DjamgaMind: Audio Intelligence for the C-Suite (Energy, Healthcare, Finance)
Are you drowning in dense legal text? DjamgaMind is the new audio intelligence platform that turns 100-page healthcare or Energy mandates into 5-minute executive briefings. Whether you are navigating Bill C-27 (Canada) or the CMS-0057-F Interoperability Rule (USA), our AI agents decode the liability so you don’t have to. 👉 Start your specialized audio briefing today at Djamgamind.com
AI Jobs and Career
I wanted to share an exciting opportunity for those of you looking to advance your careers in the AI space. You know how rapidly the landscape is evolving, and finding the right fit can be a challenge. That's why I'm excited about Mercor – they're a platform specifically designed to connect top-tier AI talent with leading companies. Whether you're a data scientist, machine learning engineer, or something else entirely, Mercor can help you find your next big role. If you're ready to take the next step in your AI career, check them out through my referral link: https://work.mercor.com/?referralCode=82d5f4e3-e1a3-4064-963f-c197bb2c8db1. It's a fantastic resource, and I encourage you to explore the opportunities they have available.
- Full Stack Engineer [$150K-$220K]
- Software Engineer, Tooling & AI Workflow, Contract [$90/hour]
- DevOps Engineer, India, Contract [$90/hour]
- More AI Jobs Opportunitieshere
| Job Title | Status | Pay |
|---|---|---|
| Full-Stack Engineer | Strong match, Full-time | $150K - $220K / year |
| Developer Experience and Productivity Engineer | Pre-qualified, Full-time | $160K - $300K / year |
| Software Engineer - Tooling & AI Workflows (Contract) | Contract | $90 / hour |
| DevOps Engineer (India) | Full-time | $20K - $50K / year |
| Senior Full-Stack Engineer | Full-time | $2.8K - $4K / week |
| Enterprise IT & Cloud Domain Expert - India | Contract | $20 - $30 / hour |
| Senior Software Engineer | Contract | $100 - $200 / hour |
| Senior Software Engineer | Pre-qualified, Full-time | $150K - $300K / year |
| Senior Full-Stack Engineer: Latin America | Full-time | $1.6K - $2.1K / week |
| Software Engineering Expert | Contract | $50 - $150 / hour |
| Generalist Video Annotators | Contract | $45 / hour |
| Generalist Writing Expert | Contract | $45 / hour |
| Editors, Fact Checkers, & Data Quality Reviewers | Contract | $50 - $60 / hour |
| Multilingual Expert | Contract | $54 / hour |
| Mathematics Expert (PhD) | Contract | $60 - $80 / hour |
| Software Engineer - India | Contract | $20 - $45 / hour |
| Physics Expert (PhD) | Contract | $60 - $80 / hour |
| Finance Expert | Contract | $150 / hour |
| Designers | Contract | $50 - $70 / hour |
| Chemistry Expert (PhD) | Contract | $60 - $80 / hour |
AWS Lambda to auto start stop Ec2 instance on schedule using python and boto3
Use this lambda function to auto start stop all Ec2 instances based on schedule from tags.

#Auto Shutodown - Start EC2 instances based on tags
import boto3
import os
import json
import croniter
import datetime
# Enter the region your instances are in. Include only the region without specifying Availability Zone; e.g., 'us-east-1'
region = 'us-west-2'
EC2_STATUS_CODE_RUNNING = 16
EC2_STATUS_CODE_STOPPED = 80
def lambda_handler(event, context):
ec2 = boto3.client(‘ec2’, region_name=region)
AI-Powered Professional Certification Quiz Platform
Web|iOs|Android|Windows
Are you passionate about AI and looking for your next career challenge? In the fast-evolving world of artificial intelligence, connecting with the right opportunities can make all the difference. We're excited to recommend Mercor, a premier platform dedicated to bridging the gap between exceptional AI professionals and innovative companies.
Whether you're seeking roles in machine learning, data science, or other cutting-edge AI fields, Mercor offers a streamlined path to your ideal position. Explore the possibilities and accelerate your AI career by visiting Mercor through our exclusive referral link:
Find Your AI Dream Job on Mercor
Your next big opportunity in AI could be just a click away!
