AI agents
74 published articles
Qoder Computer Use
One engineer shipped a macOS agent without knowing Swift
An engineer who could not read Swift shipped production-grade macOS software with Qoder's Computer Use. His approach: judge code by behavior, make the Agent generate its own tests, and keep every lesson in the file system so no round starts from zero.
2026-08-12
On-device AI agents
LFM2.5-2.6B: the tiny agent that outruns models 4x its size
Liquid AI's LFM2.5-2.6B fits an agentic model into 2.6B parameters and under 2.5 GB of memory, topping every instruction-following benchmark it was tested on. It runs 220 tokens/s on a laptop; coding is the one clear gap.
2026-08-12
Open source AI
Muse Glimmer: Meta's 30B agent fits under 20GB, cloud optional
Meta open-sourced Muse Glimmer, a 30B agentic model that runs offline on a single consumer GPU. Quantization keeps it under 20 GB; a DFlash drafter delivers up to 3.1x faster decoding on an RTX 5090, and the weights are on Hugging Face under Apache 2.0.
2026-08-10
Open Source AI
Alibaba's biggest model coded alone for 16 days. Next week, its weights go public.
Qwen3.8-Max activates just 95 billion of its 2.4 trillion parameters, ranks second in Vision Arena, and built an agent framework in a 16-day autonomous run. Alibaba publishes the weights next week in its first open-weight flagship release.
2026-08-10
Agentic UI
Qoder Canvas: a design system built for agents, not humans
Alibaba's Qoder team argues the chat window is the wrong container for complex agent output. Qoder Canvas applies design-system thinking to agent interfaces, teaching agents to build interactive, codebase-aware artifacts instead of walls of Markdown.
2026-08-07
Enterprise AI
Forget the model race: Alibaba is automating security operations
Qwen3.8-Max grabbed the headlines, but Alibaba's real move is quieter: AI agents that run security operations inside its cloud console. We break down the SecOps Agent, the Qwen-powered fraud forensics, and the lock-in strategy behind the scores.
2026-08-06
Qwen3.8-Max open weights land next week
Alibaba's most powerful model ever is going open source
Qwen3.8-Max, Alibaba's first open-weight Max-class model at 2.4 trillion parameters, hits Hugging Face and ModelScope next week. The launch reframes the open-source question: what happens when the frontier's biggest weights are free to download and test?
2026-08-06
Node.js Observability & APM
Node.js traces break at every await. Alibaba's ARMS agent stitches them back
Node.js services now act as BFFs, gateways, and AI orchestration layers, so one request crosses databases, caches, queues, and LLM calls. Alibaba Cloud's ARMS Node.js agent merges OpenTelemetry tracing, runtime health checks, and AI observability into a single npm package.
2026-08-05
The Security Architecture of AI Coding Agents
Hugging Face's Slack bot queries production data. The LLM never sees the keys
Hugging Face runs an internal Slack coding agent, Moon Bot, that can query production databases and open PRs. Its security design keeps credentials out of the model's reach via Okta tiers, sandboxed bash, and local reverse proxies that inject keys server-side.
2026-08-04
AI Agents
Zuckerberg's 24/7 agent promise runs into Meta's trust problem
Zuckerberg promises 24/7 consumer agents for health, relationships and finances, calling them Meta's next revenue wave. Distribution is real at WhatsApp scale, but a trust deficit and missing data ecosystems stand between the vision and the billions of users it needs.
2026-08-03
Artificial Intelligence
The AI that remembers every failure it fixes, and gets better with each one
OpsMem couples a short-term memory (STM) for the evolving diagnostic state with a long-term memory (LTM) for reusable operational experience. Through a mechanism called cross-memory resonance, the system activates state-relevant experience from LTM to guide multi-agent diagnosis. On a Huawei microservice dataset, it outperformed agentic-reasoning and knowledge-augmented baselines by significant margins.
2026-08-03
Frontier model access
Anthropic's smartest Claude is the one you can't use
Anthropic launched Claude Fable 5 for everyone and kept Claude Mythos 5 for vetted partners. Same model class, two access doors. The benchmarks matter less than the routing, and the routing is how frontier AI ships from here.
2026-08-03