Fine-Tuning Qwen3 with LoRA for Reliable Tool Calls: A Practical XYZ-Aquila-SFT Recipe
Fine‑Tuning Tool‑Calling LLMs: a practical Qwen3 + XYZ‑Aquila‑SFT SFT recipe This guide shows how to fine‑tune Qwen3 with LoRA so it reliably emits structured tool calls from the XYZ‑Aquila‑SFT trajectories while preserving in‑turn reasoning (<think> blocks). Follow the pipeline and you’ll get a reproducible set of structured JSONL artifacts, a corpus stats report, and a […]
PerceptionBench: Multimodal AI Fails Basic Visual Perception — Top Models Below 60%
TL;DR, Don’t hand the camera feed to a model and call it a day When a multimodal model confidently says there are three apples in a bowl that contains none, it is not being cheeky. It is failing at the basic task of reading a picture. Moonshot AI’s PerceptionBench separates visual perception from reasoning and […]
AI hiring and the cognitive commons: how replacing juniors erodes professional expertise
When efficient AI hiring becomes a slow bleed: Lovett’s “tragedy of the cognitive commons” Nolan Lovett, a researcher at NATO Special Operations University, argues that individually rational choices to replace entry‑level work with AI can slowly eat away the tacit knowledge professions rely on, what he calls the “tragedy of the cognitive commons” (Lovett, arXiv:2607.29380; […]
Unitree G1 humanoids: viral PR stars, not yet ready for enterprise automation
In April 2026 a viral clip showed a four-foot-tall humanoid in Warsaw, nicknamed Edward, chasing away wild boars while wearing a backpack and a Rolex. That footage was one of several moments that turned Unitree’s G1 into the go-to platform for public-facing robot stunts. The scene and the broader phenomenon were documented by Zeyi Yang […]
Designing Reward Signals for Multi-Turn Reinforcement Fine-Tuning on Amazon Nova Forge
Custom reward functions for multi-turn reinforcement learning with Amazon Nova Forge Bad reward design in multi-turn reinforcement fine-tuning (RFT) can produce deceptively good training curves while teaching an agent the wrong behavior, here’s why and how to avoid it. One experiment the Nova Forge team shared makes the point bluntly: a shaping bonus that only […]
AI agents automate experiments but fail to produce publishable research, study shows
Study challenges lab claims that AI agents can autonomously conduct publishable research In a tightly controlled test reported by Jonathan Kemper in The Decoder (Aug 14, 2026), researchers from Princeton and the UK AI Security Institute gave state‑of‑the‑art models the exact same research problems their human authors had been working on, with full compute, API […]
OpenFactory AI agents assemble bootable Linux ISOs — enterprises require SBOMs and signed artifacts
OpenFactory demonstrates that AI-driven pipelines can assemble bootable Linux ISOs from a prompt, but enterprises will insist on reproducibility, signing, and supply-chain controls before they deploy it at scale. A ZDNet hands‑on test shows how that works in practice. A tester used OpenFactory, a pre‑alpha service from developer Erik Ziegenbald (openfactory.tech), to generate a custom […]
Anthropic’s Claude-led agentic search raises Riemann zero-density to 67.25% and offers AI R&D lessons
Anthropic’s Claude-Led Search Raised the Unconditional Zero-Density Record, Here’s What It Actually Means Short version: Anthropic reports that an unreleased Claude research checkpoint ran an agentic search that produced a new unconditional asymptotic lower bound for the proportion of nontrivial zeros of the Riemann zeta function on the critical line, about 67.250%. This is up […]
Needle 2: 14MB on-device model turning voice commands into precise API calls using 28MB RAM
A 14MB binary that turns messy voice commands into precise API calls, and runs in 28MB of RAM Needle 2 is a compact, purpose-built translator: natural language in, typed function call out. Cactus Compute describes it as a 45M-parameter model that ships as a single 14MB binary and runs a full session in about 28MB […]
Dicio: Privacy-First On-Device Android Assistant for Timers, Calls and Media — With Limits
A privacy-first Android assistant that handles the basics, with limits Inc reported on Aug 5, 2026, that Google will begin migrating users from Google Assistant to Gemini on Sept 4, 2026. That matters because the move shifts more conversational features into Google’s cloud and paid tiers, leaving privacy-minded users and people who don’t want another […]