#Toolbox for Databases

[govindhtech]

MCP Toolbox for Databases Simplifies AI Agent Data Access

AI Agent Access to Enterprise Data Made Easy with MCP Toolbox for Databases

Google Cloud Next 25 showed organisations how to develop multi-agent ecosystems using Vertex AI and Google Cloud Databases. Agent2Agent Protocol and Model Context Protocol increase agent interactions. Due to developer interest in MCP, we're offering MCP Toolbox for Databases (formerly Gen AI Toolbox for Databases) easy to access your company data in databases. This advances standardised and safe agentic application experimentation.

Previous names: Gen AI Toolbox for Databases, MCP Toolbox

Developers may securely and easily interface new AI agents to business data using MCP Toolbox for Databases (Toolbox), an open-source MCP server. Anthropic created MCP, an open standard that links AI systems to data sources without specific integrations.

Toolbox can now generate tools for self-managed MySQL and PostgreSQL, Spanner, Cloud SQL for PostgreSQL, Cloud SQL for MySQL, and AlloyDB for PostgreSQL (with Omni). As an open-source project, it uses Neo4j and Dgraph. Toolbox integrates OpenTelemetry for end-to-end observability, OAuth2 and OIDC for security, and reduced boilerplate code for simpler development. This simplifies, speeds up, and secures tool creation by managing connection pooling, authentication, and more.

MCP server Toolbox provides the framework needed to construct production-quality database utilities and make them available to all clients in the increasing MCP ecosystem. This compatibility lets agentic app developers leverage Toolbox and reliably query several databases using a single protocol, simplifying development and improving interoperability.

MCP Toolbox for Databases supports ATK

The Agent Development Kit (ADK), an open-source framework that simplifies complicated multi-agent systems while maintaining fine-grained agent behaviour management, was later introduced. You can construct an AI agent using ADK in under 100 lines of user-friendly code. ADK lets you:

Orchestration controls and deterministic guardrails affect agents' thinking, reasoning, and collaboration.

ADK's patented bidirectional audio and video streaming features allow human-like interactions with agents with just a few lines of code.

Choose your preferred deployment or model. ADK supports your stack, whether it's your top-tier model, deployment target, or remote agent interface with other frameworks. ADK also supports the Model Context Protocol (MCP), which secures data source-AI agent communication.

Release to production using Vertex AI Agent Engine's direct interface. This reliable and transparent approach from development to enterprise-grade deployment eliminates agent production overhead.

Add LangGraph support

LangGraph offers essential persistence layer support with checkpointers. This helps create powerful, stateful agents that can complete long tasks or resume where they left off.

For state storage, Google Cloud provides integration libraries that employ powerful managed databases. The following are developer options:

Access the extremely scalable AlloyDB for PostgreSQL using the langchain-google-alloydb-pg-python library's AlloyDBSaver class, or pick

Cloud SQL for PostgreSQL utilising langchain-google-cloud-sql-pg-python's PostgresSaver checkpointer.

With Google Cloud's PostgreSQL performance and management, both store and load agent execution states easily, allowing operations to be halted, resumed, and audited with dependability.

When assembling a graph, a checkpointer records a graph state checkpoint at each super-step. These checkpoints are saved in a thread accessible after graph execution. Threads offer access to the graph's state after execution, enabling fault-tolerance, memory, time travel, and human-in-the-loop.

[marlynnofmany]

Unexpected Inconveniences

Ever park your car under a tree, then regret it? Come back to find it covered in tree sap or bird poop? Turns out that sort of thing is much worse on an alien planet. And when it’s a spaceship.

We couldn't get the dang door open.

I stood in the cargo bay, watching Captain Sunlight supervise an attempt to un-stick the big door. Blip and Blop were putting their muscles to use in shoving mightily, while the captain worked the controls and Mimi kept a careful watch out for stresses on the machinery. Mur shoved some narrow tool into the gap, muttering that the captain should let him use his tentacles.

Captain Sunlight told him sternly, “No body parts in danger. That’s what tools are for.” She kept both scaly yellow hands on the controls and gave him a look.

I asked, “Is there anything I can do? Help push, or get another crowbar?”

Blip grunted, her frills slicked back in effort. “It’s moving!”

With an unpleasant sticky noise and a creak of metal, the bay door began lifting open an inch at a time. Mimi’s rough voice yelled, “Stop!”

The Frillian twins stopped pushing. Mimi scuttled over on quick green tentacles to figure out what part of the door had creaked.

Mur shoved his prying tool in farther and managed to poke through the gooey golden stuff just barely visible from inside. But the hard-earned gap started to close. Blip and Blop pushed again, gently, while Mur’s blue-black tentacles danced in frustration. Then he lunged for the toolbox Mimi had brought, grabbing something I recognized as a hydraulic jack. He shoved it into the gap and cranked it until the door stopped closing.

I said, “Nice job,” kicking myself for not thinking of it first.

Captain Sunlight thanked everyone for their efforts so far. Mimi reported no significant damage, at least nothing he couldn’t fix later with the right tools and a bit of muscle. I got the impression that the twins were going to be roped into helping with that, which seemed only fair.

Mur was busy poking at the goo, clearing away a tiny opening that looked like a promising start. I peered into the toolbox, but didn’t want to get unknown nastiness on any more of Mimi’s tools without permission.

Footsteps in the hall turned out to be Paint, trotting in with a bottle of cleaning solution held high. Her scaly orange face was delighted. “The stuff dissolves!” she announced. “Kavlae finally got through to the local database. We have the right cleaner to get rid of it; we just have to spray it down. Apparently this is extra effective in direct sun.” She stopped next to the captain and looked at the door. “Which could be tricky, if we can’t actually get outside.”

“Speak for yourself,” Mur said, poking industriously with his prying tool. “Mimi, are you up for a squeeze through a tight space? If the captain allows it, of course.” That part sounded a little sarcastic.

I bent to get a better look. The gap was still only a couple inches wide.

I remembered stories of octopus escape artists on Earth, sneaking from one aquarium tank to another through exceptionally small openings. I stood back, ready to be impressed.

Captain Sunlight asked Paint, “Did Kavlae say whether it’s toxic at all?”

“Right, yes, it’s fine,” Paint said. “Not an irritant to any known species. Except, you know, mentally.” She grimaced. “It’s sticky.”

Mimi tentacle-walked over to join Mur. He grumbled, “I’ve seen worse. Lemme just put the other jack in place, and we can get out there. We’ll want that cleaner in some smaller bottles, though.”

“I’m on it!” Paint declared, setting down the big bottle and dashing off.

By the time Mimi had set up the second jack and pronounced the door safe to crawl under, Paint was back with three tiny spray bottles. She lost no time in filling them from the big one. I opened my mouth to offer to help, but she was on top of it.

Captain Sunlight told Mimi, “I’ll trust your expertise with the tools. The two of you may proceed carefully. In fact—” She pressed a button on the intercom for the cockpit. “Wio, will you join us? Kavlae can handle things there, and we need Strongarm capabilities.”

In no time, our ship’s three tentacle aliens were all armed with tiny spray bottles and ready to squeeze through a gap that I’d be lucky to get my hand through. Blip and Blop stood at the ready in case the jacks slipped (though Mimi assured them they would not). Then one after another, the Strongarms pushed up against the gap and squished on through.

It was really weird to watch.

When the last tentacle disappeared outside, Captain Sunlight knelt to ask for a report on what it looked like from the other side.

Mimi’s gravelly voice said, “Disgusting. Good thing it didn’t get the entire ship, or we’d be here all day. We’ll keep you posted on how fast it dissolves.”

They went to work, and there really wasn’t much for me to do. I wouldn’t fit through that hole, and the goo wasn’t dissolving instantly, so there promised to be something of a wait before anyone else could get outside.

I thought, Maybe I can find a poking thingy that could stand to get gooey. I headed off to check the most likely storage area. Something I can wave around through the gap to help get the door open sooner. There’s got to be SOMETHING I can do to help out.

My thoughts of spare pipes and prybars were derailed when I got near the medical bay, and heard beeping.

Urgent beeping. The kind that the machinery did when there was a big problem.

I ran down the hall and swung through the door of the medbay. I found Eggskin looking annoyed but not alarmed, poking at a display screen while alerts flashed. The medical table behind them was empty. Lights shone on it as if a major surgery was underway. I peeked over Eggskin’s shoulder to see that the screen was saying something about vital signs.

