#Effort Estimation Techniques

To get the free framework, comment “VALUE METRICS” and I’ll send you a link! Advocating for your work is not just about tracking everything you do, but understanding how companies evaluate ROI - companies invest $X in your salary expecting $XX+ in return. And your manager is the most influential person in your career advancement, but they probably have 100+ priorities competing for their attention - you can’t assume they have tabs on your full impact. I KNOWWW it feels awkward and uncomfortable to “brag” about yourself at work. This is why using metrics is the best approach - it takes the emotion out of it by objectifying the outcome of all that unseen work. And, it makes it easy on your manager to tell their manager about all the ways that you are so great!! Quick example: Instead of “I manage our client databases#,” try “Implemented system that reduced response time by 40% and increased client retention 25%” This framework = your playbook for turning daily work into compelling value metrics that drive raises, promotions, and job offers. Because your career growth depends on it!! #careeradvice #careergrowth #performancereview #salaryraise getpromoted

Driving Excellence requires effort, and there are many tools/methods in a quality system a business can use to achieve it. #excellence #quality #business #workflow #effort

This is the way Of measuring with Accuracy to fitting Tiles #tech #technology #techworld #coolgadgets

💡 Retain more of the information that you consume by using this learning technique. #productivitytips #productivityhacks #motivationmindset #studyingtips #contentcreator #motivatedmindset

Simple terms | Explaining the math ⤵️ When an AI compresses numbers it rounds them. Instead of storing 3.7291 it stores “roughly 4.” That saves space. But every time it does that it also has to store a little note saying “the original numbers were in this range, so scale accordingly when you un-round later.” That note costs extra memory. That is the problem TurboQuant is solving in two stages. 1. PolarQuant - the reason that note is needed is because the numbers inside a vector are wildly uneven. Like 0.001, 850, 0.003, 920 all in one list. When numbers are that spread out you need custom scale instructions per group. PolarQuant fixes this by mixing the numbers before compressing them. More like blending. Every output number becomes a little bit of every input number combined. So 850 from the list does not sit in one slot anymore. It gets diluted across all slots. The tiny numbers get a little boost from their neighbors. The total information does not change but now instead of 0.001, 850, 0.003, 920 you get something like 2.1, 1.9, 2.3, 2.0. Roughly even. Now you only need one shared scale for the whole group. No custom note. That is where most of the memory saving comes from. 2. QJL - even after a clean compression rounding always leaves a tiny leftover error. The real number was 2.3 and you stored 2. Error is 0.3. The dangerous part is these errors tend to all lean the same direction, always slightly too high or always slightly too low. That is called bias. Over thousands of calculations that bias snowballs and the model loses accuracy. QJL just asks one question about each leftover error. Is it positive or negative. That is it. One bit. A plus or a minus. Mathematically that single direction flag is enough to cancel out the drift across all calculations. It does not store how big the error is. Just which way it is leaning. And that is enough. So, To sum it up TurboQuant is not a new model. It is a smarter way to compress the AI’s working memory during long conversations. Mix the numbers so they become even, compress cleanly, then catch the drift with one bit per error. @googlegemini @googledeepmind 🏷️ Day 12, GenAI, Google research pa

A proven methodology

Hack to calculate percentages. Comment LEARN below to learn anything faster. #braintraining #homeschool #studyskills #mathisfun

Here’s some good info on calculating percentages. This was a mouth full to fit in one video, so please forgive the couple mistakes I made 😅🤣 - #heavyequipmentoperator #heavyequipment #construction #dirtwork #gradecheck #finishgrade #excavation #operating #thedirtdoctor

percentage Shortcut tricks percentage tricks percentage formula math tricks #viralreels #reels #reelsinstagram #instagram #mathtricks

Quantity Takeoff in Action! . . #Construction #QS #Engineer #Architect #Civil #QuantitySurveying #Estimation #MEP

There’s a mathematical framework that can help you make hard decisions, here’s how to build your own with @claudeai

More people will lose their jobs to laziness than to AI this year.