#auto_start_stop_tag = ‘tc:uptime_schedule_gmt’
auto_start_tag = ‘tc:start_time_schedule_gmt_24h_format’
auto_shutdown_tag = ‘tc:shutdown_time_schedule_gmt_24h_format’
AI- Powered Jobs Interview Warmup For Job Seekers

⚽️Comparative Analysis: Top Calgary Amateur Soccer Clubs – Outdoor 2025 Season (Kids' Programs by Age Group)
instances_to_shutdown = []
instances_to_start = []
# Query ec2 machines for auto_start_stop_tag,
#instances_with_schedules = get_instance_schedules(auto_start_stop_tag)
instances_with_start_schedules = get_instance_schedules(auto_start_tag)
instances_with_shutdown_schedules = get_instance_schedules(auto_shutdown_tag)
print(“instances_with_start_schedules: %s” % instances_with_start_schedules)
print(“instances_with_shutdown_schedules: %s” % instances_with_shutdown_schedules)
AI Jobs and Career
And before we wrap up today's AI news, I wanted to share an exciting opportunity for those of you looking to advance your careers in the AI space. You know how rapidly the landscape is evolving, and finding the right fit can be a challenge. That's why I'm excited about Mercor – they're a platform specifically designed to connect top-tier AI talent with leading companies. Whether you're a data scientist, machine learning engineer, or something else entirely, Mercor can help you find your next big role. If you're ready to take the next step in your AI career, check them out through my referral link: https://work.mercor.com/?referralCode=82d5f4e3-e1a3-4064-963f-c197bb2c8db1. It's a fantastic resource, and I encourage you to explore the opportunities they have available.
for instance_id, values in instances_with_start_schedules.items():
now = datetime.datetime.now()
print(“now: %s” % now)
iterator = croniter.croniter(values[‘Schedule’], now)
next_run_time = iterator.get_next(datetime.datetime)
print(“next_run_time: %s” % next_run_time)
duration_until_next_run_time = next_run_time – now
print(“duration_until_next_start_time: %s” % duration_until_next_run_time)
duration_of_one_hour = datetime.timedelta(hours=1)
if duration_until_next_run_time <= duration_of_one_hour and values[‘State’][‘Code’] == EC2_STATUS_CODE_STOPPED: print(“true”) print(“instance_to_stop.append(%s)” % instance_id) instances_to_start.append(instance_id) for instance_id, values in instances_with_shutdown_schedules.items(): now = datetime.datetime.now() print(“now: %s” % now) iterator = croniter.croniter(values[‘Schedule’], now) next_run_time = iterator.get_next(datetime.datetime) print(“next_run_time: %s” % next_run_time) duration_until_next_run_time = next_run_time – now print(“duration_until_next_shutdown_time: %s” % duration_until_next_run_time) duration_of_one_hour = datetime.timedelta(hours=1) if duration_until_next_run_time <= duration_of_one_hour and values[‘State’][‘Code’] == EC2_STATUS_CODE_RUNNING: print(“instance_to_shutdown.append(%s)” % instance_id) instances_to_shutdown.append(instance_id) if len(instances_to_shutdown) > 0:
ec2.stop_instances(InstanceIds=instances_to_shutdown)
print(‘stopped your instances: ‘ + str(instances_to_shutdown))
send_shutdown_notification(instances_to_shutdown, “STOPPED”)
if len(instances_to_start) > 0:
ec2.start_instances(InstanceIds=instances_to_start)
print(‘started your instances: ‘ + str(instances_to_start))
send_start_notification(instances_to_start, “STARTED”)
def send_shutdown_notification(instances, event):
instances_json_object = {“instances”:instances, “event”:event}
instances_json_string = json.dumps(instances_json_object)
instances_json_bytes = instances_json_string.encode(‘utf-8’)
lambda_arn = os.environ[‘LAMBDA_NOTIFICATION_SHUTDOWN_ARN’]
lambda_client = boto3.client(“lambda”)
lambda_client.invoke(
FunctionName=lambda_arn,
InvocationType=’Event’,
LogType=’None’,
Payload=instances_json_bytes
)
def send_start_notification(instances, event):
instances_json_object = {“instances”:instances, “event”:event}
instances_json_string = json.dumps(instances_json_object)
instances_json_bytes = instances_json_string.encode(‘utf-8’)
lambda_arn = os.environ[‘LAMBDA_NOTIFICATION_START_ARN’]
lambda_client = boto3.client(“lambda”)
lambda_client.invoke(
FunctionName=lambda_arn,
InvocationType=’Event’,
LogType=’None’,
Payload=instances_json_bytes
)
def get_instance_schedules(tag_name):
