Techyon

Claude Code now reads AGENTS.md if there is no Claude.md

The September 23, 2026, update to Claude Code introduces significant infrastructure and stability enhancements, particularly regarding the Claude apps gateway and Bedrock integrations. The gateway now supports Amazon Bed…

→ View original source

How OpenAI Used Its Own LLMs to Design Its Jalapeño Chip

OpenAI has unveiled Jalapeño, its proprietary AI accelerator chip, which achieves up to 13.4 petaflops of 4-bit compute and utilizes 232 GB of memory with a 15.4 TB/s bandwidth. The chip reportedly reduces end-to-end lat…

→ View original source

Self-Evolving Search Index

Researchers have introduced SELF-INDEX, an autonomous framework designed to enable search indices to self-evolve without human intervention. Recognizing that retrieval quality depends on how effectively index keys repres…

→ View original source

Don't Mask the Environment: Observation Supervision Changes How Agents Explore Under RL

Researchers have introduced ActObs, a novel supervised fine-tuning (SFT) approach designed to improve reinforcement learning (RL) performance by supervising both action and observation tokens within agent trajectories. W…

→ View original source

PACT: Can Enterprise AI Assistants Be Trusted Under Pressure?

Researchers have introduced PACT (Pressure-Applied Compliance Testing), a new benchmarking framework designed to evaluate the reliability of enterprise-grade LLM agents in following regulatory rules under psychological o…

→ View original source

Sample Count Is Not Enough: Candidate-Generation Strategy Shapes the Energy and Performance of LLM Test-Time Scaling

This study investigates how candidate-generation strategies influence the efficiency and performance of test-time scaling in large language models (LLMs). While increasing the number of candidates (N) improves reasoning …

→ View original source

MiniMax Code goes open source

MiniMax has open-sourced the terminal version of MiniMax Code, available at https://github.com/MiniMax-AI/minimax-code , featuring an interactive TUI and headless execution mode. The release enables developers to examine…

→ View original source

China’s mysterious AI company Naive AI is valued at over $1.4 billion and could release its first open-source llm model as early as this month.

Naive AI, a Tsinghua‑founded AI startup launched in February 2026, has secured $400 million across three funding rounds from Tencent, IDG Capital, Matrix Partners China and Sequoia China, pushing its valuation past $1.4 …

→ View original source

Multi-hour llama.cpp optimization experiments on Qwen MoE models, patches, benchmarks, and reproduction guides

The author conducted multi‑hour llama.cpp optimization experiments on Qwen3.6‑35B‑A3B and Qwen3.8 Flash‑Next MoE models, achieving substantial speedups in prompt processing and source‑code editing while keeping model wei…

→ View original source

Made the horizontal open-source model for Jev with RLCD, and it surpasses all the Jev benchmarks. HF space, benchmark, model, repo

The developer released an open‑source Jev model named Laya, trained on a single RTX 6000 Pro (96 GB VRAM) using RLCD; it is a 421 M‑parameter non‑autoregressive decision model that exceeds all existing Jev benchmarks. Th…

→ View original source

US government website used AI search tool (Qwen) from China that FBI said copied Anthropic

The US government deployed a Chinese-developed AI search tool called Qwen on one of its websites, as reported by Reuters. The FBI alleged that Qwen copied technology from Anthropic. This raises concerns about reliance on…

→ View original source

"Design an Inference Batching System": How to Answer the 2026 AI Engineer Interview Question

Originally published on AI Tech Connect. Why this question is on every 2026 rubric There is one AI system-design question that keeps turning up in interview reports this year, and it is short enough

→ View original source