MCP (Model Context Protocol) A common way to connect models with: Databases APIs Tools External systems Rapidly becoming part of the AI engineering stack.

Mongo db is good and has its use cases in as much as you learn Mongo db learn SQL databases also especially postgres

Databases are underrated!

Backend development apps will always need servers, databases, and APIs

🚨How the deep state runs Britain: A shadowy Home Office team called RICU: ⚫️Manipulate the public reaction to terror attacks including using plants ⚫️It treats ordinary Brits the same way Al-Qaeda are treated ⚫️It writes family statements calling for non-violence after attacks ⚫️It invents policy out of thin air with no Ministerial oversight ⚫️It targets the “far-right” far more than “Islamists” ⚫️It says people who watch Michael Portillo, Shakespeare, Yes Minister, or the Thick of It may be susceptible to the “far-right” I wouldn’t abolish this unit though. They have useful skills and databases. I’d repurpose it with new people to act as a propaganda unit for nationalism and our goals. The whole British state must be run with an iron grip for our purposes like the globalists are currently doing to us. We will never return to a level playing field, there never was one, if you get an inch of power you have to turn it into a mile of power or someone else will.

The hidden reason some apps survive traffic spikes while others slow to a crawl comes down to how their databases scale. Read the full analysis by @ScyllaDB:

$NBIS Hidden gem many don’t know about (ClickHouse) So I gained a lot of followers because of this company, and I already explained what Token Factory is and how it is important for $NBIS. However, there is one more asset Nebius owns that many investors either overlook or underestimate its potential. Let me present you: ClickHouse It is an open-source columnar database designed for online analytical processing (OLAP), originally developed by Yandex. To explain it in basic terms, if you store data in databases (most typical transactional databases like PostgreSQL or MySQL), you do it row by row, because, for example, banks often want to search information about a given customer, so they just search for the ID of the customer, and the whole row pops up and they get everything about the customer they care about. But imagine you have 1 billion rows, 50 columns, and you care about, for example, the average spending in the whole database. This is where ClickHouse comes in and uses column-by-column storing. Then, instead of reading 50 billion values, a column-based database might read only 1 billion values. Obviously, the idea is more sophisticated, where ClickHouse developed additional compression algorithms, but for our explanation, this is sufficient, as you now know what ClickHouse does. Importantly, the main advantage is that it often stores data using 5-10x less space than traditional databases. To give you an example, imagine you operate 100,000 GPUs and every second, that GPU sends information such as: - timestamp - GPU ID - temperature - utilization - memory usage 100,000 GPUs -> 1 month = 259,200,000,000 records And now an engineer asks: "What was the average GPU utilization by hour last week?" Instead of going through all rows, the query only needs timestamp and utilization and you save a lot of time. And you know who uses ClickHouse? The biggest players such as OpenAI, Anthropic, Meta, Tesla, Cisco, Alibaba, Spotify and many others. So, now that you get the importance of the company, what if I told you that $NBIS owns approximately 28% of ClickHouse and its valuation is growing rapidly. In May 2025, the company was valued at rougly $6.35B In January 2026, the valuation increased to $15B, which is ~236% increase in 7 months, think about the speed of this. If we would expect the company to "only" double its valuation throughout the whole 2026, we would get to $30B. Implying $NBIS’s stake being worth $8.4B (current market cap is $59B). What’s funny is that many investors have no idea what ClickHouse is and they think it is just some small partner or whatever, but it might soon represent $10B stake for $NBIS. If you have any questions, I am happy to answer them as always. Thanks for reading!

Graph databases supported in any way? @grok your take?

Top 10 resources to learn databases (practical, for working devs): 1) Designing Data-Intensive Applications (Kleppmann) Good mental models: logs, replication, consistency, indexes, tradeoffs. 2) PostgreSQL official docs Best free deep dive into query planning, MVCC, locking, indexes, vacuum. 3) Use The Index, Luke Fast path to understanding indexes, EXPLAIN, and why your query is slow. 4) CMU 15-445/645 (Database Systems) Solid systems view: buffer pools, B trees, concurrency control, recovery. 5) High Performance MySQL (Schwartz et al.) Real ops details: InnoDB internals, schema design, replication, pitfalls. 6) Martin Kleppmann’s talks blog Short, clear explanations of distributed DB problems without fluff. 7) Jepsen analyses Learn failure modes from real incidents: split brain, lost writes, bad defaults. 8) Redis docs Redis University Practical data structures, persistence modes, eviction, latency, gotchas. 9) SQLBolt (or Mode SQL tutorial) Quick SQL reps, especially joins and window functions, without setup pain. 10) Practice project: build a mini DB-backed service Pick Postgres. Add migrations, indexes, read replicas (logical), connection pooling, and load test. Use EXPLAIN ANALYZE and pg_stat_statements to fix the top 3 slow queries.

Took us quite a while to find a tool that allows us to build knowledge databases for different clients across different markets and implementing them at scale for clients.

Most databases don't lock rows on reads. They keep multiple versions of the same row instead. Each transaction sees the snapshot from when it started. Reads don't block writes. Writes don't block reads. That's MVCC. Concurrency without locks.