I asked, “What’s the problem?”

Eggskin looked up, surprised to see me. The beeping was very loud. They lashed their tail in irritation and tried again to remove the alarm. That just shrank the message so it covered less of the screen. “The problem,” they said over the beeps, “Is that the system thinks there is a patient on the table, and is distressed that it cannot detect signs of life.”

I winced, considering plugging my ears. “Can you just tell it the patient’s dead, and its job is done?”

“It’s not accepting commands,” Eggskin said, rubbing a hand over their scaly face. “Normally the system is much more reliable than this. I’d ask Mimi to take a look, but he’s busy.”

“Yeah he is,” I agreed. The beeping continued. “What if you turn it off and on again?”

Eggskin gave me a blank look that could have meant anything. Then they opened a side panel to reveal the power cord that connected the medical suite to the ship’s power. With a yank, they unplugged it.

Everything in the room except for the ceiling lights lost power. Eggskin waited a moment, then plugged it back in and closed the panel.

Screens glowed back to life. A polite recording about reinitialization played. Minimal lights shone onto the table.

Nothing beeped.

“Thank you,” Eggskin said with a sigh. “I probably should have thought of that.”

“No problem!” I said with a grin. “Glad I could be useful somewhere. Do you know where I can find a long stick we don’t need?”

~~~

These are the ongoing backstory adventures of the main character from this book.

Shared early on Patreon! There’s even a free tier to get them on the same day as the rest of the world.

The sequel novel is in progress (and will include characters from these stories. I hadn’t thought all of them up when I wrote the first book, but they’re too much fun to leave out of the second).

[sigridstumb]

Do Not Comply In Advance

We humans, we protect ourselves.

We protect ourselves, our families, and our communities.

We protect what we had built, what we have collected, what we have made, what we have nurtured.

We do this in a variety of ways. One way we protect ourselves, our people, and our works is by getting along with others.

A part of getting along with others is ... well, it's doing what you need to do so that you remain unremarkable. Unnoticed. We live in societies, in communities, and we on the whole try to live in accordance with the rules and unspoken expectations of that society.

Compliance is one of the cornerstones of protection.

However.

However.

Do not do the work of those who would see you broken and battered for them.

Okay, listen.

I'm talking about the U.S., here, the U.S.A. in the bitter end of 2024. As I type this, I cannot forsee the future. I am, thank the uncaring void, not a Cassandra. But it would be abject foolishness to not know that turmoil is coming from sea to shining sea. What manner of harms will befall us are as yet unknown.

But harm will come.

Harm will come. We will be threatened. And in the face of that threat we will want to protect ourselves, our people, and our works. Most of us, the vast, vast majority of us, will be compliant most of the time.

This isn't stupid. This isn't evil. This is one tool in the toolbox of the occupied, invaded, and oppressed. Keep your head down. Go along to get along.

Every marginalized community in the U.S. already knows this. This isn't new and it's not news. But a lot more people are going to abruptly find themselves in this position, and it will be very unnerving.

Compliance to protect you and yours isn't wrong. It's not a failing. It's just what you have to do.

However.

However.

Do. Not. Comply. In. Advance.

What does that mean? That means, do not try to guess what the oppressor wants so you can do it without being asked. It means do not imagine what will make the autocrat happy and do it as a little present. It means do not suck up to the oligarchs by hanging on their every word and doing what they hint at.

Do not, in short, 'rid him of this turbulent priest.'

Do not call ICE on anyone. Do not ask anyone for their documentation. In fact, don't keep very good records. Forget to do your paperwork. Lose files. Corrupt a database here and there. The oligarchy can't deport who they can't find.

Do not be a snitch, period. However you feel about your neighbor's lawn signs/car on blocks/late night weed smoking you do everything you can to handle it yourselves. It is important to try to establish good relationships with your neighbors, your coworkers, your medical provider, anybody you have regular dealings with. You help them out, they'll help you out.

Do not do the work of the oppressor for them. Do what you need to do to get by, but remember that everyone else is also trying to get by - leave them be.

Do not do the work of people who want to see you dead for them.

Do not comply in advance.

[raapija]

Just a regular day

Fernando Alonso/Lance Stroll

No warnings needed, just fluff <3

It's been a long day at the karting track and Lance goes to find Fernando to take him home.

This is part of the pookie au ->

Lance stretched back in his chair and yawned. He was finally done cataloging every piece of paper and recording everything on the computer database. He rubbed his eyes and looked at his watch.

"Half seven..." he mumbled to himself and relaxed for a moment longer. He looked out the office window and down towards the track. The sun was setting and painted the sky pink. It was so quiet compared to just a few hours before with about 20 karts speeding around the track and dozens of family members and friends cheering for them.

Lance could see some movement from the other side of the track where the garages and storage buildings were. He sat up to see better and could make out a familiar figure wheeling along one of the karts used in the race. Oh, Fernando was still working on something. The Canadian decided to wrap up his things and head down to see what he was doing. The whole building was empty, apart from a little old cleaning lady tidying up the offices. Lance said his good byes to her and made his way outside.

***

"Hey," Lance said as he stopped at the garage opening, looking at Fernando hunched over the kart he had been moving. "Whatcha doing?"

Fernando peered up and smiled as he saw Lance, his hands busy loosening some screws. As he looked back down, his face contorted in frustration as one of the screws wouldn't come out. "The engine was making a sound so I'm just checking it."

"It's almost seven, we should go home." Lance said and walked over to him, crouching down and watching Fernando tinker with the engine. The Spaniard's hands were covered in black oil and grease and Lance thought it made him look quite rugged. In a good way.

"Yeah, it's not gonna take long. You can go if you want to. I'll get a ride from someone." Fernando said and Lance huffed.

"I'm not leaving you here, you'll stay the whole night. Besides, it's only us and Juanita still here. And she can't strap you onto her Vespa." the Canadian said. Fernando chuckled and then pointed towards a toolbox off to the side.

"Well, help me then and we'll go." he said and Lance reached for the toolbox, handing Fernando whatever he needed. They worked together on the engine with Lance giving suggestions on the possible fix and Fernando trying them out. Finally, they found the right part that was causing the noise and Fernando ripped the whole thing off and changed in a new one. They fired up the kart and were satisfied to hear it run smoothly.

***

"Well!" Lance chirped with a clap as Fernando got up to clean his hands. It was almost eight now and he was feeling famished. They had only had a quick lunch break between practise and qualifying and that was almost 7 hours ago. "Can we go home now?"

"Yeah, sí." Fernando said as he wiped his hands clean with WD-40. Lance grimaced as he knew how rough Fernando's hands would get after that. The Spaniard rinsed his hands with water and then walked over to Lance, pulling him close by the waist. He looked up to Lance and gave him a warm smile. "How was your day?"

Lance smirked at him and loosely wrapped his arms around Fernando's shoulders. "Fine. Busy, but fine. I had a lot of fun actually."

"Yeah?" Fernando hummed. Lance could see how tired he was, eyes all droopy and his whole being a bit disheveled. "A lot of official, very important race director business?"

"Yeah, sure." Lance laughed. His job for today had been to keep a record of everything happening on track. Participants, timing, possible penalties, finishing positions... It was a lot but he was pretty good at handling ten different things at once. And he had a couple people help him that worked full-time at the museum, so it wasn't really all that bad.

"Hmm..." Fernando hummed again and got up on his tip toes to give Lance a good and long kiss. Content with the smooch, he slumped back down and rested his forehead on Lance's shoulder. "Take me home, por favor."

"Okay..." Lance said and held him for a bit longer. Fernando smelled like oil, petrol and sweat, not the best combination of flavours but Lance loved it. It reminded him of his own karting days in Canada.

"Come on, then." Lance said and they let go of each other. They gathered their belongings and closed up the garage. It was pretty dark outside with only a few lamps lighting up the track. They walked hand in hand, talking about what they were going to have for a late dinner. Lance loved these kinds of sweet moments with Fernando. Nothing but them and ordinary every day conversation. Like they weren't famous F1 drivers with a million eyes on them at every waking moment, but just a couple of regular boring people with regular boring lives. Oh, what he would give for it to be like this always and forever. But then again, driving an F1 car was pretty nice, too.

