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MON 12.10.2026 · 19:42 UTC EDITION T-2026-W42

Category / T-CAT / SOFTWARE

Software

Articles168
This week8
Last updatedOctober 11, 2026

Software / T-2026-9928

Karpathy's coding critique, packaged as a CLAUDE.md file

A CLAUDE.md file distills Karpathy's LLM coding critique into four principles for Claude Code.

Sourcemultica-ai/andrej-karpathy-skills

Software / T-2026-7416

Apache Maka makes the agent log the runtime, not the model

Apache Maka's local-first agent workspace treats the event log as the runtime, a design worth watching for AI accountability.

Sourceapache/maka

Software / T-2026-7434

llama.cpp b10538: the KV cache gets a batch-size switch

llama.cpp b10538 turns off KV-cache dequantization for small batches on Apple Silicon, a small change with a big signal.

Sourceggerganov/llama.cpp b10538

Software / T-2026-2296

Tencent's AI-Infra-Guard turns agent skills into a CVE-style attack surface

Tencent's open-source AI-Infra-Guard brings CVE-style scanning to agent skills, MCP servers, and LLM infrastructure.

SourceTencent/AI-Infra-Guard

Software / T-2026-3620

Anthropic's SDK update signals the real agent battleground: memory and tooling

Anthropic's v0.125.0 SDK adds managed-agent web search and sandbox memory. A small changelog, a big signal about where agent infrastructure is heading.

Sourceanthropics/anthropic-sdk-python v0.125.0

Software / T-2026-7339

llama.cpp b10506: the quiet art of dequantizing q8_0 faster on Metal

llama.cpp b10506 ships a Metal q8_0 dequantization win. The real signal is how much frontier inference still lives in kernel details.

Sourceggerganov/llama.cpp b10506

Software / T-2026-8490

OpenViking turns agent memory into a filesystem, and cuts token spend by up to 91%

Volcengine open-sources OpenViking, a context database that unifies agent memory, RAG, and skills under a viking:// filesystem.

Sourcevolcengine/OpenViking

Software / T-2026-8976

ai-memory: the agent handoff layer that treats context as a git repo

ai-memory gives coding agents a shared, persistent wiki for cross-vendor handoffs. It's a bet that context, not compute, is the real moat.

Sourceakitaonrails/ai-memory

Software / T-2026-6992

CLI-Anything's bet: every GUI app gets a terminal, and agents get the keys

HKUDS/CLI-Anything generates agent-native CLIs for desktop apps. The registry's growth signals a shift in how AI agents will control software.

SourceHKUDS/CLI-Anything

Software / T-2026-5816

Unsloth's desktop app turns local AI into a consumer product

Unsloth ships a desktop app for running and training LLMs locally, with agent hooks and remote access.

Sourceunslothai/unsloth

Software / T-2026-2780

holaOS bets agent portability beats model loyalty

holaOS is an open-source agent workspace that runs Claude Code, Codex, or its own agent over one shared memory and 100+ integrations.

Sourceholaboss-ai/holaOS

Software / T-2026-9802

Cactus Compute's 14MB Needle 2 shrinks tool-calling AI to fit on a phone

Cactus Compute ships Needle 2, a 45M-parameter tool-calling model in a 14MB binary that runs in 28MB of RAM.

Sourcecactus-compute/needle