ agent steps, and is already live on W&B Inference. Open weights are up on Hugging Face alongside an arXiv paper.

Cursor
Products & Apps

Cursor 3

Cursor 3 ships as agent-first rebuild, dropping the VS Code fork

Cursor released Cursor 3, a ground-up agent-first rebuild that is no longer a VS Code fork and supports parallel cloud and local agents. It marks a major repositioning of the editor around agentic workflows rather than traditional IDE editing.

Dev ToolsOpen weights

claw-code

Claw-code clean-room rewrite becomes fastest repo to 100K GitHub stars

After Claude Code's source leaked via npm, Sigrid Jin and Bellman published claw-code, a clean-room rewrite that became the fastest GitHub repo to pass 100K stars, hitting the mark in roughly 24 hours. Sigrid joined the show to separate the verifiable implementation details from the social-media exaggeration around the leak.

100K+ GitHub stars in 24h
Benchmarks & Evals

WolfBench

WolfBench results show Hermes Agent beating Claude Code and OpenClaw

Wolfram published new WolfBench agent-harness results showing Hermes Agent outperforming Claude Code and OpenClaw on Terminal Bench 2.0 across most model combinations. The panel dissected the findings and stressed reproducible eval setup and fair harness configuration.

March 2026

Modular
Products & Apps

Modular 26.2

Modular 26.2 runs FLUX.2 in under a second, 99% cheaper than Nano Banana

Modular shipped its 26.2 release with state-of-the-art image generation, running FLUX.2 in under one second (sub-300ms claims) at 99% lower cost than Nano Banana, plus upgraded AI coding with Mojo. Alex noted the surprise of an inference platform releasing model-level optimization and hoped the approach spreads to all image generation.

Anthropic
Major Features & Updates

Claude Opus 4.6 (1M context)

Anthropic makes Opus 4.6 1M context the default in Claude Code, same price

Anthropic made 1M token context the default for Opus 4.6 in Claude Code at the same price, turning what was previously experimental and expensive into the standard. MRCR benchmark performance holds at 93% at 256K and 76% at 1M. For agent users this means far less compaction and longer uninterrupted sessions, though auto-compaction still triggers around 170K unless manually raised.

1M Opus 4.6 context default
Cursor
New Models

Composer 2

Cursor Composer 2 beats Opus 4.6 on TerminalBench at a tenth of the price

Cursor launched Composer 2, its first proprietary model that genuinely competes with frontier labs. It scores 61% on TerminalBench (beating Opus 4.6) at $0.50/M input tokens, cheaper than GPT-5.4 Mini and 10x cheaper than Opus, running at 300+ tokens/sec. A fast variant costs 3x more for the same intelligence, kicking off a new 'fast mode' pricing trend where you pay a premium for speed rather than capability.

MiniMax
New Models

MiniMax M2.7

MiniMax M2.7: first self-evolving model hits 56% on SWE-Bench Pro

MiniMax dropped M2.7, billed as the first self-evolving model: it ran 100+ autonomous RL optimization loops and wrote its own agent scaffolding, built by one engineer over four days with zero lines of human code. It scores 56.22% on SWE-Bench Pro, within one point of Opus 4.6's 57.3%, and WolfBench shows it roughly matching Sonnet 4.6 on OpenClaw agent tasks. Not yet open weights, though rumors suggest a release is coming.

56% MiniMax 2.7 SWE-bench Pro
OpenAI
Acquisitions

Astral (uv, Ruff, ty)

OpenAI acquires Astral, makers of uv and Ruff, to join the Codex team

OpenAI acquired Astral, the company behind the uv Python package manager, Ruff, and ty, with the team joining Codex specifically — OpenAI's third acquisition of the month. The panel drew the parallel to Anthropic buying Bun for TypeScript infrastructure: OpenAI now owns core Python tooling for the code its agents write. The tools remain open source and forkable.

OpenAI
Major Features & Updates

Codex Subagents

OpenAI ships subagents for Codex with custom TOML configs

OpenAI added subagents to Codex, enabling parallel specialized agents configured via custom TOML files. Paired with the cheap GPT-5.4 Mini and Nano models, this enables the orchestrator-plus-workers pattern where a flagship model spawns inexpensive parallel subagents for tasks like visual testing.

OpenAI
New Models

GPT-5.4 Mini & Nano

OpenAI ships GPT-5.4 Mini and Nano for coding, computer use, and subagents

OpenAI released GPT-5.4 Mini ($0.75/M input) and Nano, smaller variants optimized for coding and computer use at a fraction of flagship cost. Mini hits 72% on OS World verified, matching the human baseline and nearly reaching full 5.4's 75%, while beating Sonnet 4.5 on most benchmarks. They are designed as cheap parallel subagent workers under a GPT-5.4 orchestrator in Codex, and Mini is 2x faster than the previous GPT-5 Mini.

Unsloth AI
Dev ToolsOpen weights

Unsloth Studio

Unsloth Studio: web UI for local fine-tuning with 2x speed, 70% less VRAM

Unsloth launched Studio, an open-source web UI for local LLM training and inference claiming 2x speed and 70% less VRAM, supporting 500+ models across text, vision, audio, and embeddings. The panel framed it as a potential 'LM Studio moment for fine-tuning', bringing no-code training to beginners. Confirmed working on Google Colab Pro, training models overnight for about $20/month.

Andrej Karpathy
Dev ToolsOpen weights

AutoResearcher

Karpathy open-sources AutoResearcher for autonomous ML experiments

Andrej Karpathy open-sourced AutoResearch, a framework that runs AI-driven ML experiments autonomously. Over two days it ran 700 experiments on nanochat GPT-2, stacked 20 improvements, and achieved an 11% training speedup. Tobi Lütke adapted it overnight for Shopify's Liquid templating engine for a 51% render-time improvement, and the repo hit 26K GitHub stars quickly.

