Juji

With a plug-and-play value model, Q★ improves LLM reasoning and achieves cutting-edge coding and math correctness without the need for fine-tuning.

Researchers Just Built a Plug-and-Play Brain for LLMs

Q* merges A* search with LLMs to boost multi-step reasoning, reduce hallucinations, and enable smarter AI deliberation. 

Teaching LLMs How to “Think Twice”

Boots will hit Martian soil soon, but a functional colony? Not likely. Strap in for a skeptical take on Musk’s audacious dream to make humanity multiplanetary.

Will Musk Colonize Mars In His Lifetime? The Answer Won't Surprise You

By the spring of 1985, Richard Stallman had settled on the GNU Project's first milestone-a Lisp-based free software version of Emacs. 

The GNU Project's First Milestone

What will happen to Zepto (India's 10min delivery startup valued at $900M)? 

What Will Happen to Zepto?

Python for Beginners, Part 18: Logical AND, OR, NOT

Let's talk about yet another fascinating data structure known as dictionaries. Ever wondered how your iPhone stores phone numbers and then allows for simple and efficient lookups? Well, no need to wonder anymore after you watch this video!

Python for Beginners, Part 16: Dictionaries

The leadership I’ve learned through life could be summed up and put on the front of a t-shirt, “95% of the leadership skills I learned, I learned in the Army.” If that saying isn't already a thing: ™️. Though I left the U.S. Army a little over 20 years ago, I still stand by that statement.

What Being an Army Ranger Taught Me About Being a Project Manager

Setting up a good tool stack for your Machine Learning team is important to work efficiently and be able to focus on delivering results. If you work at a startup you know that setting up an environment that can grow with your team, needs of the users and rapidly evolving ML landscape is especially important. 

The Ultimate Toolbox Of ML Startups

If you’re building your startup in the south <strong>you’re not going to be able to raise money from Angel investors without significant revenue.</strong> There will always be exceptions, but most investors aren’t going to invest in an idea. They want to see a proven concept with some real traction and a plan to scale the business up.

stHow to raise a friends and family round

The "Junior Developer" role is collapsing (down 46%), but a new path is emerging. 

How to Start a Career as a Junior Developer in 2026

Interactive Service For Choosing a Jurisdiction For Crypto Businesses And Startups 

The Plan-Act Loop is the only way to ship AI code reliably. A tech lead shares 7 ironclad rules to coach Claude Code, avoid dependency loops.

💡 The Plan-Act Loop: How to Coach a Genius Junior Engineer (AKA Claude Code)

JetBrains launches Junie, an "agentic AI" assistant built into its IDEs, promising more autonomous coding and hinting at the future of development workflows.

JetBrains’ Junie Aims to Push Coding Beyond Autocomplete

 Industry-leading execution delivers 34x better MEV protection, positive slippage, and 8-10x lower fees

Jupiter Launches Ultra V3 – The Ultimate Trading Engine for Solana

The findings suggest a core-accretion and migration model, where planets form beyond the dust barrier and migrate inward until stopped by the gas disk.

A Unified Model for Hot Jupiter Orbits? Evidence for Gas Disk Truncation Across Stellar Masses

A comparative analysis of hot Jupiters around low and intermediate-mass stars indicates that the inner gas disk is the key factor in their final orbits.

Magnetospheric Truncation as the Limiting Factor for Hot Jupiter Orbits Across Stellar Masses

Treat ChatGPT like a junior dev on your team — helpful, but always needing review.

Using ChatGPT Like a Junior Dev: Productive, But Needs Checking

Ant Digital's $8.4 billion energy asset tokenization initiative shows junior mining companies a  blockchain blueprint to solve chronic funding shortages. 

Can Junior Mining Companies Replicate Ant Digital's $8.4 Billion Blockchain Tokenization Blueprint?

AI is replacing junior marketers, fast. From writing to testing, automation is taking over. Here's what's safe, and what's not.

This Is How AI Will Replace 90% of Junior Marketers

Discover the journey from junior to senior Node.js developer—beyond npm packages. Learn why mastering fundamentals like the event loop, async patterns, streams,

From Junior to Senior Node.js Developer: Lessons Learned

AI is reshaping engineering. Can junior developers still grow into seniors—or will the new role of “Agent Director” redefine the future?

Why Today’s Junior Engineers May Never Grow Up

How blockchain-based tokenized funds could help Canadian junior miners overcome regulatory barriers and attract both foreign and tech-savvy investors.

Can Tokenization Solve Canada’s Junior Mining Foreign Investment Problem?

The SIM‑ONE Framework uses governed cognition to turn AI from a drifting assistant into a reliable coding teammate with repeatable workflows.

From Drift to Discipline: How Governed Cognition Makes AI a Reliable Junior Developer

Juji specializes in developing empathetic + responsible conversational AI technology to accelerate the automation of human interactions and to scale business operations and drive growth

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Juji's stories on HackerNoon

Researchers Just Built a Plug-and-Play Brain for LLMs

Teaching LLMs How to “Think Twice”

Will Musk Colonize Mars In His Lifetime? The Answer Won't Surprise You

The GNU Project's First Milestone

What Will Happen to Zepto?

Python for Beginners, Part 18: Logical AND, OR, NOT

Python for Beginners, Part 16: Dictionaries

What Being an Army Ranger Taught Me About Being a Project Manager

The Ultimate Toolbox Of ML Startups

stHow to raise a friends and family round

How to Start a Career as a Junior Developer in 2026

Interactive Service For Choosing a Jurisdiction For Crypto Businesses And Startups

💡 The Plan-Act Loop: How to Coach a Genius Junior Engineer (AKA Claude Code)

JetBrains’ Junie Aims to Push Coding Beyond Autocomplete

Jupiter Launches Ultra V3 – The Ultimate Trading Engine for Solana

A Unified Model for Hot Jupiter Orbits? Evidence for Gas Disk Truncation Across Stellar Masses

Magnetospheric Truncation as the Limiting Factor for Hot Jupiter Orbits Across Stellar Masses

Using ChatGPT Like a Junior Dev: Productive, But Needs Checking

Can Junior Mining Companies Replicate Ant Digital's $8.4 Billion Blockchain Tokenization Blueprint?

This Is How AI Will Replace 90% of Junior Marketers

From Junior to Senior Node.js Developer: Lessons Learned

Why Today’s Junior Engineers May Never Grow Up

Can Tokenization Solve Canada’s Junior Mining Foreign Investment Problem?

From Drift to Discipline: How Governed Cognition Makes AI a Reliable Junior Developer

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