BestHub
Sign in
DataFunTalk
Author

DataFunTalk

Dedicated to sharing and discussing big data and AI technology applications, aiming to empower a million data scientists. Regularly hosts live tech talks and curates articles on big data, recommendation/search algorithms, advertising algorithms, NLP, intelligent risk control, autonomous driving, and machine learning/deep learning.

2.6k
Articles
2
Likes
11.1k
Views
1
Comments
Recent Articles

Latest from DataFunTalk

100 recent articles max
DataFunTalk
DataFunTalk
Jul 28, 2026 · Artificial Intelligence

What Is an Agent Harness? A Deep Dive into AI Agent Architecture

The article explains that an Agent Harness is the full software infrastructure surrounding a large language model—handling orchestration loops, tool integration, memory, context management, error handling, and security—and shows how production‑grade harnesses, defined by Anthropic, OpenAI and LangChain, consist of twelve components, with detailed design trade‑offs and practical examples.

AI AgentsAgent HarnessContext Management
0 likes · 21 min read
What Is an Agent Harness? A Deep Dive into AI Agent Architecture
DataFunTalk
DataFunTalk
Jul 27, 2026 · Industry Insights

SAP’s Agent Tackles ERP Migration—Why Chinese Firms Must Rethink Their Methods

The article analyses how SAP and Palantir embed an AI Agent into the full ERP migration lifecycle to create a closed‑loop of discovery, mapping, transformation and continuous validation, reporting 99% verification accuracy and 70% cost reduction, and argues that Chinese enterprises should build their own intelligent migration control layer rather than merely copying vendor solutions.

AI AgentData validationERP migration
0 likes · 15 min read
SAP’s Agent Tackles ERP Migration—Why Chinese Firms Must Rethink Their Methods
DataFunTalk
DataFunTalk
Jul 27, 2026 · Artificial Intelligence

MemoHarness: The Next Evolution of Agents Happens Outside the Model

MemoHarness introduces an Agent Harness that keeps the language model frozen while iteratively optimizing the surrounding control system across six dimensions, showing measurable gains on terminal automation, code generation, and financial analysis tasks, yet acknowledges limited experimental scale and selective transferability.

AI AgentsAgent HarnessExternal Control
0 likes · 16 min read
MemoHarness: The Next Evolution of Agents Happens Outside the Model
DataFunTalk
DataFunTalk
Jul 26, 2026 · Artificial Intelligence

Agent Harness Deep Dive: Unpacking the Architecture Behind AI Agents

The article dissects the concept of an Agent Harness, distinguishes it from the agent itself, outlines three engineering layers, enumerates twelve production‑grade components, walks through a full execution loop, and compares how major frameworks implement these ideas.

AI AgentsAgent HarnessContext Management
0 likes · 20 min read
Agent Harness Deep Dive: Unpacking the Architecture Behind AI Agents
DataFunTalk
DataFunTalk
Jul 25, 2026 · Artificial Intelligence

When Errors Spread Among AI Agents, Who Pulls the Brakes? Safe Collaborative Growth

The article analyses how self‑evolving AI agents shift from simple tool use to autonomous planning, proposes a fast‑slow thinking architecture, curriculum learning, organizational structures, continuous evaluation, and a four‑layer safety framework to ensure they grow responsibly while collaborating with humans.

AI Agentsagent safetycontinuous evaluation
0 likes · 17 min read
When Errors Spread Among AI Agents, Who Pulls the Brakes? Safe Collaborative Growth
DataFunTalk
DataFunTalk
Jul 25, 2026 · Artificial Intelligence

How Palantir Turns Enterprise AI into Actionable Business Intelligence

Palantir’s mortgage AI case shows how its Foundry and AIP platforms use Ontology to unify heterogeneous data, link regulatory rules, and transform documents and calls into actionable business objects, enabling AI to move from simple answers to end‑to‑end operational support within 90 days.

AIPFoundryMortgage
0 likes · 8 min read
How Palantir Turns Enterprise AI into Actionable Business Intelligence
DataFunTalk
DataFunTalk
Jul 24, 2026 · Artificial Intelligence

Agent Harness Unpacked: A Deep Dive into AI Agent Architecture

The article dissects the concept of an Agent Harness—software infrastructure that wraps a stateless LLM to enable autonomous agent behavior—detailing its three engineering layers, twelve core components, execution loop, benchmark gains, and design trade‑offs across Anthropic, OpenAI, LangChain, LangGraph, CrewAI and AutoGen frameworks.

AI AgentsAgent HarnessContext Engineering
0 likes · 19 min read
Agent Harness Unpacked: A Deep Dive into AI Agent Architecture
DataFunTalk
DataFunTalk
Jul 23, 2026 · Artificial Intelligence

Deep Dive into Agent Harness: Dissecting the Architecture Behind AI Agents

The article explains that an Agent Harness is the full software infrastructure surrounding a large language model—handling orchestration loops, tool integration, memory, context management, state persistence, error handling, safety guards, and validation—showing why harness design, not model size, determines production‑grade agent performance.

AI AgentsAgent HarnessContext Engineering
0 likes · 19 min read
Deep Dive into Agent Harness: Dissecting the Architecture Behind AI Agents
DataFunTalk
DataFunTalk
Jul 22, 2026 · Artificial Intelligence

Google Launches Three Gemini Models: How Flash Redefines Agent Cost Evaluation

Google unveiled Gemini 3.6 Flash, 3.5 Flash‑Lite and 3.5 Flash Cyber, shifting the focus from raw performance to the total cost of completing an Agent task by highlighting token efficiency, reduced reasoning loops, tool‑call frequency and new pricing that together reshape how AI models are evaluated for production workloads.

AI cost economicsAgentGemini
0 likes · 15 min read
Google Launches Three Gemini Models: How Flash Redefines Agent Cost Evaluation