700 AutoResearcher experiments run in 2 days (Karpathy)11% GPT-2 training speedup from stacked AutoResearcher improvements51% Shopify Liquid render time improvement using AutoResearcher
OpenAI
New Models

GPT-5.4

OpenAI drops GPT-5.4 Thinking and GPT-5.4 Pro live during the show

OpenAI released GPT-5.4 Thinking and GPT-5.4 Pro mid-show, a frontier general model that folds Codex-level coding into a unified reasoning model. It ships with a 1M token context window, a /fast mode, and mid-reasoning steering, posting 83.3% on ARC-AGI 2 (Pro) and roughly 75% on OS World computer use. The panel tested it live in Codex and called it a major general-model jump, while noting input pricing rose about 50% versus 5.2.

83.3% ARC-AGI 2 (GPT-5.4 Pro)75% OS World / computer-use score1M Context window
OpenAI
Dev ToolsOpen weights

Symphony

OpenAI releases Symphony on GitHub

Ryan Carson experimented with OpenAI's Symphony framework, letting agents work through PRs overnight. One agent not only created a PR but found a bug and filed its own detailed Jira ticket with no human intervention, a small but telling sign of where agentic development is heading.

February 2026

Alibaba (Qwen)
New ModelsOpen weights

Qwen 3.5

Qwen 3.5 lands: 35B/3B-active Medium outperforms the old 235B flagship

Alibaba released the Qwen 3.5 family of open-weight models, headlined by Qwen3.5-35B-A3B, a 35B model with only 3B active parameters that outperforms their previous 235B flagship. Variants include a 122B-A10B and a dense 27B, with the panel highlighting the hybrid state-space (Mamba-layer) architecture and strong practical coding and agent performance at a tiny active-parameter footprint.

35B / 3B active Qwen 3.5 Medium
Anthropic
Major Features & Updates

Claude Code Remote Control & Memory

Claude Code adds Remote Control and memory

Anthropic shipped Remote Control for Claude Code, enabling remote and async control of coding sessions, alongside a new memory capability. The panel framed these as part of labs converging on richer agent harnesses with remote, async workflows as a primary competitive layer.

Anthropic
Major Features & Updates

Claude Cowork Automations

Claude Cowork gets automations (cron jobs), matching Codex

Claude Cowork added automations, cron-job-style scheduled agent runs, in the same week OpenAI's Codex gained equivalent automation support. The panel saw labs converging on heartbeats, cron jobs, and cloud-based agents as standard product surface area.

Cognition Labs
Products & Apps

Devin 2.2

Devin 2.2: computer use, browser, and self-verifying autonomous work

Cognition shipped Devin 2.2, an autonomous coding agent that can use a computer and browser to verify and fix its own work, plus a free public Devin Review workflow for PR review and scheduled/automated sessions. Nader Dabit framed the release as two years of platform maturity converging with stronger models, letting non-engineers fix issues directly by just asking Devin.

Cursor
Major Features & Updates

Cloud Agents

Cursor launches cloud agents

Cursor launched cloud agents, moving agentic coding work off the local machine into remote, async sessions. The panel highlighted Cursor's cloud agents and UI demos as important progress for frontend development workflows.

Anthropic
New Models

Claude Sonnet 4.6

Anthropic ships Claude Sonnet 4.6 with 79.6% SWE-Bench and 1M context

Anthropic launched Claude Sonnet 4.6, its most capable Sonnet ever, scoring 79.6% on SWE-Bench Verified, nearly matching Opus 4.6 at Sonnet pricing of $3/$15 per million tokens. It ships with a 1M token context window in beta and is now the default model on Claude AI. In blind Claude Code testing, users preferred Sonnet 4.6 over the previous Opus 4.5 59% of the time, and it beats the previous Gemini 3 Pro on most benchmarks.

79.6% SWE-Bench Verified
Google DeepMind
New Models

Gemini 3.1 Pro

Gemini 3.1 Pro drops live with 44% HLE and 77% ARC-AGI at the same price

Google released Gemini 3.1 Pro minutes before the show, claiming 2.5x better abstract reasoning and improved coding and agentic capabilities at the same price point as its predecessor. It scores 44% on Humanity's Last Exam, 77% on ARC-AGI without a custom harness, and 68 on Terminal Bench, putting it at or near state of the art alongside Opus 4.6. In Nisten's live vibe-coding test it was blazingly fast but less polished than Opus 4.6 and Codex output.

44% Humanities Last Exam77% ARC-AGI
OpenAI
Acquisitions

OpenClaw acqui-hire

OpenAI acqui-hires OpenClaw creator Peter Steinberger

OpenAI acqui-hired Peter Steinberger, the creator of the viral OpenClaw agent, in what the panel speculated might be the first single-founder billion-dollar deal. Yam Peleg broke the news on the show, calling Steinberger 'the goat'. The move lands the most popular third-party agent harness builder inside OpenAI, amid a week where Anthropic's terms changes pushed agent users toward OpenAI subscriptions.

Ryan Carson
Also Released

Code Factory

Ryan Carson publishes the viral Code Factory agentic engineering blueprint

Ryan Carson published his viral Code Factory article, a blueprint for fully automated code generation, review, and deployment inspired by OpenAI's Harness Engineering post. The setup chains GitHub Actions, Reptile code review, CI gates, a risk-classification system for high-risk file changes, and a self-healing loop where Codex fixes its own PR issues until all checks pass. He says it takes a week-plus of setup but unlocks massive throughput.

