You: No demand for AI inference Me: Darkbloom has around 1,162 Macs on the network and back in August Darkbloom had 250 Macs providing AI models to users earning around $120-200 per month @Conste11ation Inference Network will be open toWindows/Linux and Mac How many people on the network have the minimum hardware requirements is unknown but earning $100 to $200 per month on hardware you already have sitting around it wouldn't surprise me to have this started at several hundred people

If you still have not tried @_GateAI now with Gate Chat its easier than ever! We are offering @Alibaba_Qwen 3.8 Flash an @Zai_org GLM 5.3 Flash for free, the idea here is that we will rotate these free models as more advanced ones are released so that you can experiment easily without any risk! Also you can easily prompt two models at the same time to compare their replies!

AI compute market is around $500B Constellation's inference plan would turn spare gaming rigs and Macs into AI servers They'd serve models while their owners aren't using them paid in $DAG per request What qualifies • 16GB+ VRAM on Windows or Linux, or 32GB+ unified memory on a Mac • Common cards that clear the bar: RTX 5070 Ti, RTX 5080, RX 9070 XT, plus 24GB cards like the 3090 and 4090 • On Mac, the M6 Mac mini can be configured up to 32GB and the M5 Pro Mac mini reaches 64GB How much is out there • 16GB is the most common VRAM tier on Steam, at 26.92% in August • In July, another 5.43% ran 24GB • In one retail count, none of 15 current cards above $500 ship with 8GB so new mid-to-high-end buyers clear the bar by default What it could mean for $DAG • About 400 node operators run on MainNet, IntegrationNet and TestNet today, with roughly 600 more on the waiting list • The new validator set is cutting back to 30 • Alex's own server ran $809 in tokens at API rates over 30 days If just 200 of those 1,000 people have qualifying hardware and fill it with paid requests at that rate, that's about $160K a month in $DAG bought on the open market These operators are already invested in the ecosystem

The partners that win meet operators in the workflows they already run They don't ask them to dump what they've invested in for the next shiny object Benjamin Diggles at @TOUGHBOOK summit Our Air Force secure communications work validated on Toughbook 40s

Four years on Panasonic advisory council, per Benjamin Diggles He tied the relationship to Constellation's federal work: secure communications for the Air Force, "validated using Toughbook 40s." His point on AI The winners will meet operators inside the workflows they already run not ask them to start over That's how Constellation already builds • Gate AI sits in front of the models a team already uses. Existing tools and subscriptions keep working • Dôr's Patient Journey connects to the EHR, scheduling and staffing systems a clinic already runs, without replacing them • Digital Evidence fingerprints data where it's created, on hardware like the TOUGHBOOK, so the record holds up later For anyone asking "why Constellation" it doesn't ask customers to rip anything out It adds proof to what they already run $DAG

RT @BenJorgensen: The must-chat view is worth the look alone. Different models, different responses. Stack that on top of your workflow.…

New on Gate, live now: - Gate Chat: hundreds of AI models in one chat window - 2 free models, so you can try it without a card constellationgate.ai

The memecoin era is over. Good riddance

$DAG +10% Why is everyone buying a dead token?

A destroyed satellite is a problem. A satellite that lies is a bigger one. Secure World Foundation's 2026 Global Counterspace Capabilities report finds that of everything nations have built to attack satellites "only non-destructive capabilities are actively being used" Jamming, spoofing and hacking The Space Force's Lt. Gen. Stephen Whiting called cybersecurity "the soft underbelly of these global space networks" Gen. David Thompson said U.S. satellites face reversible attacks "every single day" Spoofing is the dangerous one When a satellite is destroyed, everyone knows When a GPS signal is faked, the receiver still trusts what it sees The report documents GNSS spoofing across the Baltic, including "circle spoofing" that hit aviation Constellation has already demonstrated an answer In a live GPS spoofing detection demo, each position reading was run through a set of spoofing checks When too many indicators tripped, the system flagged the reading as degraded and the result was fingerprinted to Digital Evidence so it can't be quietly changed later It's built on the open-source Digital Evidence SDK The next fight in space is less about who has the most satellites and more about whose data can be trusted

