SevenTnewS

coding agent

4 published articles

LLMs & ModelsFeatured1 min read

Coding Agents

Cognition's new coding agent scores near frontier results for pocket change

Cognition's SWE-1.7 coding model narrows the gap to frontier systems at a fraction of the cost, scoring 42.3% on FrontierCode and running at 1,000 tok/s. The model was trained on an improved reinforcement learning pipeline using Kimi K2.7 as the base.

2026-07-09

AI3 min read

Artificial Intelligence

Kimi K2.7 Code is faster and cheaper. But open-source coding just hit a wall called GPT-5.5.

Moonshot AI's Kimi K2.7 Code makes big gains on long-horizon coding tasks with 30% less token waste. Yet GPT-5.5 and Claude Opus 4.8 still lead on key benchmarks, highlighting the real-world trade-offs of open-source decisions.

2026-07-09

Labs & ResearchFeatured3 min read

AI Labs & Research

MiniMax's M3 just wrote its own CUDA kernel, and opened the code

MiniMax M3 scores 83.5 on BrowseComp, edges past Opus 4.7, and handles up to 1M tokens natively. In a remarkable autonomy test, it self-optimized a GPU kernel from 7.6% to 71.3% peak utilization without human intervention.

2026-07-09

Open Source3 min read

Open source innovation

Hugging Face's Moon Bot turns Slack into a coding agent, and that's just this week

Moon Bot brings AI-assisted coding directly into Slack workflows, while VLX-Flow and VLX-Seek tackle real-time video understanding and fine-grained perception. Other highlights include a medical encoder pretraining recipe, QLORA distillation experiments on Qwen, and an extraterrestrial benchmark for machine learning.

2026-06-29