MiniMax
New ModelsOpen weights

MiniMax M-2.5

MiniMax M-2.5 hits 80.2% SWE-Bench Verified with 10B active params

MiniMax dropped M-2.5 thirty minutes before the show: a 200B-total, 10B-active open-weights model scoring 80.2% on SWE-Bench Verified, approaching Opus 4.6 at roughly 1/20th the cost (~15 cents per task with a 57% win rate over Opus). Trained with MiniMax's decoupled Forge RL framework and optimized for end-to-end task time with fewer tool calls and thinking tokens. Senior researcher Olive Song joined live and revealed the model was still training — they cut a checkpoint for early release.

80.2% SWE-Bench Verified15¢ Cost per task
OpenAI
New Models

GPT 5.3 Codex Spark

OpenAI ships GPT 5.3 Codex Spark on Cerebras for real-time coding

OpenAI released GPT 5.3 Codex Spark, a smaller Codex variant built for real-time coding, served on Cerebras hardware — OpenAI's first model on Cerebras — with reported speeds of over 1000 tokens/sec. Available to ChatGPT Pro users in the Codex app, CLI, and IDE extension. It broke during the show as the second breaking-news drop of the episode.

100 tps Codex Spark speed
Zhipu AI (Z.ai)
New ModelsOpen weights

GLM-5

Z.ai launches GLM-5, the open-weights agentic coding crown

Z.ai released GLM-5, a 744B-parameter MoE model (40B active) trained on 28.5 trillion tokens that takes the #1 open-source ranking for agentic coding with 77.8% SWE-bench Verified. It introduces the SLIM asynchronous RL framework for post-training, adopts DeepSeek's sparse attention to cut deployment cost, and was trained on Huawei chips rather than NVIDIA. Lou from Z.ai joined the show live and summed it up as bigger, faster, better, and cheaper.

744B GLM-5 Parameters28.5T Training tokens
Alibaba (Qwen)
New ModelsOpen weights

Qwen3-Coder-Next

Qwen3-Coder-Next hits 70.6% SWE-Bench Verified with 3B active params

Alibaba's Qwen3-Coder-Next is an 80B MoE coding agent model with only 3B active parameters that scores 70.6% on SWE-Bench Verified and 44% on the much harder SWE-Bench Pro. It was trained on 7.5T tokens with 20,000 parallel RL environments and runs under 48GB of RAM with GGUF quantization, making near-frontier agentic coding feasible on local hardware.

70.6% SWE-Bench Verified44% SWE-Bench Pro
Anthropic
New Models

Claude Opus 4.6

Anthropic ships Claude Opus 4.6 with 1M context and agent teams

Anthropic dropped Opus 4.6 live during the show, claiming state-of-the-art on GDP-eval, Browse Comp, and agentic search, with 65.4% on Terminal Bench and 99% on TAU Bench MCP tool use. It is the first Opus model with a 1 million token context window and introduces adaptive thinking, where the model picks up contextual clues about reasoning effort. Pricing matches Opus 4.5 under 200K tokens and doubles above, and Claude Code gains agent teams for orchestrating parallel sessions.

1M Context tokens
OpenAI
Products & Apps

Codex App

OpenAI launches standalone Codex app for managing parallel coding agents

OpenAI shipped Codex as a dedicated Mac app, a command center for running multiple AI coding agents in parallel. Features include work trees for parallel project branches, scheduled automations, a skills marketplace with Cloudflare, Vercel, Figma, Notion, and Linear integrations, inline diff review with per-line commenting, and cloud hand-off. OpenAI granted a free month of access to all users including the free tier, and doubled rate limits for all tiers for two months.

OpenAI
New Models

GPT-5.3-Codex

OpenAI answers Opus with GPT-5.3-Codex, first model that helped build itself

One hour after Opus 4.6, OpenAI released GPT-5.3-Codex, billed as the first model instrumental in developing itself — the Codex team used early versions to debug its own training and manage its own deployment. It scores 73% on Terminal Bench 2.0, a 10-point gap over Opus 4.6, while running queries 25% faster and more token-efficiently than its predecessor, with improved mid-task steerability.

73% Terminal Bench 2.025% Speed improvement

January 2026

Anthropic
Major Features & Updates

MCP Apps

Anthropic launches MCP Apps: interactive UI inside Claude chat

Anthropic's MCP Apps render interactive, branded UI components (Box files, Figma, color pickers) directly within Claude conversations, evolving MCP from tools to embedded app experiences. It is protocol-based, so any app can integrate, letting brands reclaim identity from text-only LLM responses.

OpenAI
Acquisitions

Klein team acqui-hire (Codex)

Klein team acqui-hired by OpenAI Codex

The Klein team was acqui-hired by OpenAI's Codex group following the viral 'imagine the smell' hackathon controversy. Discussed as part of the growing Codex ecosystem, which Peter Steinberger used to build Clawdbot entirely.

Vercel
Dev Tools

skills.sh

Vercel launches skills.sh, an 'npm for AI agents'

Vercel launched skills.sh, a registry where you can browse and install agent skills from the command line for any agent, including Clawdbot. It hit 20K installs within hours, and releases like Browser Use shipping as a skill signal a broader shift from MCP servers toward skills.

Z.AI (Zhipu)
New ModelsOpen weights

GLM-4.7-Flash

GLM-4.7-Flash: 30B MoE local coding agent with only 3B active params

Z.AI released GLM-4.7-Flash, a 30B parameter MoE model with only 3B active parameters, designed as the ultimate local coding and agent assistant. It hits 59% on SWE-Bench Verified (approaching Sonnet 4's 64%) and runs at 120 tokens/sec on a stock Mac Studio M3 Ultra, fast enough to run RALF autonomous coding loops even on CPU.

