🚀 A MAJOR MILESTONE FOR EKOS 🔥 From legacy ERP source code to a reconciled Lakehouse. What happens when enterprise data pipelines are built on evidence from the source system—not assumptions? We put EKOS to the test on iDempiere, an open-source Java ERP running on Oracle. 🔥 THE RESULTS: 🔍 4,542 Java files analyzed 📚 1,060 pages of source-system documentation generated 🧪 165 tables tested end-to-end, with every Bronze table reconciled against Oracle 📊 3,664 of 3,667 Silver tests passed 🛠️ 6 real bugs uncovered during testing ⚙️ Zero LLM calls from analysis through Silver But the real milestone goes beyond the numbers. EKOS compiled source code, database migrations, Git history, documentation, and the live Oracle catalog into an evidence-backed knowledge ledger. That evidence informed the pipeline: → Trino → Iceberg Bronze → dbt-trino Silver → Dagster orchestration Incremental loading is selected based on source-code behavior. Deletes are detected through bucketed key comparisons, with safeguards that hold mass deletions for human approval. Silver tests derive from database constraints and the Java model. Every pipeline decision carries its evidence. The full 849-table run remains constrained by available memory, and 195 conflicts still await human review. Gold Mart drafting works; the remaining work is ongoing. This is a major step toward making legacy modernization more traceable, testable, and grounded in how enterprise systems actually behave. EKOS: Enterprise knowledge, compiled into engineering evidence. #EKOS #DataEngineering #Lakehouse #OpenSource4o @Oracle @OracleCloud @googlecloud @thatjeffsmith @SQLServer @Dell @IBM

Creator fees have been unlocked, but with a twist. What is the twist? Creator fees only apply if the creators work and the floor is held. - At launch, 10% is claimable right away, so devs can cover marketing and gas. This makes sure they don't have to launch on Pumpfun. - Graduation to Raydium unlocks 25% more. - Holding strength and token stats determine the rest of the fees. -Tokens need to be active after 24 hrs for anymore to unlock. - 20% at day 3 with 250+ holders. - 20% at day 7 with 500+ holders. - 25% at day 14 with 1,000+ holders. The floor matters. Market cap has to stay at least 50% of the graduation level, and whatever higher level we subject it to based on market behavior. Now we know that this is where people will try to cheat with wallet farms, so we only count wallets that: - Hold at least about $10 worth of the token. - were funded by someone other than the creator or anyone in their bundle cluster, - have past on-chain activity. We are setting the new standard, transforming the entire system of launches, and we'd bring back the golden age of the trenches. Let's show pump.fun what a real product looks like.

Split Fees is now live on STM. One token. Multiple fee recipients. You choose the percentages. Split $STONK creator fees between up to 8 Solana wallets, X accounts, TikTok profiles, GitHub accounts or YouTube channels. 25% to a wallet. 25% to a creator on TikTok. 25% to an X account. 25% to a developer on GitHub. Set your split before launch. STM handles the payouts automatically. stonkmarket.net/launch

Meme Book race, live ranking: 1. @nabillatomas 43 votes 2. @Salveraun 38 votes 3. @BrielleArts_ 34 votes 4. @shakilahmeuig 18 votes 5. @Arikuma15 17 votes 127 wallets voted, 5 hours left. The 3 memes most wallets back win 4, 2 and 1 SOL. kognai.ai/memebook

training does not have to be boring.. zenodivergent.dev/live-read 🫡

PARALLAX keeps getting better. New My Workspace hub, a cleaner Gold page, improved mobile layouts, Terminal fixes and more realistic planet previews. Latest code and release notes are on GitHub. We’re building daily. Bigger things are yet to come. $PRLX #solana