# When passed a tag key, tag value this will return a list of InstanceIds that were found.
ec2client = boto3.client(‘ec2’)
response = ec2client.describe_instances(
Filters=[
{
‘Name’: ‘tag-key’,
‘Values’: [tag_name]
}
]
)
instancelist = {}
for reservation in (response[“Reservations”]):
for instance in reservation[“Instances”]:
tag_value = ”
for tag in instance[‘Tags’]:
if tag[‘Key’] == tag_name:
tag_value = tag[‘Value’]
break
instancelist[instance[“InstanceId”]] = {‘Schedule’:tag_value,’State’:instance[‘State’]}
return instancelist
What is Google Workspace?
Google Workspace is a cloud-based productivity suite that helps teams communicate, collaborate and get things done from anywhere and on any device. It's simple to set up, use and manage, so your business can focus on what really matters.
Watch a video or find out more here.
Here are some highlights:
Business email for your domain
Look professional and communicate as you@yourcompany.com. Gmail's simple features help you build your brand while getting more done.
Access from any location or device
Check emails, share files, edit documents, hold video meetings and more, whether you're at work, at home or on the move. You can pick up where you left off from a computer, tablet or phone.
Enterprise-level management tools
Robust admin settings give you total command over users, devices, security and more.
Sign up using my link https://referworkspace.app.goo.gl/Q371 and get a 14-day trial, and message me to get an exclusive discount when you try Google Workspace for your business.
Google Workspace Business Standard Promotion code for the Americas
63F733CLLY7R7MM
63F7D7CPD9XXUVT
63FLKQHWV3AEEE6
63JGLWWK36CP7WM
Email me for more promo codes
Active Hydrating Toner, Anti-Aging Replenishing Advanced Face Moisturizer, with Vitamins A, C, E & Natural Botanicals to Promote Skin Balance & Collagen Production, 6.7 Fl Oz
Age Defying 0.3% Retinol Serum, Anti-Aging Dark Spot Remover for Face, Fine Lines & Wrinkle Pore Minimizer, with Vitamin E & Natural Botanicals
Firming Moisturizer, Advanced Hydrating Facial Replenishing Cream, with Hyaluronic Acid, Resveratrol & Natural Botanicals to Restore Skin's Strength, Radiance, and Resilience, 1.75 Oz
Skin Stem Cell Serum
Smartphone 101 - Pick a smartphone for me - android or iOS - Apple iPhone or Samsung Galaxy or Huawei or Xaomi or Google Pixel
Can AI Really Predict Lottery Results? We Asked an Expert.
Djamgatech

Read Photos and PDFs Aloud for me iOS
Read Photos and PDFs Aloud for me android
Read Photos and PDFs Aloud For me Windows 10/11
Read Photos and PDFs Aloud For Amazon
Get 20% off Google Workspace (Google Meet) Business Plan (AMERICAS): M9HNXHX3WC9H7YE (Email us for more)
Get 20% off Google Google Workspace (Google Meet) Standard Plan with the following codes: 96DRHDRA9J7GTN6(Email us for more)
AI-Powered Professional Certification Quiz Platform
Web|iOs|Android|Windows
FREE 10000+ Quiz Trivia and and Brain Teasers for All Topics including Cloud Computing, General Knowledge, History, Television, Music, Art, Science, Movies, Films, US History, Soccer Football, World Cup, Data Science, Machine Learning, Geography, etc....