"Lancito, churri?" Fernando called for him gently and Lance broke out of his daydream. He had fallen a few steps behind and now had to catch up.

"Yeah, yeah, coming." the Canadian hurried over to the car, throwing his things on the backseat as Fernando held the door open. They then went to their own respective places; Lance on the wheel and Fernando riding shotgun. It didn't take long after pulling out the parking lot that the Spaniard already fell asleep. Lance listened to the radio on low volume, driving along an empty road and cherished the moment once more. Him and his husband going home, the home that they had bought together. Just regular people driving back to their regular home. It was perfect for him.

▹.࿙𝆤𝆤࿚'𝆤࿙𝆤𖹭𝆤࿚𝆤'࿙𝆤𝆤࿚.࿙𝆤𝆤࿚'𝆤࿙𝆤𖹭𝆤࿚𝆤'࿙𝆤𝆤࿚.▹

Thanks for reading <3 I've been thinking of writing something with the karting school for a while now and finally got inspired enough to do it. Hope y'all like it 🥰

[hersheysmcboom]

[SCENE START]

INT. PETER'S BACKYARD - DAY

SOUND of buzzing, crackling

PETER (10), a boy with a bowl cut and an oversized Star Wars t-shirt, is playing with a G.I. Joe action figure in his backyard. Suddenly, a blinding light fills the yard, followed by a loud CRASH. Peter shields his eyes.

As the light fades, Peter sees four strange figures amidst smoking debris. One is green-skinned and imposing (Gamora), another is blue and metallic (Nebula), a third is a talking raccoon (Rocket), and the last is a towering tree-like creature (Groot).

PETER

> (Gasps)

ROCKET

> Well, that's just great. Another freakin' planet. Check our bearings, metal-face.

Nebula, ignoring Rocket, scans the surroundings with her glowing blue eye.

NEBULA

> Atmosphere is breathable. Primitive technology.

GAMORA

> Any sign of pursuit?

NEBULA

> Negative. We lost them back in the Andromeda Galaxy.

Groot looks at Peter, tilting his head.

GROOT

> I am Groot.

Peter stares at Groot, eyes wide with disbelief.

PETER

> ...Did that tree just talk?

Rocket turns to Peter, a scowl on his face.

ROCKET

> Yeah, genius, he talks. You got a problem with talking trees? You got a problem with talking raccoons? Cause I got a whole lotta problems with stupid kids who stare!

Peter shrinks back, clutching his G.I. Joe.

PETER

> I...I'm sorry. I've just never seen... well, anything like you guys before.

GAMORA

> Where are we? What is this planet called?

PETER

> This is Earth. I'm in...Missouri.

ROCKET

> Missouri? What in the blazes is a 'Missouri'? Sounds like a disease you get from kissing a space slug.

GAMORA

> (To Rocket) > Enough, Rocket. Earth... according to my database, a class-M planet. Technologically underdeveloped.

PETER

> Underdeveloped? Hey! We have, like, cars and TVs, and...and Space Shuttle!

NEBULA

> (Scoffs) > Primitive.

ROCKET

> Speaking of primitive, look at that rickety hunk of junk we landed in. (To Peter) Hey, kid, you got any tools around here? We need to get this rust bucket spaceworthy again.

Peter, still awestruck, points to his grandfather's shed.

PETER

> My grandpa has a bunch of tools in there. But... who are you guys? Are you...aliens?

Gamora steps forward, her expression softening slightly.

GAMORA

> Yes, child. We are...far from home. And we need your help.

Peter looks from Gamora to Rocket, Groot, and Nebula. A thrill of adventure shoots through him.

PETER

> Cool! I always knew there was something else out there! Okay, I'll help you. What do you need?

Rocket grins, revealing sharp teeth.

ROCKET

> That's what I like to hear. First, grab that toolbox, kid. Time to get to work. And try not to stare.

FADE OUT

[SCENE END]

[saltminerising]

i still don't understand why they didn't just make One singular version of each gene used by ancients it and call it the Ancient Version. so like Bar and Bar (Ancient) that would work on any ancient, instead of 6 different bar genes. the plan they've currently come up with works for reducing the clutter for some site activities but the main issue has been and will continue to be the marketplace and game database. there's some obvious flaws with having universal ancient genes but i feel like they're easily fixable (clearly indicating in the toolbox/name which ancients it works on, increasing its number when it stocks) and worth it in exchange for cleaning up the mp and database

[beardedmrbean]

Prompted by the release of information about thousands of Los Angeles police officers that activists posted to a public online database, City Atty. Hydee Feldstein Soto is trying to convince California lawmakers to weaken the state’s public records law.

While Feldstein Soto describes her proposal as a minor tweak to the California Public Records Act, civil rights advocates say it would severely diminish the power of the bedrock state law that allows access to information held by local governments and state agencies.

“That proposal would completely gut the Public Records Act,” Melanie Ochoa, an attorney who is the director of police practices for the American Civil Liberties Union of Southern California, said after reviewing a copy obtained by The Times.

“There would be really no transparency element of the PRA anymore if that were to become law.”

The city attorney’s effort amounts to the latest volley in an ongoing tussle between city officials and community activists who have used the public records law to obtain information they see as helpful in holding police accountable for misconduct.

Feldstein Soto’s proposal — contained in a two-page document she has asked several state lawmakers to introduce as a bill — would allow government agencies to decline public records requests that seek “images or data that may personally identify an individual” whose information the agency collects, such as its employees.

California's public records law already exempts from disclosure the home addresses and phone numbers of public employees as well as other information that could "constitute an unwarranted invasion of personal privacy." So the change the city attorney is seeking could block the public from identifying government workers in their professional capacities.

While she framed her proposal as a necessity to protect a range of public-sector workers who could be subject to harassment — including sanitation employees who dismantle homeless encampments and public health workers who promote vaccinations — Feldstein Soto acknowledged that it was inspired by the public records request that led to the release this year of pictures and data of more than 9,300 L.A. police officers.

“I'm trying to address the wholesale doxxing of people that we need to depend on to do the business of government, without any reason other than the position that they happen to hold,” Feldstein Soto said.

“Having a tool in the toolbox of activists that is not aimed necessarily at the policy of the government, but aimed at intimidating the individuals who are carrying out the policy seems to me to be something where we could all come together to try to protect working people.”

Feldstein Soto traveled to Sacramento last month and said she met with two dozen lawmakers about her proposal. So far none have agreed to put it into a bill, but Feldstein Soto remains hopeful. Even though several lawmakers were skeptical of the idea, she said many more were “affirmatively enthusiastic and supportive.”

Lawmakers in Sacramento are halfway through the 2023 legislative session, which makes passing a newly introduced bill a big political lift. Legislation introduced at this point would go through an abbreviated review process, giving lawmakers less time to scrutinize the proposal and allowing limited public input.

Assembly Speaker Anthony Rendon (D-Lakewood) met with Feldstein Soto about her desire to change the public records law and “is sympathetic to the issue,” said Rendon spokesman John Casey. Rendon asked his staff to look for a way to get her proposal into a bill, Casey said, but so far that has not happened in the Assembly. In the state Senate, a spokesperson for Senate leader Toni Atkins (D-San Diego) said her staff met with Feldstein Soto about the proposal but that Atkins is not considering putting it in legislation.

In addition to allowing local governments to withhold photos and identifying information about their employees from the public, the bill Feldstein Soto drafted also would allow local governments to block the release of information that identifies people experiencing homelessness or receiving government benefits, as well as information on services provided to them. She said she’s aiming to shield people who are moved into housing or shelter from being sought out by pimps and drug dealers.

It would be "a discretionary exemption for purposes of basically preserving the safety of the folks,” she said. “We [could] redact the information that would allow somebody to target them.”

But it’s requests for information about L.A. police officers that have sparked the biggest dust-up over the power of the Public Records Act.

In March, a group called the Stop LAPD Spying Coalition launched a searchable online database with the names, photos, ethnicity, rank, date of hire, division/bureau and badge numbers of more than 9,300 officers, including a few hundred who work undercover or in other sensitive positions. The group encourages community members “to observe and document police abuses, especially arrests and other violence,” according to its website, and publishes a guide for activists on how to use public records laws to advance the goal of abolishing police.

Leaders of the Stop LAPD Spying Coalition previously told The Times that the information they published was obtained from the Los Angeles Police Department through a public records request. City officials say the undercover officers were inadvertently included in the response and are investigating how it happened.

