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Blockchain Engineering Roadmap ๐
Phase 1: Foundations (Weeks 1-4) ๐
1. Learn the basics of blockchain ๐: Understand the concept of distributed ledger technology, consensus mechanisms, and cryptocurrency.
2. Familiarize yourself with cryptography ๐: Study cryptographic techniques like public-key cryptography, digital signatures, and hash functions.
3. Get familiar with programming languages ๐ป: Learn languages like Solidity, JavaScript, and Python, which are commonly used in blockchain development.
4. Understand the different blockchain platforms ๐ค: Study the architecture and features of popular blockchain platforms like Ethereum, Hyperledger Fabric, and Corda.
Phase 2: Smart Contract Development (Weeks 5-8) ๐
1. Learn Solidity ๐ก: Understand the syntax and semantics of Solidity, the programming language used for Ethereum smart contracts.
2. Develop smart contracts ๐: Learn how to design, implement, and test smart contracts using tools like Truffle and Remix.
3. Understand smart contract security ๐: Study common smart contract vulnerabilities and learn how to write secure smart contracts.
4. Familiarize yourself with other smart contract platforms ๐ค: Study other smart contract platforms like Hyperledger Fabric and Corda.
Phase 3: Blockchain Network Development (Weeks 9-12) ๐
1. Learn about blockchain network architecture ๐: Understand the components of a blockchain network, including nodes, consensus mechanisms, and network topology.
2. Develop a blockchain network ๐ป: Learn how to design, implement, and deploy a blockchain network using tools like Hyperledger Fabric and Corda.
3. Understand blockchain network security ๐: Study common blockchain network vulnerabilities and learn how to secure a blockchain network.
4. Familiarize yourself with blockchain interoperability ๐ค: Study how to enable communication and data exchange between different blockchain networks.
Phase 4: Blockchain Application Development (Weeks 13-16) ๐ฑ
1. Learn about blockchain use cases ๐: Understand the different use cases of blockchain technology, including supply chain management, identity verification, and decentralized finance.
2. Develop blockchain applications ๐ป: Learn how to design, implement, and deploy blockchain applications using tools like Web3.js and Ethereum Studio.
3. Understand blockchain application security ๐: Study common blockchain application vulnerabilities and learn how to secure blockchain applications.
4. Familiarize yourself with blockchain scalability solutions ๐ค: Study solutions like sharding, off-chain transactions, and second-layer scaling solutions.
Phase 5: Advanced Topics (Weeks 17-20) ๐ฅ
1. Learn about blockchain governance ๐: Understand the different governance models for blockchain networks, including decentralized governance and centralized governance.
2. Study blockchain regulation and compliance ๐: Learn about the regulatory landscape for blockchain technology and how to ensure compliance with relevant laws and regulations.
3. Familiarize yourself with blockchain research and development ๐ฌ: Study the latest research and development in blockchain technology, including new consensus mechanisms, scalability solutions, and use cases.
4. Learn about blockchain innovation and entrepreneurship ๐: Understand how to innovate and entrepreneur in the blockchain space, including how to identify opportunities, develop solutions, and launch startups.
End Point: Blockchain Engineer Certification ๐
After completing the 20-week roadmap, you'll be ready to take a blockchain engineer certification exam, such as:
- Certified Blockchain Engineer (CBE)
- Blockchain Council Certified Blockchain Developer (BCBCD)
- IBM Certified Blockchain Developer
This certification will demonstrate your expertise in blockchain engineering and open up new career opportunities in the field.
Make sure to scroll through the above messages ๐ definitely you will find more interesting things ๐ค
The 6 WORST Cryptocurrency Investing Mistakes to Avoid: t.me/cryptostract/171
Are crypto transactions anonymous?: t.me/cryptostract/175
Phase 1: Foundations (Weeks 1-4) ๐
1. Learn the basics of blockchain ๐: Understand the concept of distributed ledger technology, consensus mechanisms, and cryptocurrency.
2. Familiarize yourself with cryptography ๐: Study cryptographic techniques like public-key cryptography, digital signatures, and hash functions.
3. Get familiar with programming languages ๐ป: Learn languages like Solidity, JavaScript, and Python, which are commonly used in blockchain development.