59% SWE-Bench Verified120 tps Speed on Mac Studio M3 Ultra
Vercel
Dev ToolsOpen weights

Next.js/React Skill Packs

Vercel releases official agent skill packs for Next.js and React

Vercel began releasing official agent skill packs for Next.js and React, packaging its framework expertise in the agent skills standard. Ryan Carson highlighted that you can point any skills-compatible coding agent at the pack and it installs the skills for you, an early sign of experts shipping domain knowledge as skills.

Nous Research
New ModelsOpen weights

NousCoder 14B

NousCoder 14B: 7% LiveCodeBench jump in 4 days of RL training

Nous Research released NousCoder 14B, an open source competitive programming model that achieved a 7% jump on LiveCodeBench accuracy in just four days of RL training on 48 NVIDIA B200 GPUs. Training used 24,000 verifiable problems, and the release ships under a full Apache 2 license with training code and a benchmark harness.

Ryan Carson
Also Released

Ralph Wiggum

Ralph Wiggum autonomous coding technique hits 1.2M views

Ryan Carson published a viral breakdown (1.2M views on X) of Ralph Wiggum, the autonomous coding technique created by Jeff Huntley: write a PRD, break it into atomic user stories with acceptance criteria in JSON, then run a bash loop that has a CLI agent pick the next story, code it, commit, and loop. The technique works with any CLI agent (Amp, Claude Code, Cursor CLI, Gemini CLI), compounds learning via agents.md, and won a YC hackathon running overnight on Sonnet 4.5.

1.2M Ralph article views

December 2025

Alibaba (Qwen)
New ModelsOpen weights

Qwen 3 Coder

Qwen 3 Coder posts insane scores in the race for the coding crown

Alibaba's Qwen 3 Coder landed in July with what the crew called insane benchmark scores for an open-weights coding model. Together with Kimi K2 and GLM 4.5 it made July the peak month for Chinese open source.

Anthropic
Dev Tools

Claude Code

Claude Code launches, starting the CLI agent revolution

Claude Code launched in February, having started as an internal Anthropic engineering tool. Multiple co-hosts picked it as the single most impactful AI release of 2025 — it began the CLI agent era and proved, in Kwindla's words, that 'sometimes it's mostly about the harness.'

Anthropic
New Models

Claude Opus 4

Claude Opus 4 drops in Q2 — Ryan's pick for best model ever

Claude Opus 4 launched in Q2 and became Ryan Carson's pick as the best coding model he had used in over 700 days of daily LLM coding. It cemented Anthropic's lead in agentic coding through the middle of the year.

Anthropic
Major Features & Updates

Claude Skills

Claude Skills launches — 'MCP-level if not bigger'

Anthropic launched Claude Skills in October. It was largely missed at release but picked up steam fast, with the show arguing Skills is 'MCP level if not bigger' for Claude users as a way to package reusable agent capabilities.

Cursor
Products & Apps

Cursor 2 + Composer

Cursor 2 and the Composer model level up IDE agents

Cursor shipped Cursor 2 along with its Composer model in October, leveling up in-IDE agentic coding. It capped a year in which Cursor's sales exploded on the back of Claude 3.7 and the vibe coding wave.

OpenAI
New Models

GPT-5 Codex

GPT-5 Codex: OpenAI's specialized coding model moves the stock

GPT-5 Codex dropped in September as OpenAI's coding-specialized fine-tune of GPT-5. Yam dubbed it the 'infinite money glitch' because the release moved OpenAI-linked stock prices significantly.

Windsurf
Major Features & Updates

Code Maps

Windsurf Code Maps generates flowcharts of entire codebases

Windsurf released Code Maps in November, a feature that generates flowchart-style maps of entire codebases. It was one of the quieter but practical dev-tool releases in a month dominated by frontier model drops.

Zhipu AI (GLM)
New ModelsOpen weights

GLM 4.6

GLM 4.6 quietly becomes the model businesses actually use

Zhipu's GLM 4.6 arrived in October and, per Nisten, quietly became a go-to model that many businesses still run today. It continued GLM's trajectory from hackathon favorite to production workhorse.

Google DeepMind
New Models

Gemini 3 Flash

Gemini 3 Flash delivers frontier intelligence at $0.50/1M input tokens

Google launched Gemini 3 Flash, offering frontier-tier capability at flash-tier pricing of $0.50 per million input tokens. It scores 78% on SWE-bench Verified, beating larger models on some agentic tasks, and supports tool-calling at scale with up to 100 simultaneous function calls.

$0.50 per 1M Gemini 3 Flash input tokens78% SWE-bench Verified
OpenAI
New Models

GPT 5.2 Codex

GPT 5.2 Codex drops live during the show with 400K context

OpenAI released GPT 5.2 Codex via API after months of exclusivity in the Codex app, making it available in Cursor, GitHub Copilot, and VS Code with native context compaction for long sessions. Cursor showcased it by building a complete browser from scratch in Rust, roughly 3 million lines of code across about 330,000 commits, driven by hundreds of concurrent agents.

56.4% SWE-Bench Pro64% Terminal-Bench 2.0
DeepSeek
New ModelsOpen weights

DeepSeek V3.2 / V3.2-Speciale

DeepSeek V3.2 and V3.2-Speciale post gold-medal reasoning under MIT license

DeepSeek released V3.2 and the reasoning-first V3.2-Speciale, a 685B-parameter MoE under MIT license. Speciale posted gold-medal-level olympiad results and 96% on AIME (versus GPT-5 High at 94%), with V3.2 hitting 73.1% on SWE-Bench Verified. Aggressive pricing around 28 cents per 1M tokens on OpenRouter pushes open models closer to top closed-model capability.