Making centralized databases sound like liberty sounds like a tired take.

TECHNOLOGY MAY SEARCH, BUT THE HOLY SPIRIT SHOWS THE TRUTH "Recognizing Truth in the Dispensation of Grace" Text: 1 Corinthians 2:12-13, 2 Timothy 2:15 (KJV) 📷 INTRODUCTION We live in an age where technology can instantly provide information. Search engines can answer questions in seconds, but information is not the same as revelation. Knowledge is not the same as wisdom. Data is not the same as truth. In the Dispensational perspective, God has revealed His truth for this present Dispensation of Grace through the Apostle Paul. While technology may help us find information, only the Holy Spirit can illuminate God's Word and help us rightly divide it. 📷 "Study to shew thyself approved unto God... rightly dividing the word of truth." — 2 Timothy 2:15 The question is not merely, "Can I find information?" but "Can I recognize God's truth?" 📷 RECEIVE THE SPIRIT 📷 1 Corinthians 2:12 "Now we have received... the spirit which is of God; that we might know the things that are freely given to us of God." A. The Spirit Indwells Believers 📷 Ephesians 1:13 The Holy Spirit permanently seals every believer in this Dispensation of Grace. B. The Spirit Instructs Believers 📷 1 Corinthians 2:10 He reveals God's truth through Scripture. C. The Spirit Illuminates Believers 📷 Ephesians 1:17-18 He enlightens our understanding of God's Word. Application: Without the Spirit, men may gather facts but miss God's truth. 📷 RESPECT THE SCRIPTURES 📷 2 Timothy 3:16 "All scripture is given by inspiration of God..." A. Trust Its Inspiration 📷 Psalm 119:89 God's Word is forever settled. B. Treasure Its Instruction 📷 Romans 15:4 The Scriptures teach and comfort us. C. Test Everything By It 📷 Acts 17:11 Truth must always be measured by God's Word. Application: Technology changes daily; Scripture never changes. 📷 RIGHTLY DIVIDE THE WORD 📷 2 Timothy 2:15 The key to understanding truth is recognizing God's dispensational distinctions. A. Distinguish Israel From The Church 📷 Romans 11:25 Israel and the Body of Christ are not the same program. B. Distinguish Prophecy From Mystery 📷 Romans 16:25 Paul revealed the Mystery program. C. Distinguish Law From Grace 📷 Romans 6:14 Believers today live under grace. Application: Confusion comes when God's programs are mixed together. 📷 RELY ON PAULINE REVELATION 📷 Ephesians 3:1-9 God committed the revelation of the Mystery to Paul. A. Follow Paul's Pattern 📷 1 Timothy 1:16 Paul is God's pattern believer. B. Follow Paul's Gospel 📷 1 Corinthians 15:1-4 The Gospel of Grace centers on Christ's finished work. C. Follow Paul's Doctrine 📷 Romans 2:16 Paul's epistles contain doctrine for the Body of Christ. Application: The Holy Spirit leads believers today through the revelation given to Paul. 📷 REJECT RELIGIOUS CONFUSION 📷 Colossians 2:8 "Beware lest any man spoil you..." A. Reject Human Tradition 📷 Mark 7:13 Traditions can nullify God's Word. B. Reject Legalistic Bondage 📷 Galatians 5:1 Grace liberates believers. C. Reject False Gospels 📷 Galatians 1:8-9 Any gospel contrary to Paul's Gospel is accursed. Application: Not everything that sounds spiritual is biblical. 📷 RECOGNIZE CHRIST'S SUFFICIENCY 📷 Colossians 2:10 "Ye are complete in him..." A. His Cross Is Sufficient 📷 Colossians 1:20 Peace was made through His blood. B. His Grace Is Sufficient 📷 2 Corinthians 12:9 God's grace is enough. C. His Salvation Is Sufficient 📷 Ephesians 2:8-9 Salvation is by grace through faith alone. Application: Truth always points us back to Christ's finished work. 📷 REFLECT THE TRUTH 📷 Philippians 2:15-16 Believers are called to shine in a dark world. A. Proclaim The Gospel 📷 Romans 1:16 The Gospel is God's power unto salvation. B. Preserve Sound Doctrine 📷 Titus 2:1 Teach what is spiritually healthy. C. Practice Biblical Living 📷 Colossians 2:6 Walk in Christ as you received Him. Application: Truth is not only to be known but also to be lived and proclaimed. 📷 CONCLUSION Technology can search libraries. Technology can search databases. Technology can search the internet. But technology cannot regenerate a sinner. Technology cannot reveal spiritual truth. Technology cannot replace the ministry of the Holy Spirit. 📷 1 Corinthians 2:14 "But the natural man receiveth not the things of the Spirit of God..." Only the Spirit of God can illuminate God's Word and help believers rightly divide it. 📷 CALL TO ACTION 1. Trust Christ's Finished Work 📷 1 Corinthians 15:1-4 Believe that Christ died for your sins, was buried, and rose again. 2. Study God's Word Rightly Divided 📷 2 Timothy 2:15 Learn God's program for today. 3. Walk In The Spirit's Guidance 📷 Galatians 5:16 Depend upon the Spirit rather than human wisdom. 📷 FINAL THOUGHTS 📷 Technology can provide information, but only Scripture provides transformation. 📷 Search engines may locate facts, but the Holy Spirit illuminates truth. 📷 Artificial intelligence may answer questions, but only God's Word changes lives. 📷 The world's wisdom searches endlessly, but God's wisdom is found in Christ. 📷 The Holy Spirit never contradicts the Word He inspired. 📷 Truth is not discovered by human intelligence alone—it is revealed by God. 📷 The believer's greatest search engine is a Bible rightly divided under the illumination of the Holy Spirit. 📷 "Study to shew thyself approved unto God... rightly dividing the word of truth." — 2 Timothy 2:15 (KJV)