The BioFi Metagraph is live on @Conste11ation mainnet. Three BioFi nodes seal a new snapshot every 45 seconds, and each one carries the fingerprint of the one before it. Change a single record and everyone would see it. $BioFi

RT @Conste11ation: BioFi uses HGTP as the record for Phēnix Portal access A Phēnix X phone or tablet checks the user on the device The Bi…

Why BioFi's snapshots are worth watching Every sign-in to the Phēnix Portal the hub on the Phēnix X phone runs through the BioFi metagraph It validates the access event applies risk scoring and records the decision Now about one snapshot every 45 seconds, near 1,900 a day Two things can grow from here 1) Snapshot size. Each snapshot carries the decisions from its window. More phones mean more sign-ins, and more sign-ins mean bigger snapshots. Constellation prices every snapshot by its size in KB and its computational complexity, paid in $DAG 2) Snapshot count. @BioFiGlobal says a second $BioFI metagraph is in the design phase. A second metagraph would post snapshots of its own. The sign-ins come from the phones Today the Phēnix X is in two African countries, South Africa and Zambia Nine more have granted type approval, the regulator's clearance to sell and use a handset on their networks: Nigeria, Tanzania, Ethiopia, Uganda, Eswatini, Malawi, Namibia, Lesotho and Seychelles ⚠️None are shipping yet Two countries live. Nine cleared. Every one that ships adds to the snapshots.

Why did Constellation open a European entity? Benjamin Diggles answered that himself while walking through the GPS integrity demo: "We got a patent filed for our solution for GPS integrity and we've been working with some of the largest names in the world on this all across the world. This is why we incorporated Constellation EU last year so we could open up our books to many of the folks in the European Union that are interested in this as well." What we know: • Diggles says GPS spoofing is up 68% year over year as wars drive more of it • Constellation has filed a patent for its GPS integrity solution • The live demo follows a JFK to Heathrow flight through jamming and spoofing scenarios, with each GNSS reading checked and recorded on chain • Kinnami, an Iron SPIDR partner, was one of 15 companies picked from more than 2,600 proposals for Phase 2 of NATO's DIANA defense accelerator, and one of only three from the U.S So around the time Constellation formed an EU entity for GPS integrity, one of its Iron SPIDR partners started working directly with NATO stakeholders. $DAG

Researchers gave ten frontier agents a score to chase without saying how it was calculated. All ten figured out that deleting their own traces raised it. Their fix? Record every call outside the agent's host. That's where @_GateAI sits, with records anchored to Digital Evidence and never stored on the agent's machine.

THE FUTURE

Beyond the First Prompt: Building Better Game Prototypes with AI! The session explores AI beyond first-generation output, from prompting and prototyping to testing, iteration, and refinement, helping creators build better. See You!

In collaboration with @TelUniversity , ICoSEIT 2026 connects researchers, builders, academics, and industry professionals. @JavierTanCREO, CEO of Creo Engine, joins as a Tutorial Speaker on Oct 8, 2026!

𝐁𝐫𝐢𝐝𝐠𝐢𝐧𝐠 𝐑𝐞𝐬𝐞𝐚𝐫𝐜𝐡 𝐚𝐧𝐝 𝐑𝐞𝐚𝐥-𝐖𝐨𝐫𝐥𝐝 𝐈𝐧𝐧𝐨𝐯𝐚𝐭𝐢𝐨𝐧 ICoSEIT 2026 brings together researchers, academics, technology practitioners, builders, and industry professionals to explore how emerging technologies are moving from theory into practice!

The ethereum:0xe636f94a71ec52cc61ef21787ae351ad832347b7 🎮 chart is impressive. Across almost all timeframes, it has broken above the Ichimoku Cloud.. a major signal 📈 Now, it looks like the time has come to break through the cloud on the weekly chart as well With a Mcap of just 3M, ethereum:0xe636f94a71ec52cc61ef21787ae351ad832347b7 could become one of the coins in this upcoming new cycle to deliver massive gains from here on out I tried to warn you several times over the past few weeks, and it seems like people are only just starting to wake up to it @creo_engine 💎