Powering verified data automation for the AI era $DAG
San Francisco, CA
Joined April 2017
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Pinned Tweet
Major network update: Constellation is building an inference network
@BenJorgensen post: constellationnetwork.io/blog…
@codebrandes post: constellationnetwork.io/blog…
Constellation² retweeted
The best price for tokens is $0.
Qwen 3.8 Flash and GLM 5.3 Flash are free on Gate, in Gate Chat or with an API key. Free models rotate every few weeks, so try these two while they're still available.
Two models, free to try.
@Alibaba_Qwen 8 Flash and @Zai_org GLM 5.3 Flash are live in Gate Chat, with the full Constellation Gate treatment: every request security checked, trimmed for tokens and recorded.
Sign up, open Gate Chat, start chatting.
Customer retention is the clearest measure of value and the Army Museum Enterprise has renewed two years running.
The U.S. Army has now renewed Dôr twice.
Funded through the Army’s Center of Military History
• Sept 2024: $171,600 base award, sensor API and licenses
• June 2025: $171,600
• June 2026: $171,600 - "ACCESS TO A DIGITAL DASHBOARD"
That’s $514,800 on the books and each renewal is a decision to keep paying for it.
Dôr’s thermal sensors count foot traffic with no cameras. They’re in 2,000+ locations and have analyzed over $5 billion in sales.
For Army museums that data helps justify their budgets.
Dôr’s team says the Army is now moving into the new intelligence layer where AI tells operators what to do next instead of just showing numbers.
Meanwhile Diggles told Panasonic’s TOUGHBOOK Summit that Constellation’s GPS integrity work was proven on TOUGHBOOK 40s building on Air Force secure communications work.
Digital Evidence is how that proof becomes public. Each record is fingerprinted and anchored on the Hypergraph which $DAG secures
Constellation is proud to be a member of Panasonic's @TOUGHBOOK advisory council. Our own Benjamin Diggles joined leaders from PG&E, Michigan State Police and Henderson Fire to talk budgets, uptime, rugged hardware and where AI fits in the field. Full panel below.
MFA costs a few seconds per login. This control pays the firm back: 20%+ fewer tokens on the default path, 23% measured at Rocket Resume. Every request is hash-chained and anchored to Constellation’s Digital Evidence layer, so a client or auditor can check the record without taking anyone’s word for it.
A new hire gets MFA and a VPN before she can read her email. The same afternoon she points two AI agents at a client’s repo with no screening, no spend cap and no record. Benjamin Diggles on making the AI layer a default, switched on once for everyone.
constellationgate.ai/blog/tu…
Dôr is expanding how retailers reach its traffic and intelligence platform.
The company is partnering with Robert at TheUpsiderAI and opening a single community link so anyone can introduce the product to a store.
When a retailer books and buys through that link, a share of the revenue supports the partnership.
Big news for the $DOR community. We're changing how $DOR works, and we're partnering with Robert at @TheUpsiderAI to do it.
Here's what's happening and why 📷
Gate AI gives developers access to more than 400 models through one gateway
Soon, some of those requests will be served from GPUs and Macs that people already own
Operators run open models and are paid in DAG for each request they serve
Attach notes or a CSV and ask about what’s in them. Show a screenshot to a model that can read images. Export any conversation as Markdown or JSON when you want to keep it. Gate Chat, free to start.
A runaway agent loop usually shows up first on the invoice
Gate checks your limit before each request is forwarded so the loop stops at the number you chose not at the credit card limit
Every request that hit the cap stays on a record you can check later
Constellation² retweeted
Two models, free to try.
@Alibaba_Qwen 8 Flash and @Zai_org GLM 5.3 Flash are live in Gate Chat, with the full Constellation Gate treatment: every request security checked, trimmed for tokens and recorded.
Sign up, open Gate Chat, start chatting.
75% of paying AI users want every AI subscription on one monthly bill
The average subscriber already juggles four
Gate Chat is one window across OpenAI, Anthropic, Google, DeepSeek, Qwen and more
Start on two free models
Add credit only when you need it
constellationgate.ai/
Same question. Both got it right. Claude Opus 5 cost about a penny. Qwen3.8 Flash cost nothing.
Gate Chat runs one prompt on two models side by side, with tokens and cost on every reply and a link to the record Gate kept
👇See which model each task needs
constellationgate.ai
Constellation² retweeted
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!
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
Haven't tried Constellation Gate yet? Today's the day!
We just released Gate Chat!
Chat with hundreds of AI models in one secure place and only pay for what you use.
Just curious? Play with two free models.
- Sign up at constellationgate.ai/
- Open Gate Chat from the menu
- Start chatting
Enjoy!
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
BioFi uses HGTP as the record for Phēnix Portal access
A Phēnix X phone or tablet checks the user on the device
The BioFi metagraph validates the session
A snapshot of that decision is anchored on HGTP, so the login has a tamper-evident record $DAG $BioFi
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
Constellation² retweeted
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
Constellation² retweeted
Added a new feature to my @Conste11ation explorer DagScan.io, thx @Dagnum_PI for the suggestion
In the DOR metagraph overview, you can now track the active DOR Traffic Miner devices. This shows the number of DTM devices that check-in daily
dagscan.io/metagraphs/DAG0Cy…
Constellation² retweeted
PacaSwap distributions are complete.
• Liquidity providers: your share of each pool has been returned to your wallet in DAG, DOR, UP and USDC.dag.
• SWAP holders and stakers: your SWAP balance, including locked tokens and unclaimed rewards, has been distributed on Base in the same amount.
No action is required. There is no claiming website. You do not need to connect your wallet or sign anything.
How to find your SWAP tokens on Base:
pacaswap.com/guide
Check your allocation:
docs.google.com/spreadsheets…
Beware of scams: we will never ask for your private key or seed phrase, call you, or contact you directly. Anyone contacting you about PacaSwap is a scammer.
Missing address, incorrect amount or another question?
Use the official form:
docs.google.com/forms/d/e/1F…
Thank you for your patience throughout this process.