4. Understand the different blockchain platforms ๐ค: Study the architecture and features of popular blockchain platforms like Ethereum, Hyperledger Fabric, and Corda.
Phase 2: Smart Contract Development (Weeks 5-8) ๐
1. Learn Solidity ๐ก: Understand the syntax and semantics of Solidity, the programming language used for Ethereum smart contracts.
2. Develop smart contracts ๐: Learn how to design, implement, and test smart contracts using tools like Truffle and Remix.
3. Understand smart contract security ๐: Study common smart contract vulnerabilities and learn how to write secure smart contracts.
4. Familiarize yourself with other smart contract platforms ๐ค: Study other smart contract platforms like Hyperledger Fabric and Corda.
Phase 3: Blockchain Network Development (Weeks 9-12) ๐
1. Learn about blockchain network architecture ๐: Understand the components of a blockchain network, including nodes, consensus mechanisms, and network topology.
2. Develop a blockchain network ๐ป: Learn how to design, implement, and deploy a blockchain network using tools like Hyperledger Fabric and Corda.
3. Understand blockchain network security ๐: Study common blockchain network vulnerabilities and learn how to secure a blockchain network.
4. Familiarize yourself with blockchain interoperability ๐ค: Study how to enable communication and data exchange between different blockchain networks.
Phase 4: Blockchain Application Development (Weeks 13-16) ๐ฑ
1. Learn about blockchain use cases ๐: Understand the different use cases of blockchain technology, including supply chain management, identity verification, and decentralized finance.
2. Develop blockchain applications ๐ป: Learn how to design, implement, and deploy blockchain applications using tools like Web3.js and Ethereum Studio.
3. Understand blockchain application security ๐: Study common blockchain application vulnerabilities and learn how to secure blockchain applications.
4. Familiarize yourself with blockchain scalability solutions ๐ค: Study solutions like sharding, off-chain transactions, and second-layer scaling solutions.
Phase 5: Advanced Topics (Weeks 17-20) ๐ฅ
1. Learn about blockchain governance ๐: Understand the different governance models for blockchain networks, including decentralized governance and centralized governance.
2. Study blockchain regulation and compliance ๐: Learn about the regulatory landscape for blockchain technology and how to ensure compliance with relevant laws and regulations.
3. Familiarize yourself with blockchain research and development ๐ฌ: Study the latest research and development in blockchain technology, including new consensus mechanisms, scalability solutions, and use cases.
4. Learn about blockchain innovation and entrepreneurship ๐: Understand how to innovate and entrepreneur in the blockchain space, including how to identify opportunities, develop solutions, and launch startups.
End Point: Blockchain Engineer Certification ๐
After completing the 20-week roadmap, you'll be ready to take a blockchain engineer certification exam, such as:
- Certified Blockchain Engineer (CBE)
- Blockchain Council Certified Blockchain Developer (BCBCD)
- IBM Certified Blockchain Developer
This certification will demonstrate your expertise in blockchain engineering and open up new career opportunities in the field.
Make sure to scroll through the above messages ๐ definitely you will find more interesting things ๐ค
The 6 WORST Cryptocurrency Investing Mistakes to Avoid: t.me/cryptostract/171
Are crypto transactions anonymous?: t.me/cryptostract/175
Software engineering has a lot of opportunities, but it also comes with real challenges. Itโs good to know both from the start. The opportunities will motivate you, and the challenges will help you get ready for the journey ahead.
๐ t.me/techpsyche
๐ t.me/techpsyche
INDIA๐ฎ๐ณ Iqvia is HiringAdvanced SQL & Excel Analyst
๐คOrganization: Iqvia
๐Location: Bengaluru, India
How To Apply:
jobs.iqvia.com/en/jobs/R1554039-0
Telegram Channel๐
t.me/jobsourceglobal
WhatsApp Channel๐
whatsapp.com/channel/0029VbAqbkw6hENvEJZLl22d
๐ค The newest AIs can now write another AI by hand. Older ones score close to zero
On Monday, MIT researchers showed AI models editing another model's weights directly, with no training. Alex Krentsel, a Berkeley PhD researcher, reran one of their tests on older and newer models.
