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Ω = 24 | PQC | AI | Blockchain — Building trust infrastructure @SmartLedgerTech @OriginNeuralAI #DSC3 | @DoD_CSIAC SME | @NVIDIA Inception Partner
Joined August 2008
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I’m thrilled to announce that @SmartLedgerTech has been accepted into @nvidia's Inception Program — a global platform that nurtures cutting-edge #AI startups transforming industries.
This #milestone validates what we’ve been building: physics-native AI #architectures that challenge conventional approaches to some of humanity’s hardest problems.
What we’re working on:
🧬 Axiom — Our drug discovery platform with 23M+ verified molecular binding predictions, blockchain-anchored provenance, and spectral verification methods that have identified promising compounds across therapeutic areas.
🧠 Daugherty Engine — Novel neural architectures built on the principle that geometry is all you need, replacing attention mechanisms with topological constraints.
🔐 Post-Quantum Security Research — Identifying vulnerabilities in next-generation cryptographic standards before they become critical infrastructure.
Why #NVIDIA Inception matters:
Access to world-class technical #expertise, advanced hardware #resources, and a network of #innovators pushing the boundaries of what’s possible. We’re not just using GPUs — we’re rethinking how intelligence should be computed.
To the team at @NVIDIA: thank you for believing in unconventional approaches. To our partners and collaborators: the best is ahead.
The future belongs to those who build it.
@Sdot2121 @Codenlighten1 @jalexanderm
Bryan Daugherty, CCI, CBI, SME retweeted
This AI acknowledgement takes the win. From this paper: arxiv.org/pdf/2610.27918.
We just eliminated “trust the solver” for Optimal Transmission Switching.
For the first time, anyone can independently re-verify global optimality and tight objective bounds for both DC and AC Optimal Transmission Switching in exact rational arithmetic — with Lean 4 kernel proofs on the core claims.
Yesterday (DC): We closed the IEEE 118-bus gap from 0.39% to an absolute gap of 5.33×10⁻¹⁰ and replayed certificates on networks up to 78,478 buses on a single laptop.
Today (AC): Full enumeration of all 64 topologies on PGLib case5 certifies a unique globally optimal topology. On case57, case118 and case500 we deliver exactly checked all-topology intervals of relative width ≤ 0.94% and a certified positive value of switching — again with no tolerance.
These are classic NP-hard problems that the field has accepted as floating-point black boxes. The certificates, checkers, and Lean proofs are now public.
Replay them yourself:
AC: zenodo.org/records/23590482
DC: zenodo.org/records/23552323
If this holds under scrutiny, topology optimization for the grid just became auditable.
#PowerSystems #GET #Lean4 #FormalVerification #EnergyTransition @ENERGY @ieee_pes @FERC @SPPorg @MISOenergy @pjminterconnect @CaliforniaISO @ERCOT_ISO @NewGrid @ARPAE
Bryan Daugherty, CCI, CBI, SME retweeted
Unpopular opinion: your results with AI largely depend on how smart you are
BONUS: Certified Optimality Intervals for the PGLib-OPF Benchmark Library
zenodo.org/records/23592205
Sharing again: The Democratization of Sacral Kingship, a vertical prosopography of one Anglo-American lineage across ~45 generations.
From the sacral kings of Wessex and the Gaelic overlords of Inishowen (Ó Dochartaigh) to the laboring and middle classes of industrial Buffalo and the Kansas prairie.
One result that continues to stand out: medieval Gaelic genealogists tracing the Ó Dochartaigh line from Niall of the Nine Hostages were recording biological descent with considerable accuracy. The R-M222 haplogroup supplies genetic corroboration roughly 1,700 years later, concentrated in the same northwest Irish heartland the historical sources describe.
Downward mobility treated as structural (partible inheritance, demographic surplus, religious dissent) rather than decline, with a side-by-side comparison of two lines descending from Ethelred II.
Happy to discuss the method, the genetics, or the broader argument.
#Genealogy #RM222 #IrishHistory #Prosopography
GOD is not the author of confusion.
xitter.cf/BWDaugherty/status/194…
The whole point of science, mathematics, and the fields of research is to heighten human understanding of nature. There's no progress without an increase in human understanding.
Also, AIs--gotta love em--aren't motivated to find the truth. (Why would they be?) They are motivated to convince you of the easiest to produce B.S. so you keep subscribing. Even the best AIs will produce sheer nonsense to keep you entertained.
If you can't comprehend it with your rational brain, dare I say, it's just religion. "The answer is 42"
We just crossed a line that used to look impossible.
Independently checkable certificates for DC Optimal Transmission Switching, now running on every network in PGLib, up to 78,478 buses and 126,015 lines, on a single laptop.
