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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]
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- 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 |
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| Multilingual Expert | Contract | $54 / hour |
| Mathematics Expert (PhD) | Contract | $60 - $80 / hour |
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| Physics Expert (PhD) | Contract | $60 - $80 / hour |
| Finance Expert | Contract | $150 / hour |
| Designers | Contract | $50 - $70 / hour |
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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)
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#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’
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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
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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
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Health Health, a science-based community to discuss human health
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submitted by /u/_Dark_Wing [link] [comments]
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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 that China consumes 46% of cigarettes in the entire world at a rate of 2.4 trillion a year.by /u/gghoti on May 15, 2026 at 2:47 am
submitted by /u/gghoti [link] [comments]
- TIL : That until 1978, the Mormon church owned hospitals that kept blood donations separated by race, so white members would not receive black people's blood, disqualifying them from the priesthood.by /u/flippinsweetdude on May 15, 2026 at 1:41 am
submitted by /u/flippinsweetdude [link] [comments]
- TIL that according to director Steven Lisberger, the Academy of Motion Picture Arts and Sciences refused to nominate Tron (1982) for a special-effects Academy Award because they were see as having “cheated by using computers”.by /u/South_Gas626 on May 15, 2026 at 12:15 am
submitted by /u/South_Gas626 [link] [comments]
- TIL about Juan Garrido, an Afro-Spaniard conquistador. He participated in the Spanish conquest of Puerto Rico, Florida and Cortez’s siege of Tenochtitlan. Garrido is also credited as being the first person to grow and harvest wheat in North America.by /u/FullOfSound on May 14, 2026 at 11:57 pm
submitted by /u/FullOfSound [link] [comments]
- TIL it's misconception that Puritans were sexual prudes; they believed sex was reserved for marriage. In New England divorce petitions often cited male impotence and a man was once banished for refusing to have sex with his wife.by /u/LAAccountant on May 14, 2026 at 11:15 pm
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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.
- White men do not experience the best health relative to women and minority racial and gender groups in the US. Men are 4 times as likely to die by suicide as women, and White men account for more than 68% of suicide deaths. White men experienced greater declines in happiness than White women.by /u/mvea on May 15, 2026 at 12:11 am
submitted by /u/mvea [link] [comments]
- Researchers teach AI to spot cancer risk by squeezing individual breast cellsby /u/UCBerkeley on May 14, 2026 at 10:14 pm
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submitted by /u/Cosmyka [link] [comments]
- Reducing fear is critical for improving trust in law enforcement, according to study. Black/African American individuals typically report the greatest fear of being killed by law enforcement. Pro-police attitudes are usually much higher among Republicans compared to Democrats.by /u/mvea on May 14, 2026 at 9:18 pm
submitted by /u/mvea [link] [comments]
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Reddit Sports Sports News and Highlights from the NFL, NBA, NHL, MLB, MLS, NCAA, F1, and other leagues around the world.
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- Biscuits outfielder Austin Overn rips a ball down the right field line, right fielder slides over the ball, ball gets lodged into the ground so deep it turns into an inside-the-park home run (under-the-park home run?)by /u/Stock412 on May 14, 2026 at 4:10 pm
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