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What are context graphs? Why do AI agents need them?

UncategorisedJuly 2, 202618Views 0Likes 0Comments

In AI agents, a context graph is the part of agent memory that captures decisions. This post explains why AI agents need to capture decisions, how context graphs capture them, how agents use them, and how agents enhance their capabilities and performance with them. An agent failure case It's the last week of the quarter. A renewal agent…

What are context graphs? And why AI agents need them?

UncategorisedJuly 2, 202623Views 0Likes 0Comments

Retrieval is critical in AI agents. To do any task correctly, AI agents needs to be able to retrieve all the information that is relevant to the task from its memory. Enterprise AI agents need context graphs to do this. This post discusses - why AI agents need decision traces how context graphs capture…

Context Graph vs RAG vs Raw Context

UncategorisedJuly 1, 202616Views 0Likes 0Comments

Retrieval is critical in AI agents. To do any task correctly, the agent needs to be able to retrieve all the information that is relevant to the task from its memory. Context graphs are all the rage right now, so I benchmarked them against the alternatives. This post explains how each memory method works, what…

Building Local AI Systems: Qwen3.6 + MCPs

Data AnalyticsJuly 1, 202617Views 0Likes 0Comments

# Introducing MCP Every developer building with local AI hits the same wall eventually. The model works. It reasons well, writes solid code, and answers complex questions. But it cannot do everything. It cannot query your database, open a GitHub issue, or call your internal API. You are left writing custom Python wrappers…

OCRmyPDF Tutorial: Convert Scanned Documents into Searchable PDF/A Files with Sidecar Text Extraction and Batch Processing

AI NewsJune 30, 202615Views 0Likes 0Comments

def _purge(*prefixes): for name in [m for m in list(sys.modules) if any(m == p or m.startswith(p + ".") for p in prefixes)]: del sys.modules[name] def _load_ocrmypdf(): _purge("PIL", "ocrmypdf") import…

Start building with Nano Banana 2 Lite and Gemini Omni Flash

OpenAIJune 30, 202616Views 0Likes 0Comments

Limitations: Omni offers 10-second video generations currently, with longer durations coming soon. Uploading audio references and scene extension is not yet supported in the Gemini API for this model. Video references up to 3 seconds in duration are accepted by the API schema but are not correctly processed by the model at this time. Character…

Using Gemini to Create Google Sheets

Data AnalyticsJune 26, 202621Views 0Likes 0Comments

# Introduction Gemini in Google Sheets is a powerful AI integration from Google that lets you create, populate, analyze, and manage spreadsheets using natural language prompts. It can help you build Google Sheets from scratch. Instead of manually creating tables, formulas, and layouts, you can describe what you need, and Gemini can generate…

Datalab Releases lift: A 9B Open-Weights Vision Model That Extracts Structured JSON From PDFs Using Schemas

AI NewsJune 25, 202616Views 0Likes 0Comments

Datalab has released lift, a 9B open-weights vision model for structured extraction. You pass it a JSON schema, and it returns a JSON object that matches. The model reads PDFs and images directly, then decodes against your schema. This is Datalab’s first model built purely for extraction. The team already ships open-source OCR tools: chandra,…

Introducing computer use in Gemini 3.5 Flash

OpenAIJune 25, 202614Views 0Likes 0Comments

Making computer use safe in 3.5 Flash To mitigate some of the prompt injection risks for agents operating in live environments, we use targeted adversarial training for computer use in Gemini 3.5 Flash. We’re also releasing two optional enterprise safeguard systems that enable enterprises to: Require explicit user confirmation for sensitive or irreversible actions. Automatically…

The Best EDB to PST Conversion

IoTJune 20, 202614Views 0Likes 0Comments

If you’ve ever faced the challenge of extracting Exchange mailboxes data from an offline EDB file, you know how painful the process can be. PowerShell cmdlets fail, native tools have limitations, and the risk of data loss is always looming. That’s exactly where Stellar Converter for EDB steps in and after testing it hands-on, I…