In an attempt to claw back the photos of the undercover officers, the city sued the Knock LA journalist who filed the public records request and the Stop LAPD Spying Coalition. Last month, a Los Angeles judge rejected the city’s controversial request that he order the journalist to return a flash drive of police officers’ photographs.

Tom Saggau, a spokesman for the Los Angeles Police Protective League, said since the database went up several officers have faced threats and have reported them to the department, but he declined to provide details.

When Feldstein Soto approached the officers union about her idea to narrow the Public Records Act, Saggau said, “we conveyed to the city attorney that if a bill was introduced that prevented these types of doxxing disclosures that there was a high likelihood we would support it.”

The president of the union that represents Los Angeles social workers said that although it does not yet have a formal position on Feldstein Soto’s proposal, it sounds appealing as a potential tool to protect employees. Social workers who intervene when families are in crisis have faced threats of death and harm to their families, and had confidential information about themselves posted on social media, said David Green, president of SEIU Local 721.

“It's an accident waiting to happen,” he said. “I'm a firm believer in transparency and accountability, but at the same time, I've had to represent workers ... [whose] health and safety and their life, sometimes, is really threatened by the people we serve, unfortunately.”

But civil rights attorneys refuted the notion that the public records law puts government employees in harm’s way. It does not allow disclosure of personal information, such as home addresses or family information, said Ochoa, the ACLU attorney — only work-related information.

“The courts have recognized that knowledge of who is working in the public and for the public is something the public has a right to know,” she said.

Ochoa pointed to the public records law as a critical tool in efforts to improve police practices and hold law enforcement agencies accountable because it can be used to identify specific officers. Without that power, she said, it would have been impossible to advocate for other transparency laws California passed in recent years to require more disclosure of internal records on police shootings and to create a system for decertifying officers for serious misconduct.

“That would not have been possible if we weren't made aware that the same officer that killed someone had gone to another agency and killed someone else,” Ochoa said.

“We would oppose any attempt to gut the PRA in this way.”

[digvijay00]

Unleashing the Power of the Full Stack Developer: A New Era in Tech Excellence

Introduction

In the rapidly evolving landscape of technology, the role of a full stack developer has emerged as a cornerstone for building cutting-edge digital solutions. As we delve into the intricacies of this dynamic profession, we witness the fusion of technical prowess and versatility. The era of the full stack developer is upon us, reshaping the way we conceive, create, and interact with digital innovations. To become a full-stack developer you can learn from Uncodemy, which provides the best full-developer course in Delhi. It will create lots of opportunities for your future.

Understanding the Full Stack Developer

What is a Full Stack Developer?

A full-stack developer is a multifaceted professional who possesses expertise in both front-end and back-end technologies. This holistic skill set empowers them to navigate the entire spectrum of web development, from designing user interfaces to managing databases and server configurations.

The Tech Arsenal

Full-stack developers are equipped with a diverse toolbox, including proficiency in languages such as HTML, CSS, JavaScript, Python, and more. Their adaptability extends to frameworks like React, Angular, and Vue.js on the front end, and Node.js, Django, and Ruby on Rails on the back end. This versatility ensures they can seamlessly integrate different components, fostering a cohesive and efficient development process.

Navigating the Full Stack Landscape

Bridging the Gap

One of the distinctive features of a full-stack developer is their ability to bridge the gap between front-end and back-end development. This ensures a smoother collaboration between design and functionality, ultimately leading to a more cohesive and user-friendly end product.

Agile Development

In the contemporary tech environment, where agility is paramount, full stack developers shine. Their capacity to switch between tasks and address challenges at various levels of the development process makes them invaluable assets in agile development methodologies.

The Full Stack Advantage in Web Development

Streamlined Communication

Efficient communication between different components of a web application is crucial for its success. Full stack developers, with their comprehensive skill set, facilitate seamless interaction between the user interface, server, and database, resulting in faster response times and enhanced user experiences.

Cost-Effectiveness

Hiring separate front-end and back-end developers can be a costly affair. Enter the full stack developer, a cost-effective solution for businesses aiming to streamline their development teams without compromising on expertise. This consolidation of skills ensures a leaner, more efficient development process.

Staying Ahead in the Full Stack Game

Continuous Learning

The tech landscape is ever-changing, and full-stack developers understand the importance of continuous learning. Whether it’s adopting new frameworks or staying abreast of emerging technologies, the commitment to staying relevant is ingrained in the ethos of a full-stack developer.

Building Robust Solutions

In the era of full-stack development, the focus extends beyond creating functional applications. Full-stack developers are architects of robust, scalable solutions. Their proficiency in handling both client and server-side aspects empowers them to design applications that can evolve and adapt to the dynamic needs of the digital realm.

Conclusion

In conclusion, the era of the full-stack developer is a testament to the evolution of web development. These versatile professionals bring a unique blend of skills to the table, enhancing collaboration, reducing costs, and driving innovation. As businesses navigate the complexities of the digital landscape, embracing the prowess of full-stack developers becomes not just an option but a strategic imperative.

Source Link: https://www.blogsocialnews.com/unleashing-the-power-of-the-full-stack-developer-a-new-era-in-tech-excellence/

[priya-joshi]

My Favorite Full Stack Tools and Technologies: Insights from a Developer

It was a seemingly ordinary morning when I first realized the true magic of full stack development. As I sipped my coffee, I stumbled upon a statistic that left me astounded: 97% of websites are built by full stack developers. That moment marked the beginning of my journey into the dynamic world of web development, where every line of code felt like a brushstroke on the canvas of the internet.

In this blog, I invite you to join me on a fascinating journey through the realm of full stack development. As a seasoned developer, I’ll share my favorite tools and technologies that have not only streamlined my workflow but also brought my creative ideas to life.

The Full Stack Developer’s Toolkit

Before we dive into the toolbox, let’s clarify what a full stack developer truly is. A full stack developer is someone who possesses the skills to work on both the front-end and back-end of web applications, bridging the gap between design and server functionality.

Tools and technologies are the lifeblood of a developer’s daily grind. They are the digital assistants that help us craft interactive websites, streamline processes, and solve complex problems.

Front-End Favorites

As any developer will tell you, HTML and CSS are the foundation of front-end development. HTML structures content, while CSS styles it. These languages, like the alphabet of the web, provide the basis for creating visually appealing and user-friendly interfaces.

JavaScript and Frameworks: JavaScript, often hailed as the “language of the web,” is my go-to for interactivity. The versatility of JavaScript and its ecosystem of libraries and frameworks, such as React and Vue.js, has been a game-changer in creating responsive and dynamic web applications.

Back-End Essentials

The back-end is where the magic happens behind the scenes. I’ve found server-side languages like Python and Node.js to be my trusted companions. They empower me to build robust server applications, handle data, and manage server resources effectively.

Databases are the vaults where we store the treasure trove of data. My preference leans toward relational databases like MySQL and PostgreSQL, as well as NoSQL databases like MongoDB. The choice depends on the project’s requirements.

Development Environments

The right code editor can significantly boost productivity. Personally, I’ve grown fond of Visual Studio Code for its flexibility, extensive extensions, and seamless integration with various languages and frameworks.

Git is the hero of collaborative development. With Git and platforms like GitHub, tracking changes, collaborating with teams, and rolling back to previous versions have become smooth sailing.

Productivity and Automation

Automation is the secret sauce in a developer’s recipe for efficiency. Build tools like Webpack and task runners like Gulp automate repetitive tasks, optimize code, and enhance project organization.