96% AIME73.1% SWE-Bench Verified685B Total parameters (MoE)
Mistral AI
New ModelsOpen weights

Mistral 3 (Large 3 + Ministral 3)

Mistral returns to Apache 2.0 with Mistral Large 3 and Ministral 3

Mistral relaunched its model family under permissive Apache 2.0 licensing with Mistral Large 3 and the small Ministral 3 edge models. Large 3 ships a 256K context window and strong open-model coding positioning. The licensing shift reignited discussion around open model portability and deployability.

256K Mistral Large 3 context window
Weights & Biases
Products & Apps

LLM Evaluation Jobs

W&B launches LLM Evaluation Jobs for OpenAI-compatible APIs

Weights & Biases launched LLM Evaluation Jobs, letting teams run evaluations against any OpenAI-compatible API during training cycles instead of only at the end. The show framed it as a practical workflow upgrade for getting earlier model quality signals without blindly burning compute.

November 2025

Anthropic
New Models

Claude Opus 4.5

Anthropic launches Claude Opus 4.5, reclaiming the coding crown

Anthropic released Claude Opus 4.5, scoring 80.9% on SWE-bench Verified to top GPT-5.1 (77.9%) and Gemini 3 Pro (76.2%). It adds a new 'Effort' parameter for compute control, Tool Search to cut agent token overhead, and Programmatic Tool Calling where the model writes and executes code loops. Pricing dropped to $5/M input and $25/M output, roughly one-third the old Opus price.

80.9% SWE-bench Verified$5/M Input token price$25/M Output token price
Weights & Biases
Products & Apps

Serverless LoRA Inference

W&B launches Serverless LoRA Inference on CoreWeave

Weights & Biases launched Serverless LoRA Inference on CoreWeave: upload a LoRA adapter to W&B Artifacts and serve it instantly on top of any supported base model with no cold starts and no dedicated GPU instances. Alex demoed a 'Mocking SpongeBob' LoRA he trained in 25 minutes, served on a Qwen 2.5 base.

Google DeepMind
Dev Tools

Antigravity

Antigravity: Google's free agent-first IDE powered by Gemini 3 Pro

A free VS Code fork reimagined for agent-first coding, with an inbox-style Agent Manager for running multiple coding agents in parallel across a codebase. Browser integration lets agents control Chrome, take screenshots and videos of the running app, and self-debug. The free tier is powered by Gemini 3 Pro, with GPT-OSS 120B as the open-source alternative and Nano Banana for images.

Marimo
Dev ToolsOpen weights

Marimo VS Code / Cursor extension

Marimo ships reactive Python notebooks extension for VS Code and Cursor

Marimo released a new VS Code and Cursor extension bringing its reactive Python notebooks directly into the editor, with UV integration for dependency management. It was highlighted in the open-source roundup as a notable dev-tool release of the week.

OpenAI
New Models

GPT-5.1-Codex-Max

GPT-5.1-Codex-Max runs 24-hour coding tasks with native compaction

OpenAI's newest frontier agentic coding model is trained with native compaction, letting it intelligently summarize prior context and work on a single task for 24+ hours (an internal run reportedly lasted a full week). It uses 30% fewer thinking tokens at median than its predecessors and sets a new SOTA of 58% on TerminalBench 2, also leading on SWE-Bench and SWE-Lancer. Windows PowerShell support is significantly improved, alongside an experimental Windows sandbox and a new extra-high reasoning level.

58% TerminalBench 2 (new SOTA)24h+ Single-task agent run time via native compaction30% Fewer thinking tokens at median
Benchmarks & EvalsOpen weights

Terminal-Bench 2.0

Terminal-Bench 2.0 and Harbor launch as new bar for coding agents

Terminal-Bench 2.0 launched alongside the Harbor framework, with 89 hard, realistic terminal-based tasks built with around 1000 Discord contributors. The Warp agent tops the leaderboard at 50% with Codex CLI close behind, and the panel argued an unsaturated 50% ceiling makes it far more meaningful than near-saturated benchmarks like MMLU.

50% Terminal Bench v2 Top Score
Weights & Biases
Dev ToolsOpen weights

W&B LEET

W&B ships LEET, an open-source terminal UI for monitoring ML runs

Weights & Biases released LEET (Lightweight Experiment Exploration Tool), an open-source terminal-native dashboard for tracking ML runs, demoed live by Dima Duev of the SDK team. It works fully offline for air-gapped HPC clusters and brings real-time metrics, system stats, and zoomable interactive charts to the terminal.

Anthropic
Also Released

Code execution with MCP

Anthropic publishes code-execution-with-MCP pattern for token-efficient agents

Anthropic published an engineering post showing how running MCP-connected tools as code, instead of direct tool calls, slashes token use and scales agents to many more tools. The approach echoes Cloudflare's Code Mode and framed the episode's interview with Kenton Varda about agents writing code against tool APIs.

Cursor
Major Features & Updates

Cursor in-IDE browser

Cursor adds a built-in browser inside the IDE

Cursor added an in-IDE browser, letting developers preview and interact with their running app without leaving the editor. The panel called out how performant the implementation is, tightening the loop between agentic code edits and visual verification.

Moonshot AI
New ModelsOpen weights

Kimi K2 Thinking

Moonshot AI releases Kimi K2 Thinking, an open 1T-param reasoning MoE

Moonshot AI released Kimi K2 Thinking, an open-source 1-trillion-parameter mixture-of-experts reasoning agent with 256K context and large-scale tool-calling capacity. The panel treated it as the open-source centerpiece of the week, focusing on its reasoning quality and coding utility rather than just benchmark screenshots, and as a sign open models keep closing the usability gap with frontier closed models.

