When building robust Agentic workflows, how you format your input drastically impacts both token efficiency and the Agent's reasoning capabilities.

Breaking down the core differences:

When designing AI agents, many teams focus on tools.
But tools alone do not create intelligent systems.

The real architecture separates Capabilities from Agent Skills.

Traditional RAG systems rely heavily on vector search.

But as knowledge bases grow, retrieval becomes slower, noisier, and harder to scale.

LightRAG introduces a more structured approach to AI retrieval.

Many people focus on the AI model when building agent systems.

But the real infrastructure that makes AI agents work reliably is something else: the Agent Harness.

The workshop with PetroVietnam Technical Services Corporation (PTSC), organized by New Ocean Group and AIQuinta, offered a practical perspective on the journey of applying AI in enterprises.
With the theme Artificial Intelligence: From Technology to Business Operations, the discussion did not stop at viewing AI as a trend, but focused on how technology can be implemented and integrated into real operational processes.
A notable highlight was how DX (digital transformation), ESG, AI, IoT, Big Data, and Cloud were framed as parts of a unified ecosystem, collectively supporting enterprises in achieving sustainable development goals (SDGs).
From data collection (IoT), storage and processing (Cloud, Big Data), to analysis and optimization (AI), every layer needs to be integrated into operational workflows (DX) and aligned with measurable ESG indicators.
A key takeaway from the session:
AI does not create value if it remains only a technology layer. Real value emerges when AI is directly tied to operational problems and long-term business strategy.
The session was not long, but it clearly illustrated that digital transformation and AI adoption are no longer optional - they are prerequisites for enterprises seeking sustainable growth in today s environment.

More detail: https://aiquinta.ai/event/worksh...

A framework designed for complex documents that keeps the original structure instead of flattening it.

It is powered by BookIndex (Tree + Graph):

- Hierarchical tree rebuilds document structure (like a table of contents)

It typically follows a simple cycle:

- Collect labeled production data

- Train models to detect defects

[Podcast The Tech Lounge]

Episode 01 is live.

AI is transforming how factories operate.

By connecting sensors, IoT devices, and machine telemetry, AI can process production data in real time, detect anomalies early, and generate predictive insights.

A podcast is coming from AIQuinta.
- The Tech Lounge: Think With AI Inside The Era.
A weekly podcast where two hosts catch up and share perspectives on the week s top tech headlines. Set in a cocktail lounge atmosphere, the show brings thoughtful discussions on the latest AI headlines, emerging technologies and the trends transforming business and society.
Join us each week as we unpack the stories behind the technology and reflect on what they mean for the future.
New episodes every Thursday 4:30 PM.
Available on YouTube & Spotify.
The Tech Lounge: Think With AI - Inside The Era.

Follow the show on Spotify to stay updated: https://open.spotify.com/show/2z...