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Building a Comprehensive AI Agent Evaluation Framework with Metrics, Reports, and Visual Dashboards
class AdvancedAIEvaluator: def __init__(self, agent_func: Callable, config: Dict = None): self.agent_func = agent_func self.results = [] self.evaluation_history = defaultdict(list) self.benchmark_cache = {} self.config = { ‘use_llm_judge’: True, ‘judge_model’: ‘gpt-4′, ’embedding_model’: ‘sentence-transformers’, ‘toxicity_threshold’: 0.7, ‘bias_categories’: [‘gender’, ‘race’, ‘religion’], ‘fact_check_sources’: [‘wikipedia’, ‘knowledge_base’], ‘reasoning_patterns’: [‘logical’, ‘causal’, ‘analogical’], ‘consistency_rounds’: 3, ‘cost_per_token’: 0.00002, ‘parallel_workers’: 8, ‘confidence_level’: 0.95, ‘adaptive_sampling’: True, ‘metric_weights’: { ‘semantic_similarity’: 0.15, ‘hallucination_score’: 0.15, ‘toxicity_score’: 0.1, ‘bias_score’: 0.1, ‘factual_accuracy’: 0.15, ‘reasoning_quality’: 0.15, ‘response_relevance’: 0.1, ‘instruction_following’: 0.1 }, **(config or {}) } self._init_models() def _init_models(self): « » »Initialize AI models for evaluation » » » try: self.embedding_cache = {} self.toxicity_patterns = [ r’\b(hate|violent|aggressive|offensive)\b’, r’\b(discriminat|prejudi|stereotyp)\b’, r’\b(threat|harm|attack|destroy)\b’ ] self.bias_indicators = { ‘gender’:…
Ethereum (ETH) has had an impressive July, surging over 60% from around $2,400 on July 1 to a high of $3,941 by July 27. What’s particularly notable about this rally is that it appears to be driven by fresh capital inflows – not a rotation out of Bitcoin (BTC), as some have suggested. ETH Rally Driven By Fresh Capital According to a CryptoQuant Quicktake post by contributor Carmelo Aleman, claims that ETH’s current rally is a result of capital rotation from Bitcoin to Ethereum are unfounded. Aleman references on-chain data – especially the Bitcoin Realized Cap – to explain his…
Join Our Telegram channel to stay up to date on breaking news coverage SharpLink Gaming Chairman Joe Lubin wants to be for Ethereum what Michael Saylor is for Bitcoin, and seeks to buy Ethereum as fast as possible for shareholders. “We believe that we’ll be able to accumulate more Ether — per fully diluted share — much faster than any other Ethereum-based project, or certainly faster than the Bitcoin-based projects,” he said during an interview with Bloomberg Television yesterday. SharpLink Raising Capital Daily, Staking ETH Holdings During the interview, Lubin said SharpLink is acquiring capital ”every single day” in an…
Stablecoins are redefining global payments with unmatched speed and efficiency, as Ripple’s RLUSD gains traction amid soaring demand across volatile markets and underserved financial corridors. Ripple Names Stablecoins as Core to Fast, Low-Cost Payments in Volatile Markets Ripple published a report on July 25, examining the role of stablecoins and highlighting leading payment providers shaping […]
Shared suffering, triple frustration: what was missing until now The gloomy plains of Limveld are among the most captivating settings FromSoftware has ever created. In Elden Ring Nightreign, the experimental roguelike spin-off of the acclaimed series, you fight your way through nightmarish waves of monsters, only to face an overpowered boss after three days. Until now, however, you’ve always had to do so in a group of three – whether you wanted to or not. This rigid three-player system proved to be a stumbling block for many fans. Although you could team up with friends, the obligation to include a third, often randomly selected person…
Michael Saylor’s Strategy says it bought 21,021 Bitcoin after raising $2.5 billion from its fourth preferred stock — STRC — making it the largest US initial public offering in 2025 so far.Strategy, which has the largest Bitcoin (BTC) holdings among public companies, said on Tuesday that its latest buy was at an average purchase price of $117,256 per coin, bringing its total stash to 628,791 BTC. The purchase was the firm’s largest since March 31, BitcoinTreasuries.NET data shows.The company formerly known as MicroStrategy raised $2.5 billion by selling 28 million shares of Variable Rate Series A Perpetual Preferred Stock (STRC)…
Corporations are buying Ether at a faster pace than Bitcoin, signaling a shift in institutional interest toward the world’s second-largest cryptocurrency as it prepares to celebrate its 10th anniversary, according to a new report from Standard Chartered shared with Cointelegraph. Corporate cryptocurrency treasury firms have bought up 1% of the total Ether (ETH) supply since the beginning of June, the bank said in a Tuesday research report.Over the same period, Ether-focused treasury firms have doubled the pace of investments compared to their Bitcoin (BTC)-focused counterparts, helping ETH outperform Bitcoin’s price action, the report said.The report attributed some of Ether’s recent…
Key takeaways:The dominance of Ether’s futures volume surpassed Bitcoin for the first time since 2022.Tron-ecosystem stablecoin activity rose, pointing to capital inflows into the altcoin ecosystem.Ether (ETH) has gained everyone’s attention over the past few weeks, with new data showing a clear shift away from Bitcoin (BTC) as the biggest altcoin by market capitalization rallied more than 50% in a month. According to Glassnode, Ether perpetual futures volume dominance has overtaken Bitcoin for the first time since 2022, marking the “largest” volume skew in ETH’s favor on record. The analytics platform noted that this shift “confirms a meaningful rotation of…
We are happy to announce the launch of a large-scale translation program for Ethereum.org, which will translate the website and other resources into more than 15 languages. Ethereum is a global project, and it is critical that Ethereum.org reflect our worldwide community. Since the website’s relaunch, our team has prioritized organizing a translation program that can ensure resources about Ethereum are accessible to everyone, regardless of their nationality or language. Today, we are thrilled to launch our first full translation: a Korean version of the website, available now at ethereum.org/ko. In the coming weeks, our program will expand with an…
Esports organization OG has revealed troubling financial issues despite maintaining multiple high-profile crypto sponsors. OG is a household name in esports, fielding teams across six different esports with a massive trophy cabinet in its mainstay of Dota 2. However, despite being one of the winningest organizations in gaming history, the company is still burning capital in an attempt to stay afloat. Its 2024 financial report revealed that it had earned only €836,877 in revenue with over €3 million in staff costs. The financial report also expresses worries about the company’s potential future. In response to 2024’s troubling financial results, OG…