What makes Offchain wallet different from Phantom wallet Phantom is a great wallet when you have internet, a smartphone and live in a region it supports. Offchain was built for everyone else too. It works without internet, on basic phones, over SMS and even phone calls. It lets you spend crypto in the real world with gift cards, prepaid Mastercards and shopping. Features: - Offline SMS crypto transfers across BTC, SOL, ETH, BNB, TON, USDC and more - Send crypto by SMS or a toll-free call, even on basic phones and even if the app is down - Offchain Region Apps, live for France and all EU countries - NFC tap-to-pay between Android devices - Offchain CrossBuy, buy tokens on any chain while holding funds on just one chain - Full trading on SOL, ETH, Base and Robinhood Chain - Pro Terminal with holders, KOLs, pumpfun callouts and fomo holders - Offline perpetuals via Hyperliquid - Offchain AI agent, execute transactions from plain chat commands - Offchain Gift, 600+ gift cards and prepaid Mastercards with no KYC - Offchain Shop, buy on Amazon and eBay with USDC - Offchain Bank, Swiss IBAN account - Offchain Bridge, 800+ assets across 82+ chains - Offchain Secure, multisig smart wallet with biometrics, OTP, authenticator and NFC - Offchain Keys, NFC hardware keys for signing - Offchain cold wallet, turn an old phone into an airgapped cold wallet - Offchain SecureDrive, encrypted private file transfer - Offchain Lend - Offchain GPU, rent compute in USDC - Polymarket prediction markets All these built in last 5 months and more cominh Try it at offchain.website

LP Tip #5: Impermanent loss is real 1/ when the two tokens move apart in price your position can be worth less than holding them 2/ fees can offset some of it, not always all 3/ hedging reduces it and doesn't remove it send this to an LP friend who needs to see it

Ngl 10.0 might be done within the week, this is set up so that every release compounds and makes the next release faster

cv 0.18 is out! github.com/emberian/cv - no more stale reads; searches will crawl the unindexed suffix of activity - slimmed down a lot heap bloat, cv often completes its job using under 8MB of working space. - `cv doctor` can help selfheal This is about the limit of performance possible without becoming more invasive into the harnesses. This is also about the limit of the datamodel. We need tools not just for agents to read each others minds, but for coordinating *across* swarms, fleets, and hives. Within a single cluster, "lane jargon" usually finds stable-enough meanings. Across clusters, there is a lot more confusion, which needs swarmvision.

Hold $WEFT, trade for less. 100,000 $WEFT: 25% off fees, 1.5× rewards 
1,000,000 $WEFT: 50% off fees, 2× rewards Both tiers get 100 AI drafts a day. Rewards land right after midnight UTC.

Percolator Trade V2.2 is almost here The hardest market to run is one where everyone is on the same side. V2.2 was built for exactly that, and then we spent weeks trying to break it. Here’s what happened. Code: github.com/dcccrypto/percola… Public preview: coming soon Watch the video below 👇

$CHROME round 1 has a winner. 7CPL…j16D wins Chrome Hearts CH Plus Pendant with Ball Chain (about $2,060), drawn on chain by drand. The same draw picked $SOUVENIR holder 9z33…q1Q8 for a 0.398 SOL bonus. @archivemessUS

Studios Recast works with photoreal and animated AI influencers alike. Build your character, choose a trending clip, and drop them into the scene. Recast follows the original motion while keeping your character’s look. Make 5 videos for less than the cost of 2 on competing platforms.

This is a great lineup. Thanks @PayAINetwork for highlighting us alongside the teams building x402 on @solana , now with ~150ms finality underneath. Faster settlement opens up a lot of interesting possibilities for agent payments. We’re just getting started.

One-time keys run out. Your address doesn't. Each OPEQ key tree holds 1024 one-time keys. 688 of them sign your transactions. The rest are kept back so a restore or a move to a new device can never reuse a key. When they're used up, you rekey to a fresh tree. Same address, same balances, same 24 words.

Now you can try PionyrPay. We have built an interface at pionyr.tech/pionyrpay, and you can test it with real transactions on the Sepolia testnet. Gas is paid from your wallet in sETH, and the test pUSD is free from the page. PionyrPay is confidential x402 settlement on Sepolia, a seller publishes a price, a buyer pays an encrypted amount, and only the seller can decrypt what arrived. While PionyrPay keeps developing, FHE and AI agents are the two tracks we are building on solana:7tFHmjGGg8Je88XgjxVWm4Co9G7SLb85MEzLiBokWgHw

we're releasing agenc core 0.19.12 today it beats pi, opencode and hermes on speed and tokens. same model, same tasks, on deepseek v4 flash and gpt-6 luna get.agenc.ag 👇