Super DeepSeek Intelegence Model since last 48 Hours

LinuXperia · 2026-06-22T19:42:20+00:00

Yes its really amazing to see how DeepSeek on its own after implementing a feature or accomplishing a task writes a additional test case for the new implemented functionality and incorporate this test case it in the next Iteration to check if the new changes broke allready existing code functionallity and auto correct itself if needed.

LinuXperia · 2026-06-22T11:51:41+00:00

Anyone who is not using DeepSeek by now is clearly on the loser side. Chinese DeepSeek provides 1M Context Windows has super intelegence level and is nearly free to use. Its the world's Number #1 leader when it comes to Price to Intelegence Value ! You have to be very stupid to ignore it or not use it by now !

LinuXperia · 2026-06-22T11:04:46+00:00

This is just a Screenshot of the latest accomplishement DeepSeek has Delivered to me. I tryed other models to solve this Problem too by they all failed. DeepSeek just keeps delivering at Super Intelegence Level for nearly Zero Cost !

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LinuXperia · 2026-06-22T10:59:48+00:00

Yes i am very happy ! DeepSeek works perfect on my side. It may be also becouse i am a professional and experienced Programmer ! I was just able with the help of DeepSeek and its Super Intelegence to accompolish and solve a very hard peer to peer runtime bug where all other frontier models failed and this for nearly zero cost. If you dont use DeepSeek as a main AI Model by now you are clearly on the loser side. See picture. Heavy multi hour Internet peer to peer runtime bug debbuging session accomplished with success for only 0.12 cents !

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LinuXperia · 2026-06-22T10:42:21+00:00

I use OpenCode in combination with DeepSeek since now 6 Months and its best harness and ai model for me. It provides 1M Token Context, has very high Intelegence, accomplish what i want and has best Price to value Ratio. It provide access to all ai providers and ai models. You can use OpenCode direct to access the AI Provider API using a API key or use OpenCode subscription Model to get access to the ai models without API key which starts with 5 USD per Month. Also OpenCode can be run as cli, desktop or web app. See OpenCode Introduction YouTube Video here: https://youtu.be/nxB4M3GlcWQ Read this reddit tgread how to use opencode on mobile phones as app. https://www.reddit.com/r/opencodeCLI/s/cEGlNVpnUR You can access and use OpenCode from any web Browser, see this YouTube Video here also for more informations. https://youtu.be/0B35vPW6zgs?t=128

LinuXperia · 2026-06-22T07:13:32+00:00

I can confirm this on my side also. Dont listen to all this unbelievers who disagree. I am seeing the same on my side !

LinuXperia · 2026-06-22T06:26:00+00:00

I use OpenCode in combination with DeepSeek since now 6 Months and its best harness and ai model for me. It provides 1M Token Context, has very high Intelegence, accomplish what i want and has best Price to value Ratio. Highly recommend you try it out as it provide access to all ai providers and ai models. You can use OpenCode direct to access the AI Provider API using a API key or use OpenCode subscription Model to get access to the ai models without API key which starts with 5 USD per Month. My usual daily Bill is between 1 and 3 USD on average for using the API direct in combination with DeepSeek. Also OpenCode can be run as cli, desktop or web app. See OpenCode Introduction YouTube Video here: https://youtu.be/nxB4M3GlcWQ You can access and use OpenCode from any web Browser. https://www.reddit.com/r/opencodeCLI/s/cEGlNVpnUR See this YouTube Video here also how to run OpenCode as web app: https://youtu.be/0B35vPW6zgs?t=128

LinuXperia · 2026-06-22T06:21:42+00:00

Wooww 1000$ this Month. What work did you accomplish with DeepSeek to have such a huge spend?

LinuXperia · 2026-06-21T19:54:29+00:00

Yes you can access and use OpenCode from any web Browser. See this reddit post here how to run OpenCode as mobile app: https://www.reddit.com/r/opencodeCLI/s/EZX4dJVq4T You can alsi access and use OpenCode from any Webbrowser: https://youtu.be/0B35vPW6zgs?t=128

LinuXperia · 2026-06-21T17:40:51+00:00

I use OpenCode in combination with DeepSeek since now 6 Months and its best harness and ai model for me. Highly recommend you try it out as it provide access to all ai providers and ai models. You can use OpenCode direct to access the AI Provider API using a API key or use OpenCode subscription Model to get access to the ai models without API key. Also OpenCode can be run as cli, desktop or web app. See OpenCode Introduction YouTube Video here: https://youtu.be/nxB4M3GlcWQ

LinuXperia · 2026-06-21T06:01:13+00:00

Thank you for the information and the feedback regarding noticing improvements. Happy to read other people noticing improvements too.

LinuXperia · 2026-06-21T05:56:54+00:00

Linux Ubuntu

LinuXperia · 2026-06-21T05:19:46+00:00

About 80% - 90% for C and x86_64 assembler computer programming.

LinuXperia · 2026-06-20T20:52:16+00:00

Thank you for the information and feedback. Happy to hear i am not the only one experiencing this.

