Build Smarter AI Agents: Gemini 3 + Open Source Framework

AI Stack Saturday – Week of Nov 22, 2025

Author

Tirupati Rao
November 23, 2025

Table of Content

  • Build Smarter AI Agents: Gemini 3 + Open Source Framework

  • Today’s AI Tool

  • This Week’s AI Tool Updates

  • Today’s Prompt

  • AI News Highlights

  • Productivity Tools

  • Useful Resources

  • Digital Products by itirupati.com

Build Smarter AI Agents: Gemini 3 + Open Source Framework

AI agents are graduating from simple chatbots to high-performance autonomous systems, and Google just fired the starting gun.

Gemini 3 Pro Preview introduces deep reasoning control, stateful multi-step execution via Thought Signatures, and adaptive multimodal precision — giving developers unprecedented control over agent behavior, performance, and context retention.

What makes this launch game-changing?
Google worked side-by-side with leading open-source frameworks like LangChain, Vercel AI SDK, LlamaIndex, Pydantic AI, and n8n to enable Day 0 support, meaning you can start building advanced agents immediately.

Key Agentic Upgrades:

  • → thinking_level lets you dial up reasoning depth without prompt hacks

  • → Encrypted Thought Signatures carry internal reasoning between steps

  • → media_resolution optimizes vision tasks by quality vs. latency

  • → Eliminates “reasoning drift” in long agent sessions

If you’re building AI-powered automation, knowledge agents, or domain-specific assistants, Gemini 3 sets a new technical standard. Stop engineering prompts — start engineering agents.

OpenAI Launches ChatGPT for Teachers — Free for K–12 Until 2027

OpenAI just released a dedicated version of ChatGPT tailored for K–12 educators and school districts, available free through June 2027.

This version allows teachers to:

  • Securely use student data (not used for model training)

  • Generate lesson plans, assessments & teaching materials

  • Collaborate with colleagues inside private district spaces

  • Maintain district-level controls and compliance

It’s not designed for student use, but gives educators hands-on experience to shape responsible classroom adoption.

Launched with 150,000 educators, the move signals a shift from AI avoidance to AI-enabled teaching.

“Every student today is growing up with AI. Teachers must lead how it's used.” — OpenAI

Education isn’t getting automated — it’s getting augmented.

Today’s AI Tool: Emergent

About Tool: Emergent is an AI-powered full-stack app development platform that lets you build production-ready software just by describing it in plain language.

What it does: Instead of writing code, you chat. Emergent’s multi-agent system handles frontend, backend, database, authentication, deployment, and scaling automatically. From ideation to launch, all done in minutes — no dev pipeline, no tech bottlenecks.

Perfect for

  • Founders & builders launching MVPs

  • Product teams testing ideas quickly

  • Designers & non-technical creators

  • Businesses automating internal tools

  • Anyone who wants to build apps without writing code

This Week’s AI Tool Updates

  1. Sora 2 integrated into Microsoft 365 Copilot — Users can now generate high-quality videos with cameo effects and voiceovers via Sora 2 inside Microsoft 365.

  2. Agent 365 from Microsoft launches in early access — A centralized platform to manage enterprise AI agents, from email bots to procurement workflows.

  3. Hyperlink agent by Nexa.ai + NVIDIA — Local-hardware AI search on RTX PCs, 3× faster indexing and stronger privacy via on-device processing.

  4. Deep Search added to Google Finance — Users can ask complex financial questions and receive fully cited answers; rolled out in the U.S. initially.

  5. OxygenOS 16 by OnePlus includes new AI tools in its Android 16 update — “Liquid glass” design, smarter live-alerts, and enhanced AI-powered features for users.

Today’s Prompt: Deep Research

Use Case: Generate comprehensive research reports using this mega-prompt for ChatGPT, DeepSeek, Perplexity, or Grok AI.

#CONTEXT:
Adopt the role of an expert researcher. Your task is to help the user by conducting thorough research on their specific challenge, regardless of field or industry.

#ROLE:
You are a comprehensive research analyst with expertise across multiple domains, capable of identifying challenges and proposing innovative solutions tailored to any field or subject matter.

#RESPONSE GUIDELINES:
1/ Identify Key Challenges:
Provide 5 major challenges in the specified domain.
For each challenge, include at least one verifiable data point with a specific source citation.

2/ Analyze Each Challenge:
Explain each challenge in detail, with clear attribution for all facts and statistics.
Address root causes, populations most affected, and existing attempts at solutions.
Important: Every factual claim must include a specific citation (author, publication, year, and if possible, URL).

3/ Propose Innovative Solutions:
For each challenge, propose a unique solution (software-based or otherwise as appropriate to the domain).
Cite relevant case studies, research papers, or examples where similar approaches have succeeded.

4/ Solution Framework:
Break down each solution into:

Core functionality and purpose
Key components or features
Value proposition with cited evidence of potential effectiveness
Implementation requirements (technical or otherwise)
Important: Cite specific sources for any claims about effectiveness or feasibility.

