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GitHub Copilot's September Reset: Prepaid Seats, One Unified Agent Experience, Balanced Reviews by Default

GitHub Copilot September changes: prepaid Business and Enterprise seats, one unified agent experience and Balanced reviews by default. What it means for teams.

Blog
Weekly Highlights: Cheaper Tokens, Higher Stakes

Claude Code Auto Mode cracked at 60-80 percent, GLM-5.3-Flash at one-tenth the price, GPT-5.6 Sol cut a third, and Nvidia's reported $13B Hugging Face talks.

Blog
Gemini Omni 1.1 Flash Goes GA: Scene Extension, Keyframe Control, and 4K in the Gemini API

Gemini Omni 1.1 Flash is GA in the Gemini API with 10-second scene extension, first and last frame interpolation, 360p drafts and 4K upscaling, plus pricing.

Blog
OpenAI Hugging Face Incident Report: What 1,200 Agents Did

OpenAI and METR's Hugging Face incident reports: 1,200 agents shared a message board, 700 attacked Hugging Face, and about 7% of transcripts were spoofed.

Blog
Thinking in Python: Bruce Eckel Revives His 2008 Book With Claude in 2026

Bruce Eckel's Thinking in Python, started in 2008 and finished with Claude in 2026: a free 47-chapter book with build-verified examples and an AI disclosure.

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6 of 11 ASR Models Transcribe the Benchmark, Not the Audio: Benchmark Optimization in Speech, Quantified

ASR benchmark optimization, quantified: a Hume AI and Hugging Face study finds 6 of 11 speech models reproduce benchmark transcripts instead of the audio.

Blog
arrayref 0.3.10 Ran a Remote Payload at Build Time

arrayref 0.3.10 was compromised to pull in a proc-macro1 typosquat whose build script ran a remote binary. What happened and why coding agents walk into it.

Blog
Cloudflare Gateway Can Now Detect MCP Traffic on the Wire: Shadow MCP Gets a Network Boundary

Cloudflare Gateway now detects MCP traffic by protocol header, adds a shadow MCP dashboard, and can block MCP connections outside approved portals.

Blog
The ICML 2026 Agent Reproduction Audit: 23% of Examined Papers Had Falsified or Contested Claims

ICML 2026 reproduction audit: coding agents checked 2,226 papers claim by claim, and 23% had a falsified or contested claim. What the challenge found.

Blog
Weekly Highlights: Cheaper Agents, Harder Questions

Claude Code made auto mode the default, Gemini 3.7 Flash halved workhorse pricing, DeepSeek open-sourced its harness, and SQLite fixed a 16-year-old data race.

Blog
GitHub's AutoGPT Playbook: The Repo Instruction File Is Now an API for Other People's Agents

AutoGPT's playbook for AI pull requests: AGENTS.md placement, enforced PR templates, trigger-phrase skills and a CLA that keep agent-heavy repos reviewable.

Blog
We Read DeepSeek Harness: What 453K Lines of Agent Runtime Actually Say

DeepSeek Harness (dsh) code read: a 453K-line plugin runtime on a vendored Cordis fork, three patterns worth stealing, and the gaps the launch does not mention.

Blog
Grok 4.6: xAI's Agent-Focused Update Matches GPT-5.6 Sol at the Same $2/$6 Price

Grok 4.6 release guide: xAI's agent-focused update matches GPT-5.6 Sol on the AA index at the same $2/$6 pricing, and runs in Cursor and OpenCode.

Blog
CLAUDE.md Files Never Stop Growing: A New Paper Names the Mechanism

CLAUDE.md and AGENTS.md files keep growing because the reasoning behind each rule decays. A study of 1,867 repos names the mechanism and a comment-based fix.

Blog
The $44 Compiler: Persistent Projects Beat Persistent Agents

EvoX Genesis built a Rust C compiler for $44 in tokens by keeping the project persistent and agents finite-lived. What the design says about agent memory.

Blog
GitHub Copilot for JetBrains Gains Persistent Memory and Ollama BYOK

GitHub Copilot for JetBrains adds memory across chat sessions, Ollama as a BYOK provider, and enterprise settings for MCP access. What each feature does.

Blog
LFM2.5-VL-3B: Liquid AI's 3B Vision Model Reads Screens, Grounds Objects, and Calls Tools on a Laptop

LFM2.5-VL-3B is a 3B open-weights vision model from Liquid AI that reads screens, grounds objects and calls tools on a laptop. What shipped and how to run it.

Blog
OpenAI's Daybreak Cyber Models Land on Amazon Bedrock: GPT-5.6-Cyber Gets Its First Cloud Path

OpenAI Daybreak cyber models are on Amazon Bedrock: GPT-5.6-Cyber and GPT-5.6 Sol for eligible customers, gated by Trusted Access for Cyber enrollment.

Blog
OpenAI Enterprise Signals: The Agentic Gap Is Now Measurable, and It Is Not About Models

OpenAI Enterprise Signals data: Codex drives 64% of enterprise output tokens and frontier firms generate 8.3x the tokens per user of typical firms.

Blog
ACE vs ALTK-Evolve: How You Deliver Agent Memory Determines the Token Bill

ACE vs ALTK-Evolve for agent memory: both turn trajectories into lessons, but calibrated delivery matches accuracy on AppWorld at a fraction of the tokens.

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