Windsurf (Cognition)
Major Features & Updates

Codemaps

Windsurf ships Codemaps, AI-annotated navigable maps of your codebase

Cognition's Windsurf launched Codemaps, AI-annotated and navigable maps of a codebase powered by SWE-1.5 for fast mode and Claude Sonnet 4.5 for smart mode. It aims to help developers and agents build a structural understanding of large repos instead of navigating file by file.

October 2025

CoreWeave
Acquisitions

Marimo

CoreWeave acquires Marimo, the reactive Python notebook company

CoreWeave, the parent company of Weights & Biases, acquired Marimo, makers of the open-source reactive Python notebook. Covered in the This Week's Buzz segment, the deal brings a popular developer notebook tool into CoreWeave's AI cloud stack.

Cursor
Products & Apps

Cursor 2.0 & Composer

Cursor 2.0 ships with Composer, its own 4x-faster coding model

Cursor released version 2.0 of its AI code editor alongside Composer, a new in-house coding model claimed to be about 4x faster. The launch came up as evidence that developer products are being rebuilt agent-first, with speed and orchestration as the new battleground.

4x faster coding claimed
MiniMax
New ModelsOpen weights

MiniMax M2

MiniMax M2: open-source agentic model at 8% of Claude's price, 2x speed

MiniMax released M2, an open-source agentic model positioned at roughly 8% of Claude's price while running about twice as fast. Head of Engineering Skyler Miao joined the show for a deep dive, framing M2 as both a model story and a speed story, and the panel read it as part of a broader open-model pressure wave on frontier labs.

8% of Claude's price2x speed vs comparable frontier models
Anthropic
Products & Apps

Claude Code on the Web

Claude Code comes to the web with sandboxed cloud coding

Anthropic brought Claude Code to the web, letting developers delegate software tasks through a browser with GitHub integration, secure sandboxed execution, multi-repo support, and automatic pull requests, making it usable even from a phone. The Claude desktop app was also upgraded with screen context via screenshots, file sharing, and a new voice mode.

Google DeepMind
Major Features & Updates

AI Studio Vibe Coding

Google AI Studio launches 'Vibe Coding' build experience

Google's Gemini AI Studio launched a 'Vibe Coding' experience at ai.studio/build, letting users build apps from natural-language prompts with Gemini. It puts Google into the rapidly crowding prompt-to-app space alongside the week's other coding-agent moves.

Meta AI (PyTorch)
Dev ToolsOpen weights

TorchForge

TorchForge: PyTorch-native library for scalable RL post-training

Meta's PyTorch team, in collaboration with Weights & Biases/CoreWeave and Stanford, introduced TorchForge, a PyTorch-native library for scalable reinforcement-learning post-training and agent development. Built for massive GPU runs (W&B/CoreWeave provided 520 H100s) and competing with Ray via tools like the Monarch scheduler.

520 H100s provided for development runs
Amp
Major Features & Updates

Amp Free

Amp launches a free tier powered by ads and surplus model capacity

Amp (from the Sourcegraph team) launched a free tier for its coding agent, funded by ads and surplus model capacity. CEO Quinn Slack joined the show to explain the economics and the product thinking behind ad-supported AI dev tooling.

Anthropic
Major Features & Updates

Claude Skills

Claude Skills: custom instructions for AI agents now live

Anthropic launched Claude Skills, folders of instructions and resources that Claude loads on demand to specialize agents for specific tasks. The panel treated it as a major piece of the emerging builder stack, with Simon Willison arguing Skills could be a bigger deal than MCP.

September 2025

Meta AI
New ModelsOpen weights

Code World Model (CWM)

Meta releases 32B Code World Model for agentic code reasoning

Meta released CWM, a 32B open-weights research model trained to internally model code execution, aimed at agentic code reasoning rather than plain code completion. The weights are on Hugging Face under facebook/cwm, giving the open-source community a new approach to code world modeling.

Scale AI
Benchmarks & EvalsOpen weights

SWE-bench Pro

Scale AI debuts SWE-bench Pro, a harder contamination-resistant eval

Scale AI released SWE-bench Pro, a tougher, contamination-resistant successor to SWE-bench for evaluating coding agents on realistic software engineering tasks. It ships with a public dataset on Hugging Face plus separate public and commercial leaderboards, and frontier models score far lower than on the original SWE-bench.

OpenAI
New Models

GPT-5-Codex

OpenAI ships GPT-5-Codex, an agentic coding upgrade for Codex

OpenAI released GPT-5-Codex, a version of GPT-5 finetuned for agentic coding inside the Codex product family. It anchors the episode's coding discussion, with the panel focusing on how coding models are becoming trustworthy enough for longer, productized agent workflows rather than just one-shot completions.

Weights & Biases
Major Features & Updates

Weave in W&B Workspaces

W&B brings Weave traces into Models workspaces for RL runs

Weights & Biases shipped Weave inside W&B Models workspaces, so reinforcement learning runs can now be logged and inspected with Weave trace tooling alongside training metrics. The show frames it as giving RL training 'x-ray vision' into what the model is actually doing.

xAI
New Models

Grok Code 1

Grok Code 1 takes ~50% of coding traffic on OpenRouter

xAI's new Grok Code 1 coding model rocketed to roughly 50% of all coding traffic on OpenRouter shortly after launch, helped by a free promotional period and fast, cheap inference. The panel discussed it as evidence that the coding-model market is highly price- and speed-sensitive.

July 2025

Agentica
New ModelsOpen weights

DeepSWE-Preview

DeepSWE-Preview hits 59% SWE-Bench Verified with pure RL on Qwen3-32B

Agentica and collaborators (with guest Michael Luo of UC Berkeley) released DeepSWE-Preview, a fully open-sourced RL-trained coding agent built on Qwen3-32B that reached 59% on SWE-Bench Verified, a top open result in a benchmark dominated by closed systems. The team published training methodology and weights, emphasizing reproducible reward design and verification over sealed benchmark numbers.