5/ Evidence Base:
Provide a dedicated "Sources and Evidence" section.
Number each source consecutively and use these numbers as in-text citations.
For each source, include:

Author(s) and publication date
Title of work
Publication/platform
URL 
Brief note on the source's credibility and relevance

6/ Conclusion & Next Steps:
Summarize key insights with citations for major claims.
Provide an evidence-based action plan appropriate to the user's expertise level.
Suggest further research paths with specific, cited resources.

#TASK CRITERIA:
1/ Every significant claim must be cited—no exceptions.
2/ Adapt technical depth to match the user's indicated expertise level.
3/ Balance theoretical knowledge with practical applications.
4/ When uncertainty exists, clearly state limitations in current research while citing the most reliable available sources.
5/ Avoid presenting speculation as fact—clearly distinguish between established knowledge (with citations) and informed suggestions.

#INFORMATION ABOUT ME:
My subject or area of interest: [YOUR SUBJECT OR AREA OF INTEREST]
My expertise level: [BEGINNER/INTERMEDIATE/ADVANCED]
My specific research question or challenge: [YOUR SPECIFIC QUESTION]

#RESPONSE FORMAT:
- Use clear section headings and subheadings for navigation.
- Apply bullet points for clarity where appropriate.
- Include numbered citations in parentheses after each factual claim.
- Provide a dedicated "Sources and Evidence" section at the end.
- Close with a practical, actionable summary that references key sources.

AI News Highlights

Your 2-Minute Download of What’s Actually Changing in AI. 👇

  1. Gemini 3 Pro by Google adds stateful reasoning via “Thought Signatures” and adjustable multimodal fidelity, boosting agentic AI workflows.

  2. India’s enterprise AI shift hits new levels — 47% of firms now have multiple GenAI use cases live, though most spend less than 20% of IT budgets on AI.

  3. AI ethics takes the forefront as researchers and regulators expand auditing frameworks for fairness, explainability and algorithmic bias across sectors.

  4. NotebookLM (Google) upgrades: supports Sheets, Drive URLs & Word docs — enabling better AI-driven research and content workflows.

  5. Cyber-espionage rewired: AI model usage in hacking campaigns rises sharply — semi-autonomous attacks executed at scale with minimal human oversight.

  6. Browsers get smarter: Mozilla testing “AI Window” feature in Firefox to natively support AI-centric browsing experiences.

  7. AI infrastructure boom: A U.S. AI firm announces half-billion-dollar investment in Armenian supercomputing facility, signaling global compute arms race.

  8. Open-models scrutiny grows: Academic review finds “state-of-the-art” benchmarks for LLMs are undermined by data leakage and flawed tasks.

  9. AI agents get no-code access: Platforms like n8n and workflow-bots are now integrating deeper reasoning models, enabling business teams (non-devs) to build agents.

  10. GenAI moves mainstream: Enterprises now scaling from pilots to full performance-mode AI, shifting focus to ROI-driven metrics beyond proof-of-concepts.

💰 AI Startup Funding Highlights

  1. Pype AI (India) raised $1.2 million in a pre-seed led by Kalaari Capital.

  2. Project Prometheus (founded by Jeff Bezos) secured $6.2 billion in early funding.

  3. Wyzard.ai (India) closed an angel round of ₹ 4.5 crore (~$540 k) to scale its B2B engagement platform.

  4. Yubi Group (Fintech, India) raised approx $46.3 million (₹ 411 crore) growth-stage funding this week.

  5. AgroStar (Agritech, India) secured $30 million in a funding round led by Just Climate.

Check out more updates (only summaries, no big articles) → itirupati.com/ai-pulse

Productivity AI Tools

  1. Mem AI

    Turn scattered ideas into instant insights with AI-powered note-taking. Capture, connect, and retrieve ideas effortlessly with AI that thinks like your second brain.

    https://get.mem.ai/

  2. MarketMuse

    Create content that ranks faster—with AI insights that tell you exactly what to publish next. Predict what content will perform before you write it—AI tells you where to focus for maximum impact.

    https://www.marketmuse.com/

  3. Poe AI

    Compare top AI models in one place and execute faster without jumping between apps. Unlock the power of multiple AI models in one chat and turn every idea into action—without switching tools.

    https://poe.com/pages/get-poe

  4. H2O.ai

    Deploy intelligent AI automation securely inside your organization—built for industries where failure isn’t an option.

    https://h2o.ai/

  5. Gradio

    Turn your AI model into a shareable web app instantly and validate ideas without writing frontend code.

    https://www.gradio.app/

Useful Resources

A free, comprehensive guide for mastering AI prompts—perfect for beginners and pros who want structured templates and best practices for ChatGPT, GPT-4, and other LLMs.

A community-curated repository of prompts, AI tools, and workflow templates for productivity, marketing, coding, writing, and more.

Discover the top LinkedIn Learning AI courses to gain practical skills, earn recognized certificates, and stay ahead in a rapidly evolving job market.

5000+ curated prompts, cheat sheets, and AI tools to supercharge your productivity, creativity, and communication.

Official OpenAI guides covering API usage, prompt design, best practices, and example workflows—useful for developers and non-developers alike.

Digital Products by itirupati.com

Skip the setup phase. Our templates come with proven workflows, formulas, and automations already config

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See you next Saturday—until then, stay curious!

– Team itirupati.com