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research workflow

15 articles · Page 1 of 1
Old Zhang's AI Learning
Old Zhang's AI Learning
Sep 19, 2026 · Artificial Intelligence

Panshi SciencePro: Full-Stack AI Research Platform with Innovation Evaluation

The article reviews Panshi SciencePro, a Chinese AI research platform built on a scientific foundation model with 1.7B papers, offering innovation evaluation, literature analysis, hypothesis generation, simulation, and project management to streamline the entire research workflow.

AI research platformChinese Academy of SciencesPanshi SciencePro
0 likes · 13 min read
Panshi SciencePro: Full-Stack AI Research Platform with Innovation Evaluation
Java Architect Essentials
Java Architect Essentials
Sep 16, 2026 · Artificial Intelligence

Codex Skills Cut Research Draft Time by 40%: 10-Run Experiment

The author shares a 10-run experiment showing that structured Codex Skills reduce research draft time from 40 to 20 minutes, cut manual corrections from 5–7 rounds to 2–3, and improve first-pass rates by codifying input rules, processing flows, and output contracts for repetitive tasks.

AI-assisted researchCodexSkill
0 likes · 6 min read
Codex Skills Cut Research Draft Time by 40%: 10-Run Experiment
Java Architect Essentials
Java Architect Essentials
Sep 5, 2026 · R&D Management

Codex Research Skills: When They Pay Off (and When They Don't)

The article argues that investing time in creating Codex research skills is worthwhile only for repetitive tasks like weekly paper tracking, experiment reproduction, and team onboarding, advising researchers to start small, validate with real runs, and prioritize traceability over automation speed.

AI-assisted researchCodexTeam Collaboration
0 likes · 4 min read
Codex Research Skills: When They Pay Off (and When They Don't)
Network Intelligence Research Center (NIRC)
Network Intelligence Research Center (NIRC)
Sep 4, 2026 · Fundamentals

Why 'Final Version' Never Is: A Systematic File Naming & Organization Guide

This guide presents a practical file naming convention (Project_Topic_Date_vVersion_Status) and a five-folder directory structure (00_Description, 01_Materials, 02_Working, 03_Delivery, 99_Archive) to eliminate version chaos, with rules for version increments, Git-based code collaboration, and a 3-2-1 backup strategy for researchers and developers.

3-2-1 backupbackup strategydigital organization
0 likes · 7 min read
Why 'Final Version' Never Is: A Systematic File Naming & Organization Guide
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Jul 27, 2026 · Artificial Intelligence

Is Mathematics Facing a Century‑Long Crisis? Tao Xue Zhan Warns of AI‑Driven Proof Overload

In his ICM 2026 talk, Fields Medalist Tao Xue Zhan argues that AI is turning mathematical proofs from scarce, high‑value achievements into abundant, hard‑to‑digest commodities, and he outlines a four‑stage roadmap and concrete safeguards for the community.

AIAI ethicsFirst Proof
0 likes · 12 min read
Is Mathematics Facing a Century‑Long Crisis? Tao Xue Zhan Warns of AI‑Driven Proof Overload
PaperAgent
PaperAgent
Jul 23, 2026 · Artificial Intelligence

10 AI‑Powered Skills That Seamlessly Automate the Entire Research Process

The author explains how ten carefully curated AI research skills can handle everything from literature review and experiment design to data analysis, manuscript drafting, mock peer review, and rebuttal preparation, dramatically reducing the repetitive work that normally consumes most of a scholar's time.

AIautomationmachine learning
0 likes · 8 min read
10 AI‑Powered Skills That Seamlessly Automate the Entire Research Process
PaperAgent
PaperAgent
Jun 28, 2026 · Artificial Intelligence

AgentSociety²: An Integrated Research Environment Redefining Executable Social Science

AgentSociety² combines literature review, hypothesis generation, experiment design, large‑scale simulation, result analysis, and paper drafting into a unified platform where silicon‑based participants and AI social scientists collaborate, enabling fully traceable, reproducible social science experiments from micro‑behaviour to city‑scale scenarios.

AI agentsAgentSocietyExecutable Social Science
0 likes · 10 min read
AgentSociety²: An Integrated Research Environment Redefining Executable Social Science
Sohu Tech Products
Sohu Tech Products
May 27, 2026 · Artificial Intelligence

6 Practical Tips for Using Codex Effectively in Research Projects

The article outlines a six‑step workflow for leveraging Codex in research tasks—starting with reading the codebase, defining clear long‑term rules, planning complex changes, verifying assumptions, resetting the session after each task, and demanding explicit validation output—to make AI‑assisted development reliable and reproducible.

AGENTS.mdAI code generationCodex
0 likes · 6 min read
6 Practical Tips for Using Codex Effectively in Research Projects
SuanNi
SuanNi
May 20, 2026 · Artificial Intelligence

AI‑Powered Research Workflow: When to Trust the Tools and When to Supervise

The article surveys AI‑assisted research across the full lifecycle—creation, writing, validation, and dissemination—detailing the capabilities of prompt engineering, retrieval‑augmented generation, training‑free agents and hybrid methods, reporting benchmark numbers, failure modes, and governance challenges that dictate when human oversight remains essential.

AI research automationLarge Language Modelsagentic methods
0 likes · 17 min read
AI‑Powered Research Workflow: When to Trust the Tools and When to Supervise
AI Programming Lab
AI Programming Lab
Apr 28, 2026 · Artificial Intelligence

Building an Autonomous AI Research Team for Paper Writing

The author details how they assembled a multi‑agent AI research team on the Moxt platform, defined specific roles, ran a full literature‑review workflow for Harness Engineering, compared it with a prior OpenClaw‑Discord setup, and highlighted observability and scheduling benefits.

AI agentsDiscordMoxt
0 likes · 10 min read
Building an Autonomous AI Research Team for Paper Writing
Frontend AI Walk
Frontend AI Walk
Apr 15, 2026 · Artificial Intelligence

How Autoresearch Turns Your Team into a Self‑Improving Research Engine

The article dissects the karpathy/autoresearch project, explaining its autonomous experiment loop design—single mutable file, fixed 5‑minute budget, read‑only evaluator, and systematic logging/rollback—to show how teams can automate research cycles and continuously improve without manual overhead.

AI automationAutoResearchexperiment loop
0 likes · 10 min read
How Autoresearch Turns Your Team into a Self‑Improving Research Engine
Network Intelligence Research Center (NIRC)
Network Intelligence Research Center (NIRC)
Dec 5, 2025 · R&D Management

Linking Zotero and Obsidian: From Paper Collection to Visual Knowledge Graph

This guide walks graduate researchers through a step‑by‑step workflow—collecting papers with Zotero, translating them via an LLM plugin, generating structured markdown notes, and then using Obsidian’s bidirectional links and Canvas to build a local, visual knowledge graph that ties individual citations into a coherent research map.

LLM TranslationObsidianZotero
0 likes · 4 min read
Linking Zotero and Obsidian: From Paper Collection to Visual Knowledge Graph