59% SWE-Bench Verified
Cursor (Anysphere)
Major Features & Updates

Cursor Agents on Web, Mobile & Slack

Cursor rolls out coding agents on web, mobile, and Slack

Cursor launched its AI coding agents on web and mobile with Slack integration, extending code agents beyond the editor window into ambient, always-on workflow software. The launch landed the same week Cursor poached key creators of Claude Code, making it product-strategy news as much as HR news.

May 2025

Google DeepMind
Products & Apps

AlphaEvolve

AlphaEvolve: Gemini-powered coding agent for discovering new algorithms

Google DeepMind announced AlphaEvolve, a Gemini-powered coding agent that designs and evolves advanced algorithms, credited on the show as one of the week's mind-bending algorithmic-discovery stories. DeepMind opened an interest form for early access rather than shipping it broadly.

UC Berkeley
DatasetsOpen weights

PromptEvals

PromptEvals: 12K+ real production assertion criteria for LLM evals

Shreya Shankar and collaborators released PromptEvals, the first large-scale corpus of production LLM guardrails: 2,087 developer prompts paired with 12,623 assertion criteria covering structure, style, grounding and hallucination checks, about 5x larger than prior sets. Fine-tuned open Mistral-7B and Llama-3-8B checkpoints generate assertions +21 F1 better than GPT-4o at a fraction of the latency. Accepted to NAACL 2025.

April 2025

HumanLayer
Dev ToolsOpen weights

12-Factor Agents

Dex Horthy publishes 12-Factor Agents, a guide to production-ready agents

HumanLayer founder Dex Horthy published 12-Factor Agents, an open GitHub repo and essay distilling common patterns and pitfalls for building reliable, production-ready AI agents. Drawing on his experience building agent SDKs, it argues that serious teams end up writing large parts from scratch and lays out principles for robust agent design, discussed in depth on the show.

OpenAI
Dev ToolsOpen weights

Codex CLI

OpenAI debuts Codex CLI, an open source terminal coding agent

OpenAI released Codex CLI, an open source coding tool for the terminal. It ships with hardened security, using Apple Seatbelt on macOS to limit execution to the current directory plus temp files.

Weights & Biases
Major Features & Updates

W&B Weave Playground

W&B Weave Playground adds GPT-4.1 family and o3/o4-mini support

The Weights & Biases Weave Playground shipped full support for the new GPT-4.1 family and the o3/o4-mini models, letting developers evaluate and compare the week's new models for their own applications.

Cloudflare
Dev ToolsOpen weights

Agents SDK

Cloudflare releases a new Agents SDK for building stateful AI agents

Cloudflare shipped a new Agents SDK for building and deploying AI agents on its edge platform. It joins the week's wave of agent infrastructure announcements alongside Google's A2A and broad MCP adoption.

New ModelsOpen weights

DeepCoder-14B-Preview

DeepCoder-14B: open RL-finetuned coder beats DeepSeek R1 and o3-mini on coding

Together AI and Agentica (UC Berkeley Sky Computing Lab) released DeepCoder-14B-Preview, a reasoning model finetuned with RL that beats DeepSeek R1 and even o3-mini on several coding benchmarks. The project aims to democratize RL: the team open-sourced the model, the training dataset, the Weights & Biases logs, and the eval logs. Guest Michael Luo from Agentica joined the show to discuss the release.

14B Model parameters
Weights & Biases
Also Released

observable.tools & MCP RFC-269

W&B launches observable.tools initiative and MCP observability RFC

Weights & Biases launched the observable.tools initiative and published an RFC (RFC-269) proposing observability standards for the Model Context Protocol, inviting community comment. W&B also announced it is a launch partner for Google's A2A protocol.

All Hands AI
New ModelsOpen weights

OpenHands LM 32B

OpenHands LM 32B: MIT-licensed coding agent model hits 37.2% SWE-Bench

All Hands AI (formerly OpenDevin) released OpenHands LM 32B, an MIT-licensed Qwen finetune that scores 37.2% on SWE-Bench Verified, competing with much larger models on real-world repo tasks. The OpenHands agent also took the #2 spot on the new Live SWE-Bench leaderboard, and the 32B model runs locally on a single RTX 3090. A hosted OpenHands Cloud version is also available; guest Xingyao Wang joined the show to discuss it.

37.2% SWE-Bench Verified score#2 Live SWE-Bench leaderboard (OpenHands agent)
Cognition Labs
Products & Apps

Devin 2.0

Devin 2.0 launches with new IDE experience and $20/month entry price

Breaking during the show: Cognition Labs launched Devin 2.0, the second version of its AI software engineer, with a new IDE experience. Crucially, pricing now starts at $20/month, down from the original $500/month tier, making the agent far more accessible.

$20/mo new starting price
Weights & Biases
Also ReleasedOpen weights

Observable Tools

W&B launches Observable.tools initiative to add observability to MCP

Alex and Weights & Biases launched the Observable Tools initiative to bring observability to the Model Context Protocol (MCP) ecosystem, since external tool calls currently lose visibility for debugging and security. A concrete proposal using OpenTelemetry was posted to the MCP specification GitHub discussions for community feedback.

Windsurf
Major Features & Updates

Windsurf Netlify deployments

Windsurf adds one-click deployments to Netlify

Windsurf shipped a deployments feature that lets users push apps straight to Netlify from the editor. A small but practical step toward end-to-end app building inside AI coding tools.