facebook.com/share/v/1ELBFCT… They Trump's DHS just approved a plan to cross-reference every mail-in ballot in America against federal immigration databases. The USPS is now barcoding every ballot with a unique tracking code.

I will be exposing a lot of minors using fraudulent identification to drink alcohol and do drugs under the influence while breaking into parties and clubs illegally impersonating other people with false identification while also tampering with and deleting databases those are government databases being tampered with which is a major felony in this countryI seek a deportation for these individuals and I request the death penalty for these individuals who have impeded on my rights as an American citizen and have done various felony acts and crimes while with individuals of the appropriate drinking age that are not civil living citizens

🚨 In Illinois, convicted felons caught possessing firearms face severe consequences under 720 ILCS 5/24-1.1. Class 2 felony convictions carry 3-7 years prison and $25,000 fines. Prosecutors rely on arrest records, state firearm databases, and witness statements proving defendants with felony convictions knowingly possessed firearms or ammunition. Common scenarios include traffic stops revealing weapons, home searches during probation checks, and police encounters with armed individuals. Defense strategies challenge knowing possession elements, contest search legality, and examine whether prior felonies actually prohibit firearm ownership under Illinois law. 💡 Former Will County prosecutor Jack Zaremba defends weapons charges with over 20 years legal experience. Learn more: zarembalawoffice.com #WeaponsCharges #FeloninPossession #CriminalDefense #ZarembaLaw

No, taking a paper copy of classified information does not mean it is the only copy that exists. In fact, the opposite is almost always true under standard government (especially U.S.) classified information handling rules. Why There Are Almost Always Other Copies •Controlled reproduction and accountability: Classified documents (especially Secret and Top Secret) are often assigned copy numbers, serial numbers, or unique identifiers. Reproduction is strictly limited to what’s necessary for official purposes, and agencies track copies through logs, receipts, and accountability registers. For Top Secret material, each item is typically numbered in a series, with the copy number marked on the document. •Digital and backup versions: Most classified information originates or exists in electronic form on secure systems. There are often official backups, databases, or archived versions. Printers in secure facilities (e.g., SCIFs) log what was printed, by whom, and when. •Distribution and originals: Documents are distributed to authorized recipients with “need-to-know.” The originating agency usually retains the master or original records. Even a single “copy” you might take is part of a controlled dissemination process. •Markings and tracking: Every page typically has classification markings (e.g., (TS) for Top Secret), portion markings, and a classification authority block. These help track and control the information regardless of format. Special security features (watermarks, copy-evident patterns, microtext, etc.) on some sensitive papers can reveal if unauthorized copies were made. Practical Implications Removing or mishandling a classified document is illegal and detectable. Systems exist precisely to ensure that “taking one copy” doesn’t eliminate the information from government control—agencies maintain records, and unauthorized removal triggers investigations via audits, logs, or missing copy reports. In short: A physical paper copy you might obtain or remove is never assumed to be the sole existing version. Classified systems prioritize redundancy, tracking, and protection over singularity. If this relates to a specific scenario, consult official security guidelines or legal counsel—unauthorized handling carries serious consequences.

🌐 Alleged GetContact Database Advertised on Cybercrime Forum A threat actor has posted what they claim is a database associated with GetContact, a popular caller identification and contact discovery platform. According to the listing, the dataset allegedly contains: * Approximately 19.9 million records * CSV format * Contact-related information associated with GetContact users * Sample records provided as proof of possession While the authenticity of the dataset has not been independently verified, databases originating from caller identification platforms are particularly valuable to threat actors due to the relationship mapping they provide between phone numbers, names, aliases, and social connections. Potential risks if the claims are authentic include: * Targeted phishing campaigns * SIM swapping and telecom fraud * Identity theft * Social engineering attacks * Contact relationship mapping * Large-scale profiling of individuals The post does not provide sufficient evidence to determine whether the data originated from a recent compromise, historical exposure, third-party aggregation, or previously leaked records. Analyst Note: Contact enrichment platforms have become increasingly attractive targets because they aggregate information from multiple sources. Even limited datasets can be combined with other breached records to significantly enhance threat actor profiling capabilities. #DDW #Intelligence #DarkWeb #GetContact

Crazy we sooo much to explore in databases But sadly someone will tag this under web development and just move on with it