How to Use NVIDIA Canary-1B-v2 for ASR, Translation, and Automatic SRT Subtitle Export in Python
import time, json, gc, math, urllib.request import torch, numpy as np, soundfile as sf, librosa print(“>>> PHASE 2: running tutorial\n”) print(“NumPy:”, np.__version__, “| PyTorch:”, torch.__version__) print(“CUDA available:”, torch.cuda.is_available()) if torch.cuda.is_available():…
Prime Intellect Releases prime-rl 0.6.0 to Train Trillion-Parameter MoE Models on Agentic RL Workloads
Prime Intellect has released prime-rl version 0.6.0. The framework targets reinforcement learning on trillion-parameter Mixture-of-Experts (MoE) models. It focuses on heavy agentic workloads, like long-horizon software-engineering tasks. The research team…
GLM-5.2 OpenAI-Compatible API: A Hands-On Guide to Reasoning Effort, Function Calling, and Long-Context Retrieval
import sys, subprocess subprocess.run([sys.executable, “-m”, “pip”, “install”, “-q”, “-U”, “openai”], check=False) import os, re, json, time, getpass from openai import OpenAI PROVIDERS = { “zai”: {“base_url”: “https://api.z.ai/api/paas/v4/”, “model”: “glm-5.2”, “env”:…
xAI Launches /goal in Grok Build, Adding Long-Running Autonomous Execution With Built-In Verification for Multi-Step Coding Tasks
xAI shipped a new mode called /goal inside Grok Build, its terminal coding agent. The feature targets long-running, autonomous task execution. You hand the agent a larger implementation task, then…
Sakana AI Launches Sakana Fugu: An Orchestration Model That Routes Tasks Across a Swappable Pool of Frontier LLMs
Today, Sakana AI launched Sakana Fugu. It is a multi-agent orchestration system that behaves like one model. You send a request to a single endpoint. Fugu decides how to handle…
MoonMath AI Open-Sources a HIP Attention Kernel for AMD MI300X That Beats AITER v3 on Every Shape and Rounding Mode
MoonMath AI team has released a bf16 forward attention kernel for AMD’s MI300X GPU. It is written in HIP, not hand-written assembly. The code is open-source under the MIT license.…
How to Design Python-First Interactive Dashboards with Prefab Reactive UI Components and Static HTML Export
import random from collections import Counter, defaultdict from datetime import date, timedelta from prefab_ui.actions import AppendState, OpenLink, PopState, SetState, ShowToast, ToggleState from prefab_ui.app import PrefabApp from prefab_ui.components import ( Alert,…
The 7 Types of Agent Memory: A Technical Guide for AI Engineers
Large language models are stateless by default. Each API call starts fresh. The model forgets your last message once the response returns. That is fine for a single question. It…
Crawlee for Python: Build a Web Crawling Pipeline with Robots Handling, Link Graphs, and RAG Chunk Export
def make_rag_chunks(rows, max_chars=700): chunks = [] for row in rows: text = ( row.get(“text_preview”) or row.get(“rendered_text”) or row.get(“description”) or “” ) text = normalize_text(text) if not text: continue sentences =…
Cisco AI Introduces FAPO: Pipeline-Aware Prompt Optimization With Step-Level Failure Attribution and Claude Code Orchestration
Getting prompts right is still the hardest part of shipping reliable LLM applications. Small wording changes can swing accuracy by 20 percent. What works on a few examples often breaks…