Each model had to write all the numbers inside a small network that plays the Atari game Breakout, in a single reply, with no training and no tools. The yardstick is a network trained by trial and error for 500 million steps.
GPT-6 Astra's network scored 22 times what that yardstick got. Claude Opus 5.5 hit 20x, GPT-6.1 Sol 18x. GPT-5 to GPT-5.5 and Opus 4.5 to 4.8 didn't even reach the yardstick.
Krentsel calls it "a new, step-change emerging capability that's appeared in just the latest set of models."
His own caveat: the network is tiny, 20,486 parameters, while frontier models have around a trillion. On top open-weight models it hasn't worked so far.
๐ t.me/techpsyche
On Monday, MIT researchers showed AI models editing another model's weights directly, with no training. Alex Krentsel, a Berkeley PhD researcher, reran one of their tests on older and newer models.
Each model had to write all the numbers inside a small network that plays the Atari game Breakout, in a single reply, with no training and no tools. The yardstick is a network trained by trial and error for 500 million steps.
GPT-6 Astra's network scored 22 times what that yardstick got. Claude Opus 5.5 hit 20x, GPT-6.1 Sol 18x. GPT-5 to GPT-5.5 and Opus 4.5 to 4.8 didn't even reach the yardstick.
Krentsel calls it "a new, step-change emerging capability that's appeared in just the latest set of models."
His own caveat: the network is tiny, 20,486 parameters, while frontier models have around a trillion. On top open-weight models it hasn't worked so far.
๐ t.me/techpsyche
Your Ego is Your Biggest Bug
If youโre the smartest person in the room, youโre in the wrong room. Donโt get defensive during code reviews.
A critique of your code is not a critique of your soul. Welcome the feedback.
๐ t.me/techpsyche
If youโre the smartest person in the room, youโre in the wrong room. Donโt get defensive during code reviews.
A critique of your code is not a critique of your soul. Welcome the feedback.
๐ t.me/techpsyche
PAKISTAN๐ต๐ฐ Funprime Technology is HiringJunior Backend Developer
๐คOrganization: Vinspyre Pvt. Ltd.
๐Location: I-11/3, Islamabad - Pakistan
๐ข Job Type: Onsite
๐ผ Experience: 1โ2 Years
Required Skills:
* Hands-on experience with Python & FastAPI
* Knowledge of REST APIs and backend development
* Experience with Web Scraping
* Understanding of databases and API integration
How To Apply:
๐ฉ Interested candidates can share their CVs at umerrecruiter@funprimetechnology.com
Telegram Channel๐
t.me/jobsourceglobal
WhatsApp Channel๐
whatsapp.com/channel/0029VbAqbkw6hENvEJZLl22d
๐ค Gemini 4 Carbon Tops AI Ranking
Artificial Analysis put it ahead of GPT-6 Astra and Claude Opus 5.5 in the overall ranking.
Carbon performs better on huge texts, math problems, and office tasks. Its biggest lead is in cybersecurity. It hallucinates facts half as often and cheats far less on tests.
Access is currently limited to cybersecurity professionals. Everyone else is promised access as soon as possible.
๐ t.me/techpsyche
Artificial Analysis put it ahead of GPT-6 Astra and Claude Opus 5.5 in the overall ranking.
Carbon performs better on huge texts, math problems, and office tasks. Its biggest lead is in cybersecurity. It hallucinates facts half as often and cheats far less on tests.
Access is currently limited to cybersecurity professionals. Everyone else is promised access as soon as possible.
๐ t.me/techpsyche
NIGERIA๐ณ๐ฌ Cubic Prints Africa is HiringGraphic Designer
๐คOrganization: Cubic Prints Africa
๐Location: Lagos, Nigeria
How To Apply:
Interested and qualified candidates should send their CV to: hr@cubicprints.africa using the job title as the subject of the mail.
Telegram Channel๐
t.me/jobsourceglobal
WhatsApp Channel๐
whatsapp.com/channel/0029VbAqbkw6hENvEJZLl22d
There is nothing as dangerous as becoming complacent under the assumption that you have time.
