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inside your own company and almost any failure is cheap: you retry, fall back, or potentially even ignore it. Put that same workflow behind a customer’s…
TL;DR a full working implementation in pure Python, along with benchmark results from a local setup. RAG systems do not fail only on quality. They can…
TL;DR debugging the same crash, I stopped blaming the model. It was always the same three problems:broken structured outputs, silent validation failures, and pipelines that looked…
Google is testing Remy, a new AI personal agent for Gemini, according to Business Insider. The tool is designed to take actions for users in work…
Bose has unveiled its Lifestyle Collection of audio products, which include a new soundbar, smart speaker and subwoofer that now use Google Cast or Apple AirPlay…
Australia’s financial regulator has warned financial firms that AI agent governance and assurance practices are poorly governed. The warning comes as banks and superannuation trustees expand…
import random, numpy as np, torch, torch.nn as nn, torch.nn.functional as F import matplotlib.pyplot as plt from dataclasses import dataclass from typing import Tuple, Dict, List…
class QwenChat: def __init__(self, model, processor, system=None, tools=None): self.model, self.processor = model, processor self.tokenizer = processor.tokenizer self.history: list[dict] = [] if system: self.history.append({“role”: “system”, “content”: system})…
consumer = huey.create_consumer( workers=4, worker_type=WORKER_THREAD, periodic=True, initial_delay=0.1, backoff=1.15, max_delay=2.0, scheduler_interval=1, check_worker_health=True, health_check_interval=10, flush_locks=False, ) consumer_thread = threading.Thread(target=consumer.run, daemon=True) consumer_thread.start() print(“Consumer started (threaded).”) print(“\nEnqueue basics…”) r1 =…
Many companies are taking a slower, more controlled approach to autonomous systems as AI adoption grows. Rather than deploying systems that act on their own, they…
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