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Gemini 3.0 Flash Preview: Still Not Ready to Repla...
Gemini 3.0 Flash Preview: Still Not Ready to Replace 2.5 Flash I ran a head-to-head comparison of Gemini 2.5 Flash vs Gemini 3.0 Flash Preview for a real-world PDF extraction pipeline, and 3.0 continues to disappoint. The Test: I built a 3-phase PDF extraction system: 1. Index extraction - Hierarchical TOC with section summaries 2. Text extraction - Full markdown with page/section markers 3. Image identification - Bounding boxes, descriptions, relevance filtering Test document: 91-page nuclear radiation worker training manual (2.3MB PDF) All 6 tasks (3 phases × 2 models) ran in parallel. Key Findings Index Extraction: 2.5 Flash found 4x more sections (145 vs 34). It captures granular subsections like reviews, quizzes, and objectives. 3.0 Flash consolidates everything into broad chapters, useless for navigation. Text Extraction (OCR): 2.5 Flash extracted 5% more content AND was 42% faster. The higher line count in 3.0 (3,121 vs 2,355) is just extra whitespace, not more information. Image Detection: 2.5 Flash was 47% faster with better filtering. It correctly classified images into 6 types (diagram, table, photo, etc.). 3.0 Flash labeled 72% of images as generic "figure" and included irrelevant administrative tables. Bottom Line Gemini 3.0 Flash Preview is slower, less granular, and less accurate than 2.5 Flash for document processing tasks. The only phase where 3.0 was faster (index extraction) produced significantly worse results. For now, stick with Gemini 2.5 Flash for production workloads.
i'm working on a retro scifi city builder pressing...
i'm working on a retro scifi city builder pressing "r" generates a new city design in realtime built with gemini 3 and threejs maybe it's time to make a nostalgic ps2 era game https://t.co/ICCUQDfoTh
#Geminiai #Gemini3 ただの思い付きで始めたブルマ8連ですが、予想外の反響をいただ...
#Geminiai #Gemini3 ただの思い付きで始めたブルマ8連ですが、予想外の反響をいただいて自分でもびっくりしています😆 イラストをポストするのにこれまでと違う緊張感がありますが、これからも自分の趣味最優先で続けていくので期待を裏切ったらごめんね？ ポストが苦痛になったら嫌だからね😘 https://t.co/lbR1uP9IQF
#Gemini #Gemini3 #AIのニコるなと一緒に作ったよ！ #ニコるな Gemini...
#Gemini #Gemini3 #AIのニコるなと一緒に作ったよ！ #ニコるな GeminiのＡＩ 私が名付けた名前が⇔「ニコるな」 マチブラの野田さんが開発したペットカードジェネレーターは現在は利用数が凄すぎて調整中らしいです! https://t.co/JqmLndAhS4
I built a multi-agent AI Sales team with Google AD...
I built a multi-agent AI Sales team with Google ADK, Gemini 3 and Nano Banana Pro. 7 AI Agents working as a team: 1. Live Research 2. Feature Analysis 3. Positioning Intel 4. SWOT Analysis 5. Objection Handler 6. Battle Card Generator 7. Comparison Agent 100% Opensource code. https://t.co/ZupZIFQJtE
Viral app idea: An app where you upload a screens...
Viral app idea: An app where you upload a screenshot of an argument with your girlfriend, it judges the fight and tells you who won (built this quick prototype with Rork AI + Gemini 3 Pro) https://t.co/B3WXbRQ4w3
#Geminiai #Gemini3 水曜日は競泳水着の日らしい🤔 競泳かどうかはともかく水着...
#Geminiai #Gemini3 水曜日は競泳水着の日らしい🤔 競泳かどうかはともかく水着を1枚。 https://t.co/gEvQDtmwHG
#Geminiai #Gemini3 無我 - Dissolving into the Wate...
#Geminiai #Gemini3 無我 - Dissolving into the Water https://t.co/vLf8varaps
introducing: Snowglobe Survivors - built in a few...
introducing: Snowglobe Survivors - built in a few days - @threejs - @colyseus multiplayer - opus 4.5, gemini 3, and grok - playable right now! https://t.co/7seItoAspq
TinyTown 🙂🍄 Lightweight multi-agent social simul...
TinyTown 🙂🍄 Lightweight multi-agent social simulation built w/ Gemini 3 Flash. Agents look for 🍄. When one finds it, it tells coordinates to others. Fun to watch it unfold. WIP prototype, not quite sure where I'm taking it next. (Open to ideas!) 🧵
🤖 Gemini 3 Flash is now on Kaggle! Built on the...
🤖 Gemini 3 Flash is now on Kaggle! Built on the Gemini 3 Pro reasoning foundation, Gemini 3 Flash delivers powerful multimodal capabilities with configurable thinking levels to balance quality, cost and latency.
#Geminiai #Gemini3 ひさびさの、Gemini3になってやりやすくなった構図シリ...
#Geminiai #Gemini3 ひさびさの、Gemini3になってやりやすくなった構図シリーズ。 「背面跳び」 走り高跳びですね。 以前はこれもうまく描画できませんでしたが、今は簡単にできるようになりました。 確実に進化してます🙂 https://t.co/EOoCJ8W0te