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Edition D18JULY 6, 20263 top signals

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LongCat-2.0 open-sources a 1.6T-parameter MoE under MIT

Meituan LongCat says it released LongCat-2.0 model weights and inference code under an MIT license. The model is described as a 1.6T-parameter MoE with about 48B active parameters, 1M-token context, agentic coding integrations, and GPU/NPU deployment support.

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Tools & repos

5 selected

Zackriya-Solutions/meetily

Meetily is a self-hosted, local-first AI meeting assistant for macOS and Windows, built in Rust with live Parakeet/Whisper transcription, speaker diarization, and Ollama-based summarization. It is useful for teams that want meeting notes without sending audio to a cloud service.

TryCase

TryCase provides disposable test environments for AI coding agents. The core use case is giving agent-generated code a safe, isolated place to run and validate changes before they touch shared development or production systems.

T3MP3ST

T3MP3ST is a multi-agent offensive-security framework that connects to Claude Code, Codex, Hermes, or local models and runs authorized recon, exploit, and reporting workflows. Its README claims a 90.1% pass@1 result on XBOW's 104-challenge suite, with reproducible benchmark scripts.

Hermes MoA 2.0

Nous Research released Hermes Mixture of Agents 2.0, an open-source ensemble layer that queries models such as GPT, Claude, and DeepSeek in parallel and synthesizes a final answer. The useful signal is less another base model and more a configurable orchestration layer for reasoning, coding, and instruction-following tasks.

Blogs worth your time

1 reads

Hugging Face Kernels adds trusted publishers, signing, and a Hub repo type

Hugging Face explains the Kernels redesign: a first-class Hub repository type for native kernels, trusted publishers, Nix-based reproducible builds, Git SHA provenance, Sigstore signing, Torch Stable ABI support, TVM FFI, and agent-friendly kernel-builder workflows. Useful if you ship custom accelerator kernels and need distribution and security patterns before agents start generating kernel code.

Funding & acquisitions

1 moves

PRISM (OYO)

OYO parent Oravel Stays, now rebranded as PRISM, has filed an updated DRHP for a ₹6,650 Cr fresh-issue IPO with no offer for sale. The filing shows profitability and global diversification, but nearly 75% of proceeds are intended for debt repayment.

Bengaluru radar

4 events

Startup World Cup 2026 Bengaluru

Pegasus Tech Ventures and CEDAT are bringing the Startup World Cup regional finale to RVITM Bengaluru. Applications close July 10, the top 10 startups are announced July 20, and the regional finale feeds into a Silicon Valley grand finale with a $1M investment prize.

ScheduleSaturday · August 8, 2026LocationRV Institute of Technology and Management, Bengaluru