Testing is the compass that keeps us on the right path. I rely on tools like Jest and Chrome DevTools for testing and debugging. These tools help uncover issues early in development and ensure a smooth user experience.

Frameworks and Libraries

Front-end frameworks like React and Angular have revolutionized web development. Their component-based architecture and powerful state management make building complex user interfaces a breeze.

Back-end frameworks, such as Express.js for Node.js and Django for Python, are my go-to choices. They provide a structured foundation for creating RESTful APIs and handling server-side logic efficiently.

Security and Performance

The internet can be a treacherous place, which is why security is paramount. Tools like OWASP ZAP and security best practices help fortify web applications against vulnerabilities and cyber threats.

Page load speed is critical for user satisfaction. Tools and techniques like Lighthouse and performance audits ensure that websites are optimized for quick loading and smooth navigation.

Project Management and Collaboration

Collaboration and organization are keys to successful projects. Tools like Trello, JIRA, and Asana help manage tasks, track progress, and foster team collaboration.

Clear communication is the glue that holds development teams together. Platforms like Slack and Microsoft Teams facilitate real-time discussions, file sharing, and quick problem-solving.

Personal Experiences and Insights

It’s one thing to appreciate these tools in theory, but it’s their application in real projects that truly showcases their worth. I’ve witnessed how this toolkit has brought complex web applications to life, from e-commerce platforms to data-driven dashboards.

The journey hasn’t been without its challenges. Whether it’s tackling tricky bugs or optimizing for mobile performance, my favorite tools have always been my partners in overcoming obstacles.

Continuous Learning and Adaptation

Web development is a constantly evolving field. New tools, languages, and frameworks emerge regularly. As developers, we must embrace the ever-changing landscape and be open to learning new technologies.

Fortunately, the web development community is incredibly supportive. Platforms like Stack Overflow, GitHub, and developer forums offer a wealth of resources for learning, troubleshooting, and staying updated. The ACTE Institute offers numerous Full stack developer courses, bootcamps, and communities that can provide you with the necessary resources and support to succeed in this field. Best of luck on your exciting journey!

In this blog, we’ve embarked on a journey through the world of full stack development, exploring the tools and technologies that have become my trusted companions. From HTML and CSS to JavaScript frameworks, server-side languages, and an array of productivity tools, these elements have shaped my career.

As a full stack developer, I’ve discovered that the right tools and technologies can turn challenges into opportunities and transform creative ideas into functional websites and applications. The world of web development continues to evolve, and I eagerly anticipate the exciting innovations and discoveries that lie ahead. My hope is that this exploration of my favorite tools and technologies inspires fellow developers on their own journeys and fuels their passion for the ever-evolving world of web development.

[halfd3af]

Here is a list of various hyperlinked COVID-19 resources sorted by category.

General Information:

ACT UP MASK UP (link) has informational graphics, PDFs, zines, and posters

A Comprehensive Beginners Guide to the Ongoing COVID-19 Pandemic (UK Perspective) or Why and How To Minimize Reinfection (link) by WorldHealthNetwork

Longcovidsux (link) is a short interactive website about the effects of Long Covid

Olivia Belknap is an American mental healthcare provider with (link) COVID-cautious mental health resources and COVID-19 general informational resources on her website

How to Talk to Your Loved Ones About Covid (link)

Covid Toolbox (link)

Resist COVID Eugenics carrd (link)

Covid Realism (link)

A link to how to make a Corsi-Rosenthal Box (a cheap DIY air purifier)

For those with the financial ability to buy air purifiers, r/airpurifiers on Reddit (link) has resources and recommendations based on specific qualities (efficiency, noise, cost, carbon filters for VOCs, etc)

The Face Mask Store [UK] (link)

Mask Bloc (link) lists active mask blocs all around the world

Scientific Research:

LitCovid (link) is a database of ongoing and up-to-date research on COVID-19 articles… there are currently over 455,000 as of May 2025

“You have to live your life” (link) is a resource that gives articles that combat COVID-19 misinformation

The People’s CDC (link)

Disabled, Discharged, and Disappearing: A Report on [UK] Long Covid Clinics (link)

Pandemic Mitigation Collaborative (PMC) (link) is a highly influential organization led by Dr. Michael Hoerger, PhD, MSCR, MBA that analyzes “wastewater-derived metrics for estimated cases, the proportion of the population [that is] infectious, new Long COVID cases, excess deaths, and more.”

Sociopolitical Analysis:

“Debilitating a Generation”: Expert Warns That Long COVID May Eventually Affect Most Americans (link)

Let Them Eat Plague! (link) is a long, detailed article detailing the sociopolitical influences, both past and current, on public perception and response to the COVID-19 pandemic

Does the public understand that “[COVID] variant” means “vaccine resistant”? (link)

How the [American] press manufactured consent for never-ending COVID reinfections (link)

The Invention of Memory (link)

There is no convincing evidence that nasal sprays prevent COVID-19 [as of Spring 2025] (link)

Canada Strong (a website for purchasing masks) (link)

These Are The Drag Artists and Organizers Fighting to Make Queer Spaces More COVID Safe (link)

Connections Between HIV/AIDS and COVID-19 (link)

The Sick Times: Chronicling the Long Covid crisis (link) is:

A journalist-founded website chronicling the Long COVID crisis. We report on the common, life-changing disease following SARS-CoV-2 infection that affects over 400 million people worldwide and can be fatal. Our coverage spans related infection-associated chronic conditions such as myalgic encephalomyelitis, dysautonomia, mast cell activation syndrome, and more. Unlike many outlets, we continue to report on the impact of the ongoing COVID-19 pandemic.”

[American] Liberals joined conservatives to mainstream anti-vax beliefs about viruses and public health (link)

Silence from prominent [American] left outlets continue as mask bans spread (link)

Too many children with long COVID are suffering in silence. Their greatest challenge? The myth that the virus is 'harmless' for kids (article link)

We’ve Hit Peak Denial. Here’s Why We Can’t Turn Away from Reality (article link)

I’ll conclude this post with an image from ACT UP MASK UP:

Image Description: A black and white image with the title “True love” at the top, with a black earloop mask in place of the “o” in the word “love”. In the upper right corner next to one of the paragraphs are the words, “COVID. It’s Up To Us.”

It is a mostly text-based image that reads as follows:

If you care for each other, protect each other. Wear a well-fitting respirator every time you are in a public place / outside your home. KN95s, N95s, and other NIOSH-approved masks filter at least 95% of particles in the air when you have a proper fit.

Wearing a mask helps prevent transmission of airborne viruses such as SARS-CoV-2, RSV, influenza, and more. Despite profit-based claims otherwise, we are still in a global COVID pandemic.

Covid vaccinations may help prevent some severe outcomes and death, but they do not prevent illness, transmission, or Long Covid. Mask up to protect yourself and others from illness, disability (Long Covid), and death.

The following groups are disproportionately affected by Long Covid and/or at least greater risk of COVID infection, largely due to existing structures of oppression: disabled people, women, bisexual and trans people, Black people, Indigenous people, children, incarcerated people, people who are unhoused or living in poverty, elderly people, working class people, and immunocompromised people, including people undergoing cancer treatments and people who are HIV-positive.

If you claim to be an ally or accomplice to any marginalized community, you will put the mask back on.

We must also demand access to clean, filtered air in schools, public transportation, hospitals, prisons. We must demand free pandemic resources from the government (respirators, rapid & PCR tests, treatments like Paxlovid and other antivirals).

For increased personal protection against COVID, take a layered approach: be diligent about wearing a respirator in all public places; avoid crowded places like restaurants, bars, and concerts; purchase or build a DIY air purifier for your home and advocate for clean air measures in shared spaces like offices or schools; take rapid antigen or PCR tests before gathering with friends or family.

Ultimately, the system has failed us. However, we can still practice community care and solidarity by wearing a mask in public at all times. For more information about (Long) COVID, masks/respirators, clean air, disability justice, and more, visit resistcovideugenics.carrd.co (link), linktr.ee/act_up_mask_up (link), covidtoolbox.com (link), covid.tips (link), and/or find a local mask bloc near you (maskbloc.org) (link)

#CovidIsAirborne #WearARespirator

Image description end.

[matthewzkrause]

Tired of Paying for Tools? These 40 Open-Source Alternatives Have You Covered?

Let’s be real for a second.

