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Jun 6, 2026 · Artificial Intelligence

How I Raised AI Coding Coverage to 90% in One Week with Harness Engineering

The article analyzes the limitations of current AI coding agents in large Java codebases, introduces Harness Engineering as a systematic framework of constraints, feedback loops, and workflow orchestration, and details a week‑long implementation that lifted AI‑generated code from roughly 25% to over 90% while improving quality and traceability.

AI codingHarness Engineeringagentic coding
0 likes · 31 min read
How I Raised AI Coding Coverage to 90% in One Week with Harness Engineering
ITPUB
ITPUB
Jun 5, 2026 · Artificial Intelligence

Anthropic Warns: Pause AI Development When It Starts Building Itself

Anthropic’s internal data shows that AI‑generated code now accounts for over 80% of its codebase, with engineer productivity up eight‑fold, success rates climbing from 26% to 76%, and AI agents fixing complex bugs in hours—prompting a call for a coordinated pause if self‑improvement accelerates beyond control.

AI accelerationAI safetyAI self‑improvement
0 likes · 9 min read
Anthropic Warns: Pause AI Development When It Starts Building Itself
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ITPUB
Jun 4, 2026 · Backend Development

How to Ensure High Availability When Third‑Party Services Fail?

The article explains how to protect a system from unstable third‑party APIs by building an isolated defense layer that offers a unified abstraction, client‑side rate limiting and retry, comprehensive observability, and mock testing, and shows how to present these solutions in technical interviews.

High Availabilitycircuit-breakingclient-side rate limiting
0 likes · 21 min read
How to Ensure High Availability When Third‑Party Services Fail?
ITPUB
ITPUB
Jun 2, 2026 · Artificial Intelligence

Why Memory Architecture Remains Elusive: An In‑Depth Analysis of Agent Memory Systems

The article argues that memory for AI agents is not mere storage but a closed‑loop system comprising a raw ledger, derived views, and a policy layer, and examines how non‑parametric memory, time‑aware structures, and system‑2 control affect scalability, reliability, and performance.

Agentmemorynon‑parametric
0 likes · 45 min read
Why Memory Architecture Remains Elusive: An In‑Depth Analysis of Agent Memory Systems
ITPUB
ITPUB
Jun 2, 2026 · Databases

What a Database Looks Like in the Agent Era: Tencent Cloud’s New AI‑Native Blueprint

Tencent Cloud Database unveils a full‑stack upgrade for the Agent era, introducing Agent Memory, TDSQL Boundless, TDSQL‑C dual‑engine, and DatabaseClaw, each delivering multi‑modal fusion, serverless elasticity, zero‑ETL cloning, and AI‑native query capabilities that reshape how agents store and retrieve data.

AI-native databaseAgent MemoryDatabaseClaw
0 likes · 18 min read
What a Database Looks Like in the Agent Era: Tencent Cloud’s New AI‑Native Blueprint
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ITPUB
May 31, 2026 · Artificial Intelligence

Does Your AI Skill Pass the Test? An 8‑Dimension Evaluation Framework

The article introduces an 8‑dimension quantitative framework for assessing AI Skills, explains how weighted scoring and multi‑model cross‑validation turn subjective impressions into concrete grades, and demonstrates its use through a real‑world skill audit, a side‑by‑side comparison of two similar skills, and practical execution strategies.

8 dimensionsAI skill evaluationdocumentation quality
0 likes · 17 min read
Does Your AI Skill Pass the Test? An 8‑Dimension Evaluation Framework
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ITPUB
May 30, 2026 · Artificial Intelligence

Is RAG Dead? How Grep Is Making a Comeback in LLM‑Powered Code Search

This article investigates the claim that Retrieval‑Augmented Generation (RAG) is obsolete by dissecting Claude Code’s grep‑driven search architecture, benchmarking its performance against traditional vector‑based retrieval, comparing it with Cursor and OpenAI Codex, and analyzing the trade‑offs of multi‑round agentic search.

Claude CodeCode searchCursor
0 likes · 36 min read
Is RAG Dead? How Grep Is Making a Comeback in LLM‑Powered Code Search
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ITPUB
May 29, 2026 · Industry Insights

How the Fourth National Database Test Reshapes China's Domestic DB Competition

The fourth national security and reliability test released on May 26, 2026 lists 23 certified database products, highlighting a surge in Level II certifications, the entry of time‑series NoSQL databases, and a diversification of vendors—including telecom and fintech players—signaling a major shift in China's domestic database market.

ChinaDatabaseNoSQL
0 likes · 7 min read
How the Fourth National Database Test Reshapes China's Domestic DB Competition
ITPUB
ITPUB
May 28, 2026 · Operations

10 Essential Shell Scripts for Efficient Log Management

This article provides ten ready‑to‑use Bash scripts that cover real‑time log monitoring, daily rotation, error aggregation across servers, timestamp conversion, IP address statistics, request‑type analysis, response‑time bucketing, file‑diff comparison, user‑activity tracking, and log compression with optional remote backup, helping operators automate and streamline log handling tasks.

AutomationLog Managementbash
0 likes · 10 min read
10 Essential Shell Scripts for Efficient Log Management