List of Freely available programming books - What is the single most influential book every Programmers should read
- Bjarne Stroustrup - The C++ Programming Language
- Brian W. Kernighan, Rob Pike - The Practice of Programming
- Donald Knuth - The Art of Computer Programming
- Ellen Ullman - Close to the Machine
- Ellis Horowitz - Fundamentals of Computer Algorithms
- Eric Raymond - The Art of Unix Programming
- Gerald M. Weinberg - The Psychology of Computer Programming
- James Gosling - The Java Programming Language
- Joel Spolsky - The Best Software Writing I
- Keith Curtis - After the Software Wars
- Richard M. Stallman - Free Software, Free Society
- Richard P. Gabriel - Patterns of Software
- Richard P. Gabriel - Innovation Happens Elsewhere
- Code Complete (2nd edition) by Steve McConnell
- The Pragmatic Programmer
- Structure and Interpretation of Computer Programs
- The C Programming Language by Kernighan and Ritchie
- Introduction to Algorithms by Cormen, Leiserson, Rivest & Stein
- Design Patterns by the Gang of Four
- Refactoring: Improving the Design of Existing Code
- The Mythical Man Month
- The Art of Computer Programming by Donald Knuth
- Compilers: Principles, Techniques and Tools by Alfred V. Aho, Ravi Sethi and Jeffrey D. Ullman
- Gödel, Escher, Bach by Douglas Hofstadter
- Clean Code: A Handbook of Agile Software Craftsmanship by Robert C. Martin
- Effective C++
- More Effective C++
- CODE by Charles Petzold
- Programming Pearls by Jon Bentley
- Working Effectively with Legacy Code by Michael C. Feathers
- Peopleware by Demarco and Lister
- Coders at Work by Peter Seibel
- Surely You're Joking, Mr. Feynman!
- Effective Java 2nd edition
- Patterns of Enterprise Application Architecture by Martin Fowler
- The Little Schemer
- The Seasoned Schemer
- Why's (Poignant) Guide to Ruby
- The Inmates Are Running The Asylum: Why High Tech Products Drive Us Crazy and How to Restore the Sanity
- The Art of Unix Programming
- Test-Driven Development: By Example by Kent Beck
- Practices of an Agile Developer
- Don't Make Me Think
- Agile Software Development, Principles, Patterns, and Practices by Robert C. Martin
- Domain Driven Designs by Eric Evans
- The Design of Everyday Things by Donald Norman
- Modern C++ Design by Andrei Alexandrescu
- Best Software Writing I by Joel Spolsky
- The Practice of Programming by Kernighan and Pike
- Pragmatic Thinking and Learning: Refactor Your Wetware by Andy Hunt
- Software Estimation: Demystifying the Black Art by Steve McConnel
- The Passionate Programmer (My Job Went To India) by Chad Fowler
- Hackers: Heroes of the Computer Revolution
- Algorithms + Data Structures = Programs
- Writing Solid Code
- JavaScript - The Good Parts
- Getting Real by 37 Signals
- Foundations of Programming by Karl Seguin
- Computer Graphics: Principles and Practice in C (2nd Edition)
- Thinking in Java by Bruce Eckel
- The Elements of Computing Systems
- Refactoring to Patterns by Joshua Kerievsky
- Modern Operating Systems by Andrew S. Tanenbaum
- The Annotated Turing
- Things That Make Us Smart by Donald Norman
- The Timeless Way of Building by Christopher Alexander
- The Deadline: A Novel About Project Management by Tom DeMarco
- The C++ Programming Language (3rd edition) by Stroustrup
- Patterns of Enterprise Application Architecture
- Computer Systems - A Programmer's Perspective
- Agile Principles, Patterns, and Practices in C# by Robert C. Martin
- Growing Object-Oriented Software, Guided by Tests
- Framework Design Guidelines by Brad Abrams
- Object Thinking by Dr. David West
- Advanced Programming in the UNIX Environment by W. Richard Stevens
- Hackers and Painters: Big Ideas from the Computer Age