We’ve all been there—mid-project, mid-semester, or mid-burnout—when a paid tool throws up a paywall and asks for $19.99/month just to export your file. It stings, especially when you’re trying to keep your budget lean.

But here’s the good news: the open-source community has your back. 💪 There are dozens of completely free, insanely powerful tools that can do (almost) everything their paid counterparts can—without locking your best features behind a subscription.

Whether you're a freelancer, student, startup founder, or just someone who loves great software, this list is your new toolbox.

🚀 Why Open-Source Is the Underdog That Wins Before we dive in, let’s clarify something: Open-source ≠ low quality. In fact, some of the world’s biggest companies (Google, NASA, Netflix) use open-source tools every day. These aren’t sketchy knockoffs—they’re community-powered, security-tested, and constantly evolving.

Now, let’s talk about the 40 free tools that could save you hundreds—or even thousands—of dollars a year.

🧠 Smart Swaps for Everyday Tools

LibreOffice → Ditch Microsoft Office Docs, Sheets, Presentations—all offline, all free.

OnlyOffice → Google Docs Vibes, but Yours Looks and feels like MS Office, works online or self-hosted.

Joplin → Evernote for Nerds Markdown-based, syncs securely, and doesn’t sell your notes.

Zettlr → Perfect for Writers & Academics Citation support + distraction-free writing.

🌐 For Browsing, Email & Team Chat

Firefox → More Privacy, Less Google Extensible and fast—and they don’t track you.

Brave → Built-in Ad Blocker? Yes Please Faster browsing + rewards system.

Thunderbird → Outlook Without the Overkill Email, calendar, and to-do list in one clean interface.

Mattermost → Slack Without the Bill Your team chat, your server, your rules.

Jitsi Meet → Free Video Calls—No Sign-Up Needed Start a call with a link. Done.

🎨 Designers & Creators, Rejoice

GIMP → Photoshop for the People Yes, it’s that powerful. Yes, it’s free.

Inkscape → Vector Design Like a Boss Great for logos, icons, and print design.

Krita → Digital Painting Heaven Designed by artists, for artists.

Blender → Hollywood-Grade 3D Modeling Used in actual movies. Free forever.

Darktable → Lightroom Without the Monthly Bill RAW editing + professional workflow.

🎧 Audio & Video Editing

Audacity → Podcasting, Remixing, Editing, Easy Intuitive multi-track editor.

OBS Studio → Streaming & Screencasting Gold What Twitch streamers use. Seriously.

Shotcut → Video Editing That Just Works Cross-platform and powerful.

Olive → Modern Video Editor in the Making Sleek, promising, and growing fast.

👨‍💻 Developers, You’re Going to Love These

VSCodium → VS Code Without Microsoft Tracking Same editor, privacy-respecting build.

Atom → Hackable to the Core Loved by web devs and hobbyists.

Eclipse → Java Devs’ Old-School Favorite Still rock-solid.

NetBeans → Full IDE for Polyglot Coders Good for Java, PHP, and C++.

Hoppscotch → Postman Without the Bloat Runs in your browser, free forever.

MariaDB / MySQL → Free SQL Workhorses The backbone of many web apps.

SQLite → Tiny, Powerful, Portable Database No server required. Zero config.

✅ Organize Your Life (and Work)

Wekan → Trello Clone, But Open Kanban boards made simple.

Focalboard → Self-Hosted ClickUp Alternative Task management that respects your data.

Redmine → Jira's Open Twin Great for bug tracking & agile workflows.

Taskcafe → Asana-Style, Cleaner Interface New kid on the block, with potential.

🔐 Privacy Tools That Feel Like Superpowers

Bitwarden → Best Password Manager, Hands Down Cloud, browser, and mobile support.

KeePassXC → Local, Bulletproof Password Vault For privacy purists.

Tutanota → Private Email That Just Works End-to-end encrypted email, minimal design.

Pi-hole → Block Ads on Your Entire Network Install it on a Raspberry Pi and say goodbye to web ads.

☁️ Sync, Store, and Share Files Securely

Nextcloud → Your Own Google Drive Private cloud, full control.

Syncthing → Dropbox, But Peer-to-Peer No servers. Just your devices talking securely.

rclone → Cloud Storage on the Command Line Sync anything, anywhere.

📊 Data, Dashboards & Decisions

Metabase → BI Dashboards Without the Headache Plug in your data, get answers fast.

Grafana → DevOps’ Favorite Dashboard Tool Real-time, customizable graphs.

Apache Superset → Data Exploration for Pros Used by Airbnb, Netflix, and more.

🤖 Bonus: Automate All the Things

AutoHotKey → Make Your Computer Work For You Automate anything on Windows. Seriously.

🌍 Your Wallet and Your Future Will Thank You Switching to open-source isn’t just about saving money (though that’s nice). It’s about:

💻 Owning your tools

🔐 Protecting your privacy

🌱 Supporting innovation and community

🧰 Having control over your workflow

These tools are built by people like you, for people like you. Try just a few of them, and you’ll wonder why you ever paid in the first place.

[cruelstardemon]

Get Featured on Business Insider: PR Distribution Hacks

Section 1: The Crazy, Beautiful Chaos of Press Release Distribution

Okay, let’s dive into press releases — those little documents that somehow carry the weight of a brand’s big moment. I’ve always been kind of obsessed with how they work, you know? One minute, you’ve got a story — maybe a new product or a company win — and the next, you’re hoping to get featured on Business Insider or some other huge outlet. But here’s the kicker: writing the thing is just the start. The real hustle, the part that makes or breaks it, is distribution. How do PR agencies pull this off? I’m so glad you’re here for this — it’s a wild ride, and I’m excited to unpack it with you.

So, picture this: you’ve got your press release, polished and ready. It’s got a snappy headline, a juicy quote, the works. But if it just sits there, it’s useless. Agencies like 9FigureMedia don’t mess around — they’re like detectives, digging into who needs to see this story. They’re not just spamming every inbox out there. No way. They get picky, targeting journalists who actually care — tech reporters for a gadget launch, lifestyle bloggers for a fashion drop. I love how 9FigureMedia uses fancy tools to nail this, sniffing out the perfect contacts like it’s a treasure hunt.

Then there’s the pitch. Oh man, this part feels like a tightrope walk to me — nerve-wracking but kind of thrilling. They don’t just fire off the release and hope for a miracle. They write custom emails, tweaking the angle for each person. A business writer might hear about profits, while a tech geek gets the innovation angle. I’ve wondered about the timing, too — turns out, Tuesday mornings are gold, dodging the Monday madness. 9FigureMedia’s got this down, and I’m always impressed by how they make it personal without overdoing it.

They lean on wire services, too — think PR Newswire or EIN Presswire — to blast the release to tons of sites. It’s like casting a wide net, but 9FigureMedia pairs that with their VIP connections to hit the big leagues — high-credibility outlets that make people trust you. And get this: they follow up! A little nudge to a busy reporter can turn a “maybe” into a “yes.” Social media’s in the mix, too. They’ll post a teaser on X, a longer take on LinkedIn — whatever fits. I think it’s so cool how they blend old-school vibes with new tricks.

But, okay, real talk — it’s not always smooth. Sometimes a release flops because, well, life happens — a big news story steals the spotlight. I’ve seen 9FigureMedia roll with it, maybe holding the release for a better day. It’s messy, sure, but that’s what makes it human, right? They’re not just pushing paper; they’re weaving a story, connecting brands to people. And I’m hooked on figuring out how they do it.

Section 2: The Toolbox, the Hustle, and the Heart of It All

Now that we’ve got the big picture, let’s zoom in. I’m kind of a nerd for this part — the tools, the tactics, the sheer grit agencies put into distribution. It’s not just “send and pray,” you know? When the goal is to get featured in publications like Forbes, it’s a whole operation. I’ve always thought it’s like cooking a big meal — part recipe, part instinct, and a dash of chaos.

First up, media databases. Agencies use stuff like Cision or Prowly — think of them as giant address books for journalists. 9FigureMedia digs through these, finding the exact reporter who’d flip for your story. Maybe it’s someone who loves startups or a writer chasing green tech. It’s so targeted, and I’m always amazed at how they mix data with a gut hunch. Sometimes, I bet, they just feel it — a certain contact’s the one.

The writing’s a big deal, too. A press release has to grab you — short, punchy, and impossible to ignore. 9FigureMedia’s got writers, some ex-journalists even, who nail this. They’ll tweak a headline five times, bounce ideas with clients, make sure it’s just right. I like that part — the back-and-forth. It’s not “here’s your release, take it or leave it.” It’s a team thing, and I think that’s pretty awesome.

How they send it out? That’s next-level. Wire services push it everywhere — newsrooms, blogs, you name it. But 9FigureMedia also leans on personal ties. They’ve got editors on speed dial, relationships built over coffee chats or late-night emails. I’ve heard of one call landing a huge feature — crazy, right? It’s like a secret weapon, and I’m a little jealous of how connected they are.

The digital side’s fun, too. They sprinkle in keywords so your release pops up on Google — smart, huh? 9FigureMedia’s thinking ahead, boosting your brand online for months. Social media’s a blast — they’ll post a quick hit on X, a deeper dive on LinkedIn, and get clients to join in. I love watching a story spread like wildfire, all because they nailed the vibe for each platform.

