Hermes Tool Search: Cut the MCP Tools Tax, Save Tokens and Boost AI Agent Accuracy

Hermes Agent Tool Search: cut the MCP Tools Tax, save tokens, and boost agent accuracy TL;DR: Exposing every tool JSON schema to a model bloats the context window, raises token cost, and degrades decision-making. Hermes Agent’s Tool Search lazy-loads schemas on demand (BM25-backed search + three bridge calls), cutting tool-definition tokens by ~85% in internal […]

X-Token Solves Tokenizer Mismatch: Deterministic Projection for LLM Knowledge Distillation

X-Token: Practical Cross-Tokenizer Knowledge Distillation for LLMs TL;DR: X-Token fixes a key blocker for knowledge distillation when teacher and student use different tokenizers. It builds a deterministic, probability-preserving projection matrix (W) that maps student token probabilities into teacher vocabulary space, then applies one of two KL-based loss modes (P-KL or H-KL) depending on a quick […]

Rosenbaum, ChatGPT and the Publishing Crisis: AI Detection, Trust, and Governance

When ChatGPT Meets Publishing: Lessons from the Rosenbaum Episode on AI, Trust, and Detection Steve Rosenbaum’s book, The Future of Truth, set out to explain how AI reshapes what we accept as fact. Instead it became a practical warning: when AI-assisted writing isn’t transparent, even established authors and publishers can face credibility damage. The New […]

Eightco’s $374M Treasury: Betting on OpenAI, Worldcoin, AI Agents and the Creator Economy

Eightco’s $374M Treasury: A High‑Conviction Play on OpenAI, Worldcoin and the Creator Economy TL;DR: Eightco Holdings (NASDAQ: ORBS) reported about $374 million in assets on May 27, 2026, concentrated around three themes: AI agents and automation, digital identity, and the creator economy. The largest exposures are roughly $90M in indirect OpenAI equity (via SPVs), ~283.45M […]

Bittensor Subnet Economy: Tokenized Markets Powering Decentralized AI for Business

Bittensor Subnet Economy: How Tokenized Markets Could Power Decentralized AI for Business TL;DR What: Bittensor is a tokenized marketplace that rewards models, compute and data processors for measurable AI outputs via task-specific subnets (subnets = independent markets; dTAO = per-subnet economic attribution; TAO = network token). Why it matters: It shifts value from raw compute […]