- The Soul of a New Machine by Tracy Kidder
- CLR via C# by Jeffrey Richter
- The Timeless Way of Building by Christopher Alexander
- Design Patterns in C# by Steve Metsker
- Alice in Wonderland by Lewis Carol
- Zen and the Art of Motorcycle Maintenance by Robert M. Pirsig
- About Face - The Essentials of Interaction Design
- Here Comes Everybody: The Power of Organizing Without Organizations by Clay Shirky
- The Tao of Programming
- Computational Beauty of Nature
- Writing Solid Code by Steve Maguire
- Philip and Alex's Guide to Web Publishing
- Object-Oriented Analysis and Design with Applications by Grady Booch
- Effective Java by Joshua Bloch
- Computability by N. J. Cutland
- Masterminds of Programming
- The Tao Te Ching
- The Productive Programmer
- The Art of Deception by Kevin Mitnick
- The Career Programmer: Guerilla Tactics for an Imperfect World by Christopher Duncan
- Paradigms of Artificial Intelligence Programming: Case studies in Common Lisp
- Masters of Doom
- Pragmatic Unit Testing in C# with NUnit by Andy Hunt and Dave Thomas with Matt Hargett
- How To Solve It by George Polya
- The Alchemist by Paulo Coelho
- Smalltalk-80: The Language and its Implementation
- Writing Secure Code (2nd Edition) by Michael Howard
- Introduction to Functional Programming by Philip Wadler and Richard Bird
- No Bugs! by David Thielen
- Rework by Jason Freid and DHH
- JUnit in Action
#BlackOwned #BlackEntrepreneurs #BlackBuniness #AWSCertified #AWSCloudPractitioner #AWSCertification #AWSCLFC02 #CloudComputing #AWSStudyGuide #AWSTraining #AWSCareer #AWSExamPrep #AWSCommunity #AWSEducation #AWSBasics #AWSCertified #AWSMachineLearning #AWSCertification #AWSSpecialty #MachineLearning #AWSStudyGuide #CloudComputing #DataScience #AWSCertified #AWSSolutionsArchitect #AWSArchitectAssociate #AWSCertification #AWSStudyGuide #CloudComputing #AWSArchitecture #AWSTraining #AWSCareer #AWSExamPrep #AWSCommunity #AWSEducation #AzureFundamentals #AZ900 #MicrosoftAzure #ITCertification #CertificationPrep #StudyMaterials #TechLearning #MicrosoftCertified #AzureCertification #TechBooks
Top 1000 Canada Quiz and trivia: CANADA CITIZENSHIP TEST- HISTORY - GEOGRAPHY - GOVERNMENT- CULTURE - PEOPLE - LANGUAGES - TRAVEL - WILDLIFE - HOCKEY - TOURISM - SCENERIES - ARTS - DATA VISUALIZATION

Top 1000 Africa Quiz and trivia: HISTORY - GEOGRAPHY - WILDLIFE - CULTURE - PEOPLE - LANGUAGES - TRAVEL - TOURISM - SCENERIES - ARTS - DATA VISUALIZATION

Exploring the Pros and Cons of Visiting All Provinces and Territories in Canada.

Exploring the Advantages and Disadvantages of Visiting All 50 States in the USA

Health Health, a science-based community to discuss human health
- French children exposed to high levels of toxic heavy metals in everyday foods, study findsby /u/euronews-english on February 16, 2026 at 2:56 pm
submitted by /u/euronews-english [link] [comments]
- Intermittent fasting offers no greater weight loss than standard diets, study findsby /u/euronews-english on February 16, 2026 at 10:52 am
submitted by /u/euronews-english [link] [comments]
- This Is What Destroying the Vaccine Market Looks Likeby /u/Dont_think_Do on February 15, 2026 at 10:24 pm
submitted by /u/Dont_think_Do [link] [comments]
- Key US infectious-diseases centre to drop pandemic preparationby /u/kiyomoris on February 15, 2026 at 9:18 pm
submitted by /u/kiyomoris [link] [comments]
- Extensively Drug-Resistant Salmonella Outbreak Linked to Moringa Powder Capsulesby /u/felurianyt on February 15, 2026 at 7:45 pm
submitted by /u/felurianyt [link] [comments]
Today I Learned (TIL) You learn something new every day; what did you learn today? Submit interesting and specific facts about something that you just found out here.