Then they track it. Tools like Google Analytics or Brandwatch show the wins — how many mentions, clicks, shares. 9FigureMedia sends clients these cool reports, laying it all out. I think that’s so honest; you see exactly what worked. But, look, it’s not always a home run. Some releases barely make a ripple. They’ll shift gears — new angle, new crowd. I’ve seen 9FigureMedia turn it around, and I’m like, “Wow, they don’t give up!” It’s not perfect, and maybe that’s why I’m so drawn to it — feels real, like life.

Section 3: Making Waves and Chasing the Win

Alright, we’re in the home stretch! This part’s my favorite — seeing a press release soar and figuring out if it hit the mark. I get a little giddy thinking about it, honestly. A story landing in the right spot, maybe a magazine, can change everything. And when you’re talking strategies to get featured in magazines, it’s like the holy grail — credibility, buzz, all of it. Let’s break it down.

Impact’s the name of the game. A press release isn’t just a blip; it’s a springboard. 9FigureMedia’s brilliant at this — they’ll get your story out, then push you to milk it. Add “As seen on” to your website, share it on X, slap it on a flyer! I love how they turn one win into a megaphone for your brand. It’s like, “Hey, we did this, and now everyone’s going to know!”

They amplify it, too. Social media posts, maybe a quick video, even teaming up with influencers — 9FigureMedia’s all over it. I’ve watched them get a release shared by big names, and it’s wild how fast it spreads. It feels natural, like your friend telling you hot news. They keep the momentum going, and I’m always rooting for that next big hit.

Success, though? That’s measurable. They dive into the numbers — mentions, traffic, shares, even sales bumps. 9FigureMedia’s reports are like a roadmap: here’s where it landed, here’s who cared. I think it’s cool, but also grounding — you can’t fake results. And the long game’s huge. A release with links from big sites boosts your Google rank. 9FigureMedia plans for that, and I’m blown away by how one story keeps giving.

But, okay, confession: it doesn’t always work. Sometimes the release just… sits there. Maybe the news cycle’s nuts, or the angle’s off. 9FigureMedia doesn’t sulk — they tweak, pitch again, tie it to a hot topic. I admire that hustle; it’s messy, human, and real. I’ve tripped up in life, too, and you just keep going, right?

Now, magazine features — oh, that’s the dream! Strategies to get featured in magazines start with a killer story — something fresh, timely, bold. 9FigureMedia crafts pitches that grab editors, maybe linking your news to a trend. They use their connections — friends at Vogue or Entrepreneur — and follow up like pros. I love that mix of creativity and grit. It’s not easy, but when it lands, it’s magic. PR’s all about connecting — your story, their audience — and I’m still buzzing about how 9FigureMedia makes it happen. Stick with me, and I bet you’re hooked, too!

[softloomtraining]

Understanding Data Science: The Backbone of Modern Decision-Making

Data science is the multidisciplinary field that blends statistical analysis, programming, and domain knowledge to extract actionable insights from complex datasets. It plays a critical role in everything from predicting customer behavior to detecting fraud, personalizing healthcare, and optimizing supply chains.

What is Data Science?

At its core, data science is about turning data into knowledge. It combines tools and techniques from statistics, computer science, and mathematics to analyze large volumes of data and solve real-world problems.

A data scientist’s job is to:

Ask the right questions

Collect and clean data

Analyze and interpret trends

Build models and algorithms

Present results in an understandable way

It’s not just about numbers it's about finding patterns and making smarter decisions based on those patterns.

Why is Data Science Important?

Data is often called the new oil, but just like oil, it needs to be refined before it becomes valuable. That’s where data science comes in.

Here’s why it matters:

Business Growth: Data science helps businesses forecast trends, improve customer experience, and create targeted marketing strategies.

Automation: It enables automation of repetitive tasks through machine learning and AI, saving time and resources.

Risk Management: Financial institutions use data science to detect fraud and manage investment risks.

Innovation: From healthcare to agriculture, data science drives innovation by providing insights that lead to better decision-making.

Key Components of Data Science

To truly understand data science, it’s important to know its main components:

Data Collection Gathering raw data from various sources like databases, APIs, sensors, or user behavior logs.

Data Cleaning and Preprocessing Raw data is messy—cleaning involves handling missing values, correcting errors, and formatting for analysis.

Exploratory Data Analysis (EDA) Identifying patterns, correlations, and anomalies using visualizations and statistical summaries.

Machine Learning & Predictive Modeling Building algorithms that learn from data and make predictions—such as spam filters or recommendation engines.

Data Visualization Communicating findings through charts, dashboards, or storytelling tools to help stakeholders make informed decisions.

Deployment & Monitoring Integrating models into real-world systems and constantly monitoring their performance.

Popular Tools & Languages in Data Science

A data scientist’s toolbox includes several powerful tools:

Languages: Python, R, SQL

Libraries: Pandas, NumPy, Matplotlib, Scikit-learn, TensorFlow

Visualization Tools: Tableau, Power BI, Seaborn

Big Data Platforms: Hadoop, Spark

Databases: MySQL, PostgreSQL, MongoDB

Python remains the most preferred language due to its simplicity and vast library ecosystem.

Applications of Data Science

Data science isn’t limited to tech companies. Here’s how it’s applied across different industries:

Healthcare: Predict disease outbreaks, personalize treatments, manage patient data.

Retail: Track customer behavior, manage inventory, and enhance recommendations.

Finance: Detect fraud, automate trading, and assess credit risk.

Marketing: Segment audiences, optimize campaigns, and analyze consumer sentiment.

Manufacturing: Improve supply chain efficiency and predict equipment failures.

Careers in Data Science

Demand for data professionals is skyrocketing. Some popular roles include:

Data Scientist Builds models and interprets complex data.

Data Analyst Creates reports and visualizations from structured data.

Machine Learning Engineer Designs and deploys AI models.

Data Engineer Focuses on infrastructure and pipelines for collecting and processing data.

Business Intelligence Analyst Turns data into actionable business insights.

According to LinkedIn and Glassdoor, data science is one of the most in-demand and well-paying careers globally.

How to Get Started in Data Science

You don’t need a Ph.D. to begin your journey. Start with the basics:

Learn Python or R Focus on data structures, loops, and libraries like Pandas and NumPy.

Study Statistics and Math Understanding probability, distributions, and linear algebra is crucial.

Work on Projects Real-world datasets from platforms like Kaggle or UCI Machine Learning Repository can help you build your portfolio.

Stay Curious Read blogs, follow industry news, and never stop experimenting with data.

Final Thoughts

Data science is more than a buzzword it’s a revolution in how we understand the world around us. Whether you're a student, professional, or entrepreneur, learning data science opens the door to endless possibilities.

In a future driven by data, the question is not whether you can afford to invest in data science but whether you can afford not to.

[manostaxx]

Primer design. Plasmid mapping. DNA sequence analysis. We all have our favorite tools for tackling these particular tasks, but they tend to be scattered about the internet. To help you keep your virtual molecular biology toolbox organized, today’s post features a list of free online molecular biology tools all in one place. Plasmid mapping These tools are for viewing, editing or making plasmid maps, but can also analyze and annotate any DNA sequence. SnapGene Viewer: The free SnapGene Viewer is great for looking at plasmid maps and viewing sequencing traces, while the paid version provides more tools for plasmid mapping and design (Figure 1). Benchling: While you might think of Benchling as an electronic lab notebook, it also has a suite of molecular biology tools and can make plasmid maps. Free for academic users. Serial Cloner: Free desktop-based software for plasmid design and mapping. ApE (A plasmid Editor): A free, donation-based plasmid analysis tool including editing, annotating, creating maps, and more. This tool is maintained by M. Wayne Davis from the University of Utah.   Figure 1: A plasmid map created in SnapGene of Blue Flame plasmid pET21a-BirA.   DNA / protein database search and analysis tools Addgene’s analyze sequence tool: Annotates features, BLASTs, aligns, digests, and translates a sequence. NEBCutter2: For finding restriction enzyme cut sites Webcutter 2.0: For finding restriction enzyme cut sites Open reading frame finder Addgene vector database: Find sequences for plasmids assembled from publications and commercially available sources, as well as those deposited with Addgene. NCBI BLAST: Compares nucleotide or protein sequences to sequences in a database ExPASy translation tool: Translates a DNA sequence using all six open reading frames UniProt: A database of protein sequence and functional information, such as expression patterns, post-translational modifications and polymorphisms Codon optimization tool: To access this tool, set up an IDT account. Figure 2: Addgene’s Analyze Sequence tool.   