DC-OTS is a classic NP-hard mixed-integer problem. For years the field has lived with floating-point solver output that is difficult to audit independently. Today we are releasing certificates that let anyone re-verify feasible upper bounds and globally valid lower bounds in exact rational arithmetic without trusting the machine that produced them.
What changed: → A new residual-bounded witness rule that keeps certificates linear in network size (no more quadratic angle blow-up) → Exact-rational replay of objective intervals across the full PGLib-OPF suite → Lean 4 proofs of interval soundness and the residual-witness theorem → On the IEEE 118-bus system, a previous 0.39 % gap reduced to an absolute gap below 10⁻⁹
The largest certificates still use economic-dispatch lower bounds, so they prove verification scale rather than tight optimality. That distinction is deliberate. The infrastructure to check 78 k-bus claims on commodity hardware is now real.
The producer remains proprietary. The certificates, verifier, residual-witness checker, conversion tools, and Lean development are released so the results can be examined and replayed by anyone.
This is for everyone working on transmission topology, Grid-Enhancing Technologies, large-scale MIP, or formal verification of optimization claims.
Paper + full verification bundle:
doi.org/10.5281/zenodo.23552…
@SPPorg @MISOenergy @pjminterconnect @CaliforniaISO @ERCOT_ISO @FERC
@NewGrid @IEEE_PES @ENERGY
Researchers & practitioners in topology optimization, certified optimization, and Lean: would value your eyes on this.
#PowerSystems #OptimalTransmissionSwitching #GETS #MIP #FormalVerification #Lean4 #ExactArithmetic #PGLib #GridEnhancingTechnologies
.@SmartLedgerTech is the goat.
Blockchain provides a breakthrough with real time exchange of intelligence.
youtu.be/jK8AlTO76hE?si=EDow…
Just put up a Lean 4 formalization of Dusart’s bound on the sum of 1/p. The kernel checks pretty much the whole argument and reduces it to one published Chebyshev estimate. Includes the certificates, generators, and a full replay:
zenodo.org/records/23479494
💊 Pharmaceutical Discovery:
Massive Scale: 23.4 million verified molecular binding predictions generated in just 10 days.
VAULT-Tier Assets: 680 elite pharmaceutical compounds featuring perfect binding scores and proven drug-safe (GREEN) profiles.
Validated Accuracy: The model independently successfully recovered known drugs like Aspirin, Ibuprofen, and Estradiol in its highest-confidence tier.
🔋 Industrial Materials:
Deep Screening: Nearly 2.2 million industrial material candidates screened.
Investment-Grade Materials: 12 "INVESTMENT_GRADE" materials ready for commercial partnerships, including next-gen solid-state battery electrolytes, high-entropy aerospace alloys, and wide-bandgap semiconductors.
🛡️ Ironclad IP & Provenance:
Patent Portfolio: We have identified 62 patentable inventions with an estimated IP portfolio value between $40 million and $125 million.
Zero-Disclosure Proof: 100% of our final materials and predictions are anchored on the blockchain, providing mathematically proven integrity and an unalterable IP provenance trail.
We are currently seeking strategic partnerships in pharma, aerospace, and advanced manufacturing to bring these discoveries to market.
Let's build the future together
Contact @SmartLedgerTech / @Sdot2121
2021: While most people still treated Bitcoin like “magic internet money,” Dr. Eva Porras and I published that the joint use of blockchain and AI would seed the next technological revolution.
We weren’t reacting to a trend.
We were mapping the collision before it happened.
Building that future at @SmartLedgerTech.
Chapter: intechopen.com/chapters/7590…
Well before AI and blockchain merged into today's narrative, we were already mapping out the exact point where these two transformative forces meet.
Back in 2021, I published a chapter with Dr. Eva Porras on @IntechOpen titled "Bitcoin and Ethics in a Technological Society."
Beyond looking at the cryptographic roots and socio-political origins of Bitcoin, a core premise of the work was recognizing that the joint convergence of blockchain and artificial intelligence would seed the next major technological revolution.
Fast forward to today: seeing that future early wasn't just an academic exercise it directly informs everything we build and deliver at @SmartLedgerTech w/@Codenlighten1 and @Sdot2121
Anticipating where technology, ethics, and infrastructure collide allows us to build real-world blockchain solutions that are forward-compatible, transparent, and ready for an AI-driven economy.
Check out the open-access chapter here: intechopen.com/chapters/7590…
Bryan Daugherty, CCI, CBI, SME retweeted
🎉 Another happy young collector graded their favorite #Pokemon card yesterday! Get your cards slabbed same-day onsite with #VerifiedGrades At #VaultedTradingCards in Tamworth Today! ⚡🔥
@SmartLedgerTech
@BWDaugherty
#VerifiedGrades #PokemonTCG #Reshiram #TheHobby