- TIL: Tuberculosis (TB) has killed more people in the past 200 years than malaria, smallpox, HIV/AIDS, cholera, the plague, and the Flu combined.by /u/Floatzel404 on February 16, 2026 at 4:34 pm
submitted by /u/Floatzel404 [link] [comments]
- TIL that Detroit, once America's 5th largest city at 1.85 million residents in 1957, saw 66 straight years of population loss to a low of 630,000 residents in 2022. This makes it the only US city to drop below 1 million after reaching it. It would see its first reversal of this trend in 2023.by /u/Next_Worth_3616 on February 16, 2026 at 3:09 pm
submitted by /u/Next_Worth_3616 [link] [comments]
- TIL The Qin Hui statues in Hangzhou, China, are iron, kneeling figures depicting the Song Dynasty chancellor (1090–1155) and his wife, Lady Wang, eternally shamed for betraying patriotic General Yue Fei. These statues have been subjected to 900 years of ritual spitting, beating and abuse by visitorsby /u/DivinePatriarch on February 16, 2026 at 2:23 pm
submitted by /u/DivinePatriarch [link] [comments]
- TIL, The Hooded Pitohui of New Guinea is one of the world's few poisonous birds. Its skin and feathers contain batrachotoxin—the same lethal neurotoxin found in poison dart frogs.by /u/Massive-Song5686 on February 16, 2026 at 2:10 pm
submitted by /u/Massive-Song5686 [link] [comments]
- TIL of Lavasa, an abandoned $4.4 billion "Italian" private city in India that was meant for 300,000 residents but became a ghost town due to debt and environmental violationsby /u/Outrageous-Baker5834 on February 16, 2026 at 12:49 pm
submitted by /u/Outrageous-Baker5834 [link] [comments]
Reddit Science This community is a place to share and discuss new scientific research. Read about the latest advances in astronomy, biology, medicine, physics, social science, and more. Find and submit new publications and popular science coverage of current research.
- Low-dose psilocybin reduces weight gain and hyperglycemia in mice fed obesogenic diet. Results showed that, compared to the control group, mice that received psilocybin had reduced body-weight gain, liver steatosis, hyperglycemia, and insulin resistance.by /u/InsaneSnow45 on February 16, 2026 at 5:06 pm
submitted by /u/InsaneSnow45 [link] [comments]
- Using novel acoustic capture devices, researchers have discovered that animal vocalizations in the days before, during and after the April 2024 eclipse, changed in soundscape diversity, complexity, and intensity.by /u/Critical-Bar-6808 on February 16, 2026 at 5:02 pm
submitted by /u/Critical-Bar-6808 [link] [comments]
- Evolution didn’t wait long after the dinosaurs diedby /u/Significant-Bar-6780 on February 16, 2026 at 4:58 pm
submitted by /u/Significant-Bar-6780 [link] [comments]
- Higher cardiorespiratory fitness correlates with greater emotional resilience as researchers find lower-fit individuals face a 775% increased risk of shifting from moderate to high anxiety under stress compared to fitter peers who maintain significantly better anger control and lower trait anxiety.by /u/Sciantifa on February 16, 2026 at 4:55 pm
submitted by /u/Sciantifa [link] [comments]
- By designing a two-step fermentation process to counter the odors that typically form during cultivation and extraction, esearchers have developed a way to make plant-based smell more appealing.by /u/Critical-Bar-6808 on February 16, 2026 at 4:42 pm
submitted by /u/Critical-Bar-6808 [link] [comments]
Reddit Sports Sports News and Highlights from the NFL, NBA, NHL, MLB, MLS, NCAA, F1, and other leagues around the world.
- Coco Gauff: ‘I don’t think people should be dying in the streets just for existing’by /u/rubes___ on February 16, 2026 at 4:49 pm
submitted by /u/rubes___ [link] [comments]
- Dolphins release 8-time Pro Bowl WR Tyreek Hillby /u/MarvelsGrantMan136 on February 16, 2026 at 4:45 pm
submitted by /u/MarvelsGrantMan136 [link] [comments]
- Dolphins releasing veteran pass-rusher Bradley Chubbby /u/Oldtimer_2 on February 16, 2026 at 3:10 pm
submitted by /u/Oldtimer_2 [link] [comments]
- Australian Destanee Aiava announces her retirement from tennis at 25, saying it had a "racist, misogynistic, homophobic and hostile" culture.by /u/Oldtimer_2 on February 16, 2026 at 1:47 pm
submitted by /u/Oldtimer_2 [link] [comments]
- Austria's Daniel Tschofenig, a 2025 World Cup champion, disqualified from ski jumping event for wearing oversized bootsby /u/Oldtimer_2 on February 16, 2026 at 1:40 pm
submitted by /u/Oldtimer_2 [link] [comments]
























96DRHDRA9J7GTN6