DNA sequence manipulation tools Sometimes DNA sequences need to be “cleaned up” or changed in some way before you can analyze them. These tools help with that. DNA sequence reverse complement tool: Enter a DNA sequence and the program will give you the reverse sequence, complement sequence, or reverse and complement sequence. Filter DNA tool: Removes non-DNA characters, such as numbers and blank spaces, from the text of a DNA sequence, making it ready to copy and paste into other applications Primer design tools Many of the above-listed plasmid mapping tools have built-in primer design tools, but here are a few stand-alone sites for general primer design, as well as primer design for different cloning applications. Primer3 and Primer3Plus: For general primer design Design primers for Goldengate cloning  Design primers for In-Fusion Cloning Design primers for Gibson Assembly and NEB HiFi DNA Assembly OligoAnalyzer Tool from IDT: For hairpin analysis, Tm and primer dimer estimation, and other primer characteristics. NEB Data-optimized Assembly Design (DAD): This tool designs overhang sets for high complexity Golden Gate Reactions Cloning ligation reaction calculators These links can help you calculate how much insert and backbone you need for different types of cloning methods, such as restriction enzyme cloning, Gibson assembly, or In-Fusion cloning. NEB Ligation Calculator: This tool works for any cloning method. You can select from five different insert:backbone ratios. In-Fusion cloning molar ratio calculators   Lab math calculators These calculators can help you with common calculations performed in the lab. Molarity calculator Promega’s Biomath Calculators Primer resuspension calculator (sign-in required.) DailyCalcs Science Calculator app for iPhone Reagent and Data Repositories These links can help you find experimental and/or validation data on molecular biology tools. Addgene Data Hub: A data repository for validation data on Addgene/CLOVER viral vectors. Ca...

[codingbrushup]

Data Science vs Data Engineering: What’s the Difference?

The Short Answer: Builders vs Explorers

Think of data engineers as the people who build the roads, and data scientists as the people who drive on them looking for treasure. A data engineer creates the systems and pipelines that collect, clean, and organize raw data. A data scientist, on the other hand, takes that cleaned-up data and analyzes it to uncover insights, patterns, and predictions.

You can’t have one without the other. If data engineers didn’t build the infrastructure, data scientists would be stuck cleaning messy spreadsheets all day. And without data scientists, all that clean, beautiful data would just sit there doing nothing — like a shiny sports car in a garage.

So if you’re asking “Data Science vs Data Engineering: What’s the Difference?”, it really comes down to what part of the data journey excites you more.

What Does a Data Engineer Do?

Data engineers are the behind-the-scenes heroes who make sure data is usable, accessible, and fast. They design databases, write code to move data from one place to another, and make sure everything is running smoothly.

You’ll find them working with tools like Apache Spark, Kafka, SQL, and ETL pipelines. Their job is technical, logical, and kind of like building Lego structures — but instead of bricks, they’re stacking code and cloud platforms.

They may not always be the ones doing the fancy machine learning, but without them, machine learning wouldn’t even be possible. They’re like the stage crew in a big play — quietly making everything work behind the scenes so the stars can shine.

What Does a Data Scientist Do?

Data scientists are the curious minds asking big questions like “Why are sales dropping?” or “Can we predict what customers want next?” They take the data that engineers prepare and run experiments, visualizations, and models to uncover trends and make smart decisions.

Their toolbox includes Python, R, Pandas, Matplotlib, scikit-learn, and plenty of Jupyter notebooks. They often use machine learning algorithms to make predictions and identify patterns. If data engineering is about getting the data ready, data science is about making sense of it.

They’re creative, analytical, and a little bit detective. So if you love puzzles and want to tell stories with numbers, data science might be your jam.

How Do They Work Together?

In most modern data teams, data scientists and engineers are like teammates on the same mission. The engineer prepares the data pipeline and builds systems to handle huge amounts of information. The scientist uses those systems to run models and generate business insights.

The magic really happens when they collaborate well. The better the pipeline, the faster the insights. The better the insights, the more valuable the data becomes. It’s a team sport — and when done right, it leads to smarter decisions, better products, and happy stakeholders.

Which One Is Right for You?

If you love solving technical problems and enjoy working with infrastructure and systems, data engineering could be a great fit. If you’re more into statistics, analytics, and asking “why” all the time, data science might be the path for you.

Both careers are in demand, both pay well, and both are at the heart of every data-driven company. You just need to decide which role gets you more excited.

And if you’re still unsure, try building a mini project! Play with a dataset, clean it, analyze it, and see which part you enjoyed more.

Final Thoughts

So now you know the answer to that confusing question: Data Science vs Data Engineering — what’s the difference? One builds the systems, the other finds the insights. Both are crucial. And hey, if you learn a little of both, you’ll be even more unstoppable in your data career.

At Coding Brushup, we make it easy to explore both paths with hands-on resources, real-world projects, and simplified learning tools. Whether you’re cleaning data or building pipelines, Coding Brushup helps you sharpen your skills and stay ahead in the ever-growing world of data.

[nulledclubproblog]

Real Estate Agency Portal Nulled Script 1.7.4

Download Real Estate Agency Portal Nulled Script for Free Looking to launch your own real estate platform without investing in expensive software licenses? The Real Estate Agency Portal Nulled Script is your ultimate solution. Designed for real estate agents, agencies, and property listing services, this script offers an advanced, user-friendly platform at zero cost. Enjoy premium features and functionalities without paying a dime! Why Choose the Real Estate Agency Portal Nulled Script? The Real Estate Agency Portal Nulled Script is a professionally developed web application that empowers real estate professionals to manage property listings, attract leads, and convert visitors into buyers. With this nulled script, you gain full access to a high-performance real estate portal that’s flexible, customizable, and built to scale with your business—without the hefty price tag. Technical Specifications Language: PHP, MySQL Framework: CodeIgniter (MVC architecture) Responsive Design: Fully mobile and tablet-friendly Browser Compatibility: Chrome, Firefox, Safari, Edge Server Requirements: PHP 7.2 or higher, MySQL 5.6+, Apache/Nginx Top Features and Benefits Advanced Property Management: Easily add, edit, or delete property listings with images, videos, pricing, and detailed descriptions. Interactive Map Integration: Google Maps API integration to display property locations dynamically. User Management: Allow agents and clients to register, login, and manage their own listings or inquiries. Search Filters: Help users find exactly what they need using powerful search tools with filters like location, price range, property type, and more. SEO Optimization: Built-in features that improve your website’s visibility on search engines. Multi-language Support: Attract global users with multi-language compatibility. Email Notifications: Automatic alerts for new listings, inquiries, and approvals. Ideal Use Cases Whether you're a solo real estate agent, run a small agency, or manage a large property network, the Real Estate Agency Portal Nulled Script adapts to your workflow. Use it to: Create a local or global property listing website Allow multiple agents to manage their own listings Connect buyers and sellers seamlessly Build a niche rental or property auction platform Quick Installation Guide Download the Real Estate Agency Portal Nulled Script from our website. Extract the files and upload them to your web server. Configure your database and update the configuration files accordingly. Run the installer through your browser and follow the on-screen setup wizard. Start customizing and uploading your first property listings! Frequently Asked Questions (FAQs) Is this script safe to use? Yes, we ensure all nulled scripts are malware-free and secure for development or testing purposes. However, always use such tools responsibly. Can I use this on multiple domains? Absolutely! Once downloaded, you can use the Real Estate Agency Portal Nulled Script on as many domains as you like without license restrictions. Does it support plugins or extensions? Yes, the script is modular and can be extended with plugins, themes, and third-party APIs for additional functionality. Boost Your Digital Toolbox Complement your property portal with other essential tools. For example, try UpdraftPlus Premium nulled for hassle-free WordPress backups and restoration. Or enhance your SEO with Yoast seo nulled and watch your website climb the rankings. Final Thoughts If you want to step into the real estate tech space without the overhead costs, the Real Estate Agency Portal  is your best bet. Reliable, efficient, and feature-rich—this is a smart investment for your digital future. Download it now and launch your dream platform today!