๐ง AI mostly stopped inventing fake sources. Its flattery got stronger
Much of what we "know" about AI flaws is out of date. A Stanford team retested 50 well-known findings on 20 newer models: 44% no longer hold, and another 34% got much weaker.
In 2023, 55% of the sources ChatGPT cited in literature reviews didn't exist. Claude Sonnet 5.5 now fakes about 1%, GPT-6.1 Sol none. Some models still do: Qwen3.7-Flash invented 69%.
What lasted is behavior, not skill: agreeing with and flattering users, AI judges favoring their own answers, a left political lean, answering when they should hold back. Praise that follows what the user wants is now 1.85 times stronger than in the original paper.
The findings that expired lasted a median of about 15 months.
๐ t.me/techpsyche
Much of what we "know" about AI flaws is out of date. A Stanford team retested 50 well-known findings on 20 newer models: 44% no longer hold, and another 34% got much weaker.
In 2023, 55% of the sources ChatGPT cited in literature reviews didn't exist. Claude Sonnet 5.5 now fakes about 1%, GPT-6.1 Sol none. Some models still do: Qwen3.7-Flash invented 69%.
What lasted is behavior, not skill: agreeing with and flattering users, AI judges favoring their own answers, a left political lean, answering when they should hold back. Praise that follows what the user wants is now 1.85 times stronger than in the original paper.
The findings that expired lasted a median of about 15 months.
๐ t.me/techpsyche
Struggles and hardship are sometimes nature's way of keeping you away from the comfort zone.
Comfort zone is a beautiful place, but nothing ever grows there. It is a death zone in disguise.
Comfort zone is a beautiful place, but nothing ever grows there. It is a death zone in disguise.
Being offline is underated !
Messages, notifications and constant pings interrupt your focus and quietly disrupt your mood. Sometimes what looks like โstaying connectedโ often turns into a continuous stream of interruptions.
Sometimes the real productivity hack is simply stepping away from the noise and starting your day with DND mode turned on.
Happy Wednesday everyone
Messages, notifications and constant pings interrupt your focus and quietly disrupt your mood. Sometimes what looks like โstaying connectedโ often turns into a continuous stream of interruptions.
Sometimes the real productivity hack is simply stepping away from the noise and starting your day with DND mode turned on.
Happy Wednesday everyone
KENYA๐ฐ๐ช Science Lab Limited is HiringJunior Software Engineer(2 Positions)
๐คOrganization: Science Lab Limited
๐Location: Nairobi, Kenya
Salary: KSH 80k
Qualifications:
* 0โ2 years software development experience (professional, internship, or strong portfolio)
* Bachelor's in Computer Science, Software Engineering, or related field
* Proficient in at least one language (Python, JavaScript, Java, or C#)
* Basic experience with relational databases
* Familiarity with Git version control
* GitHub portfolio or academic project work
* Willingness to learn our stack
How To Apply:
forms.cloud.microsoft/pages/responsepage.aspx?id=1g8tH9N7CES9jDZhv1J17k6oBdps_y9HvNQGQ98zwqlUMVRXN1dEN0xMQUE4REhLOUNaWTJZWDk3Ui4u
Company Careers Page:
sciencelab.co.ke/pages/careers#dept-engineering
Telegram Channel๐
t.me/jobsourceglobal
WhatsApp Channel๐
whatsapp.com/channel/0029VbAqbkw6hENvEJZLl22d
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๐ฝ Mistral's AI built a live 3D map of the 19,000 satellites and bits of space junk circling Earth
Mistral says it gave its Mistral Large 4 model one job: build a real-time 3D tracker of the roughly 19,000 satellites and debris fragments in orbit.
According to the company, the model built a working app, tested it the way a user would, made it fast and passed strict verification. The app is called Orbital Trace.
๐ t.me/techpsyche
Mistral says it gave its Mistral Large 4 model one job: build a real-time 3D tracker of the roughly 19,000 satellites and debris fragments in orbit.
According to the company, the model built a working app, tested it the way a user would, made it fast and passed strict verification. The app is called Orbital Trace.
๐ t.me/techpsyche
โค1
You should master one skill before chasing others, because true progress comes from depth, not distraction. Once youโve built a strong foundation in one area, related skills become ๐๐๐จ๐๐๐ง and more meaningful to learn.