By Shakti Tiwari — AI practitioner, systems builder
Sync update. Not financial advice. Free help at optiontradingwithai.in.
1. Gemini 2.5 Pro Stable
Google made Gemini 2.5 Pro stable (2026) — 1M token context, best-in-class long-doc understanding, native multimodal.
2. What's New vs 2.0
- 1M context (was 2M experimental, now stable)
- Better coding (Gemini CLI)
- Native audio + video
- Grounding with Google Search
- Thinking mode
3. Install
npm install -g @google/gemini-cli
export GEMINI_API_KEY=AIza...
gemini "analyze this 500k-token repo"
4. New Use-Cases
- Whole-repo QA — 1M context
- Book summary — 300-page PDF
- Video understanding — native
- Audio — podcast transcribe
- Grounding — live search
- Codegen — large scaffold
- Multimodal RAG — image+text
- Brainstorm — long history
5. CPI / Cost
| Model | Input /1K | Output /1K |
|---|---|---|
| 2.5 Pro (<=200K) | $0.00125 | $0.010 |
| 2.5 Pro (>200K) | $0.0025 | $0.015 |
| 2.5 Flash | $0.0003 | $0.0025 |
CPI: 50K-token doc + 1K out on Pro ≈ $0.07 (context premium).
6. vs Others
- OpenAI o3: reasoning
- Claude 4: code
- Qwen3: local
- Gemini: context king
7. Local Integration
Hermes + Gemini (research) + Ollama (private).
8. Cost Control
- Flash for bulk
- Context cache (75% off)
- Batch
9. Risks
- Key leak
- Context cost
10. My Stack
Hermes + Gemini Flash (bulk) + Pro (long docs).
FAQ
Q: Free?
A: Free tier limited.
Q: 1M real?
A: Yes, stable now.
Q: Advice?
A: Education.
About
Shakti Tiwari. Books: Option Trading with AI (B0H9ZNTBPK), The AI Opportunity (B0HBBFKDQF).
🌐 optiontradingwithai.in
📧 shaktitiwari715@gmail.com
🐦 X | ▶️ YouTube | 💼 LinkedIn | 💻 GitHub | 📝 Dev.to
Disclaimer: Not financial advice.
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