March 2025

OpenAI
Major Features & UpdatesOpen weights

MCP support in OpenAI Agents SDK

OpenAI adopts Anthropic's Model Context Protocol - MCP won

OpenAI officially announced support for the Model Context Protocol (MCP) in its Agents SDK, effectively settling the agent tool-connectivity standards war in MCP's favor. Possibly more impactful long-term than the week's flashier launches, since the entire ecosystem can now converge on one protocol for connecting models to tools and data.

Weights & Biases
Dev ToolsOpen weights

Weave MCP Server

W&B ships official Weave MCP server - talk to your evals

Weights & Biases shipped an official MCP server for Weave, its LLM observability and evaluation tool, letting agents and MCP clients query and analyze your evals directly. Morgan McQuire of the W&B Applied AI team demoed it on the show, with wandb Models integration coming soon so agents can monitor loss curves for you.

Cursor
Major Features & Updates

Claude 3.7 MAX

Cursor ships Claude 3.7 MAX mode

Cursor shipped Claude 3.7 MAX, a mode giving the agent the full context window and higher tool-call limits with Claude 3.7 Sonnet. It is aimed at harder, longer coding tasks at premium usage-based pricing.

Google
Major Features & Updates

Gemini Deep Research, Canvas & Live Previews

Google makes Deep Research free, adds Canvas and Live Previews to Gemini

Google made its Deep Research agent free for Gemini users and shipped Canvas, a collaborative workspace with live previews for code and documents. Demos on the show included a playable Tetris game and a markdown word counter built and previewed directly inside Gemini.

Google
Major Features & Updates

Google AI Studio YouTube link understanding

Google AI Studio adds native YouTube video understanding via link dropping

Google AI Studio now lets you drop a YouTube link and have Gemini natively understand the video. This unlocks video analysis, summarization, and support use cases without downloading or preprocessing the content.

OpenAI
APIs & Platforms

Responses API + Web Search, File Search, Computer Use tools

OpenAI launches Responses API with Web Search, File Search, and Computer Use

OpenAI announced a new agent-focused developer stack at a livestream: the Responses API, a new way to build with OpenAI designed for agentic workloads, plus an Agents SDK. It ships with three built-in tools: Web Search, a File Search tool providing built-in RAG over your files, and a Computer Use tool for agents that operate computer interfaces.

Baidu
Dev Tools

Miaoda

Baidu launches Miaoda no-code AI app building tool

Baidu introduced Miaoda, a no-code AI-powered build tool that lets users create applications without writing code. It joins the growing wave of AI-assisted app builders coming out of Chinese tech giants.

Cloudflare
Dev ToolsOpen weights

MCP servers on Cloudflare Workers

Cloudflare ships support for building MCP servers on Workers

Cloudflare published tooling and docs for building and deploying Model Context Protocol servers on Cloudflare Workers, riding the MCP wave sweeping the AI community. Senior PM Dina Kozlov joined the show's MCP deep dive to walk through it alongside MCP builder Jason Kneen.

Google
Dev Tools

Data Science Agent in Colab

Google ships Gemini-powered Data Science Agent in Colab

Google launched a Data Science Agent inside Google Colab, powered by Gemini, that can autonomously generate complete, working notebooks from natural language descriptions of an analysis task. It automates data loading, exploration, and modeling boilerplate for data scientists.

February 2025

Anthropic
New Models

Claude 3.7 Sonnet

Anthropic releases Claude 3.7 Sonnet, a coding beast with immaculate vibes

Anthropic shipped its long-awaited model update, Claude 3.7 Sonnet, which the crew called a coding BEAST with 'immaculate' vibes. It was one of the week's two huge model drops alongside GPT-4.5 and became an instant favorite for AI coding workflows like those discussed in the Windsurf interview.

Inception Labs
New Models

Mercury

Inception Labs debuts Mercury, a commercial diffusion LLM

Inception Labs announced Mercury, billed as the first commercial-scale diffusion large language model, generating text via diffusion rather than autoregressive decoding. The approach promises dramatically faster token throughput, demoed first with the Mercury Coder playground.

Weights & Biases
Papers & Research

Agents Whitepaper & Course

Weights & Biases releases an AI agents whitepaper and announces agents course

Weights & Biases released a whitepaper on evaluating AI agent applications and announced an upcoming agents course built in collaboration with OpenAI's Ilan Biggio, with signups at wandb.me/agents. The push targets agent evaluation and observability tooling for the community.

xAI
New Models

Grok 3

xAI launches Grok 3, claiming SOTA benchmarks and a 1M token context window

xAI dropped Grok 3 on Monday evening, claiming state-of-the-art performance on several benchmarks and a 1 million token context window, with heavy emphasis on agents and future reasoners. The launch was messy, with a bug serving Grok 2 to some users and an eval-methodology spat with OpenAI over best-of-N scores, but vibes shifted positive, with co-hosts calling the base model the best coding model out. It is free for now, 'until their GPUs melt', with no API yet for independent evaluation.

January 2025

ByteDance
Dev Tools

Trae

ByteDance launches Trae, an AI IDE competing with Cursor

ByteDance launched Trae, an AI-powered code editor positioned as a Cursor competitor. It is ByteDance's second shipping move of the week alongside the UI-TARS computer-use models.

Pietro Schirano
Dev ToolsOpen weights

RAT (Retrieval Augmented Thinking)

RAT: pipe DeepSeek R1 reasoning into other models

Guest Pietro Schirano released RAT (Retrieval Augmented Thinking), a technique and tool that extracts DeepSeek R1's reasoning traces and feeds them to a cheaper, faster model like GPT-3.5 Turbo for the final answer. It showcases the new pattern of mixing open reasoning traces with closed completion models.