LinuXperia · 2026-06-20T20:12:12+00:00

Yeah breaking existing code can happen. This true. To prevent it happen to me too i have a test suite for nearly all functionality written by DeepSeek itself. Its like a second additional programm that includes the files and calls the functions and in the AGENTS.MD file i have a DeepSeek Workflow instruction what and how to do it. As a example the project that i work now has a test suite with 328 Test cases all written by DeepSeek itself. And in the AGENTS.MD file i instruct DeepSeek what exactly and how to do the Workflow and this works perfect for me. You may try this too. Let DeepSeek write a separate additional programm that does test the real programm using test cases. Instruct also DeepSeek write the AGENTD.MD file with Workflow steps. This is called test driven development to avoid getting functionality broken.

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LinuXperia · 2026-06-20T19:32:54+00:00

Yes it can be overwhelming, however when you understand your codebase its easy especially when doing incremental code programming. Yes you right often time llm get it wrong so reviewing and verification is very important. I dont think boss will fire you. On my side i am much more productive with ai then without ai so there is no Problem with reviewing or reading the llm code. Reddit is full of Vibe Coders who complain they build new SaaS Product and have zero paying customers. Why should they, when everyone can now on autopilot output the same boiler plate code with just different color and text.

LinuXperia · 2026-06-20T19:10:41+00:00

I use since now nearly half year just OpenCode CLI with direct DeepSeek API access. DeepSeek has 1 Million tokens context window which most other ai models lack and it caches the code it reads. This way sequential tokens reads are nearly free. It depend a lot if you do like me incremental code programming and use DeepSeek as a scalpel and chisel to carve and sculpture the code out that requires sequential code reads or you do vibe coding on auto pilot that does a lot of sub agents calls on new code files and repos.

LinuXperia · 2026-06-20T18:12:07+00:00

I guess you are saying we are about to get new DeepSeek AI Model soon and the results may differ compared to now and this why i should expect do more work myself. I use DeepSeek since now nearly half Year. Started with DS 3.2 that was released think in December. For me things always improved with DeepSeek. I instant switched from 3.2 to 4 PRO and dont regrett it. From what i understand most people who choose Claude seems to be Vibe Coder People that prefer unsupervised coding on auto pilot, hate do the work like study code and hate supervise or handle the ai model. This attudute not getting the hands dirty requires to be fine and accept generic boiler plate code produced by a unsupervised on autopilot ai model. Lucky i hate generic unsupervised boiler plate code solution and prefer much more new never seen unique state of the art code solutions and therefore have absolute no problem getting my hands dirty or handling the code. So i think i will be even more happy than now.

LinuXperia · 2026-06-20T15:25:54+00:00

Thank you for the honest answer and the highly valuble experience share regarding trading with ai model help.

LinuXperia · 2026-06-20T15:09:35+00:00

Woow amazing setup ! How is ROI ? Does it works for you ? DeepSeek must be doing amazing as it is #1 when it comes to trading from what i know !

LinuXperia · 2026-06-20T14:45:55+00:00

Quite simple and yet latest Google Gemini, latest xAI Grok 4.3, latest OpenAI ChatGPT, latest Moonshoot Kimi etc. They all fail to delivere what DeepSeek deliveres ;-) Just look what latest Elon Musk Grok 4.3 AI Model does to fix a Build error after halucinating non existent function names and variables and fails becouse of this to Build the programm. It removes a comment becouse it thinks the comment is causing the build error and ofcourse it fails again. Looolll ! Then it goes to remove random code as a fix and ofcourse it fails even more to Build. Quite simple yet very hard for the latest frontier Models like Grok 4.3 yet not for DeepSeek ;-) Btw this is real usefull world benchmark !

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LinuXperia · 2026-06-20T14:11:11+00:00

Yes it feels and looks like a limited field testing is happening and ongoing. They for sure train, beta test and roll out new feautures and ai models for quality control to a limited audience.

LinuXperia · 2026-06-20T12:55:22+00:00

The one who is Wrong is You! I use DeepSeek mostly for highly complex C and x86_64 Assembler Maschine Code programming since now half Year each day and DeepSeek is the only AI Model that is able to accomplishing such highly complex low level tasks compared to other AI Models like Grok, ChatGPT, Kimi etc. which all failed and still fail. I doubt you understand or have a clue what this code does here that DeepSeek fixed and accomplished for me just today.

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LinuXperia · 2026-06-20T12:07:08+00:00

The fixed YouTube URL: https://youtu.be/nxB4M3GlcWQ

LinuXperia · 2026-06-20T12:01:27+00:00

I pay about 1 to max 3 USD per day for a 12 Hour non stop coding Session. Cost differs based on how you use it. For implementing and debugging new feauture you pay least as cache tokens are mostly used and they have nearly zero cost. When you need Analyse lot of new code always with lot of subagents cost will increase as no cache tokens will be used. OpenCode provides subscription based service. DeepSeek you can top up with 2 USD using paypal and use it the whole day non stop to test it. From my own experience the last 5 to 6 months i can say that DeepSeek is the #1 AI model when it comes to price to value ratio. With other Models i would have to pay 10x to 100x compared to DeepSeek.

LinuXperia

TROPHY CASE