Lattice Graph × Nth Cycle

Lattice Graph is a computational materials-discovery platform built around a governed knowledge graph that spans millions of compositions, linking each material from atomic structure through measured property to synthesis recipe to patent claim. For a company like Nth Cycle, whose core challenge is deciding which chemistries to trust at the bench before committing capital to a flowsheet change, that provenance chain is the operative differentiator: rather than relying on a single simulation or a literature claim, every candidate recovery chemistry passes through independent validation from multiple physics engines — machine-learning interatomic potentials including MACE and CHGNet alongside density functional theory — and a property claim only graduates when those engines reach consensus on phonon stability, thermodynamic stability, and structural integrity. That multi-engine consensus is what separates a publishable prediction from a commercially actionable one. The platform's second layer is intellectual-property intelligence at a scale that materials chemists rarely have access to. Lattice Graph screens every candidate chemistry and process route against a corpus of more than 300,000 materials patents, mapping both freedom to operate and inventable whitespace before a discovery is disclosed internally, let alone filed. For Nth Cycle — a company building real on-site units and needing to defend each new recovery route as competitors crowd the same feedstock types — knowing where you can build and where you will be challenged is not a legal nicety; it is part of the engineering decision. Alongside that patent layer sits Lattice Graph's atlas of labeled negative results: failed experiments drawn from internal work and sources absent from the public literature, so the dead ends that have already been walked are pre-screened rather than rediscovered at bench cost. The combination — multi-engine validated materials, patent whitespace mapped at scale, and a negative-results moat that filters out known dead ends — means Nth Cycle's R&D and process teams can compress the cycle from a new feed type or contamination challenge to a defensible, buildable chemistry by months. The knowledge graph's waste-to-product conversion routes, element-level supply risk scoring, and deposit-level feed sourcing data give that chemistry work a commercial frame from the first query, so every computational experiment is anchored to a real site, a real netback, and a real provenance story.

Nth Cycle and Lattice Graph are not analogous businesses — they are operating at two layers of the same stack. Nth Cycle's Oyster system is a modular, on-site electro-extraction unit that turns battery scrap, black mass, and other waste streams into mixed hydroxide product and refined metals. The central commercial question it faces at every new site is a materials and conversion question: which recovery chemistries can tolerate the actual impurity profile of the feed, what byproducts can be captured rather than rejected, and what downstream products can the recovered intermediates support. Lattice Graph's Supply and Conversion-Routes intelligence is the computational twin of that exact flowsheet question — mapping waste-to-product pathways, surfacing captivity pairs between valuable metals and their host streams, and quantifying element-level supply risk for every metal on the route. The strategic fit sharpens when you consider what Nth Cycle's competitive position actually depends on. It is not primarily the Oyster hardware — modular electrochemical units are reproducible. The durable advantage is knowing which feeds to accept, which impurities to immobilize or recover rather than reject, and which downstream products can be qualified from the intermediates produced. Those are chemistry and materials-intelligence decisions. Lattice Graph's matched portfolio in critical-mineral recovery and recycling separations maps directly onto the recover, refine, and sell motions Nth Cycle is executing: sorbent platforms that widen feedstock acceptance windows, battery-recycling chemistries that run on the same black-mass feed as Oyster, and cobalt-free cathode platforms that give the nickel and MHP Nth Cycle produces a high-value downstream destination. The timing dimension is external policy, not just market dynamics. Export controls on germanium and gallium, cobalt supply pressure, and converging EU and US recycled-content and provenance rules are reshaping which recovery routes are economically and regulatorily viable within a specific window. Nth Cycle is deploying units into that window now. Having the computational conversion-route intelligence and a portfolio of freedom-to-operate-cleared recovery chemistries in place before competitors establish the same positions is the kind of advantage that erodes quickly once others file.

Nth Cycle and Lattice Graph are not analogous businesses — they are operating at two layers of the same stack. Nth Cycle's Oyster system is a modular, on-site electro-extraction unit that turns battery scrap, black mass, and other waste streams into mixed hydroxide product and refined metals. The central commercial question it faces at every new site is a materials and conversion question: which recovery chemistries can tolerate the actual impurity profile of the feed, what byproducts can be captured rather than rejected, and what downstream products can the recovered intermediates support. Lattice Graph's Supply and Conversion-Routes intelligence is the computational twin of that exact flowsheet question — mapping waste-to-product pathways, surfacing captivity pairs between valuable metals and their host streams, and quantifying element-level supply risk for every metal on the route. The strategic fit sharpens when you consider what Nth Cycle's competitive position actually depends on. It is not primarily the Oyster hardware — modular electrochemical units are reproducible. The durable advantage is knowing which feeds to accept, which impurities to immobilize or recover rather than reject, and which downstream products can be qualified from the intermediates produced. Those are chemistry and materials-intelligence decisions. Lattice Graph's matched portfolio in critical-mineral recovery and recycling separations maps directly onto the recover, refine, and sell motions Nth Cycle is executing: sorbent platforms that widen feedstock acceptance windows, battery-recycling chemistries that run on the same black-mass feed as Oyster, and cobalt-free cathode platforms that give the nickel and MHP Nth Cycle produces a high-value downstream destination. The timing dimension is external policy, not just market dynamics. Export controls on germanium and gallium, cobalt supply pressure, and converging EU and US recycled-content and provenance rules are reshaping which recovery routes are economically and regulatorily viable within a specific window. Nth Cycle is deploying units into that window now. Having the computational conversion-route intelligence and a portfolio of freedom-to-operate-cleared recovery chemistries in place before competitors establish the same positions is the kind of advantage that erodes quickly once others file.

The critical-mineral recovery and recycling separations portfolio is not a tangentially related asset collection — it is the chemistry layer of the recover-refine-sell business Nth Cycle is building. The portfolio's system-level anchor is an integrated flowsheet platform that claims feed-to-product configurations spanning a germanium-antimony-gallium recovery cascade, a magnet-recycling separation train, a battery-recycling closed loop, and downstream product specifications, all as an ordered system rather than isolated point inventions. That is the same IP shape as Nth Cycle's own value proposition — an integrated on-site recovery-to-MHP-to-product chain — and its freedom-to-operate position is clean precisely because the novelty rests in the ordered cross-process configuration rather than any single component. For Nth Cycle, it provides both defensive coverage of the integrated-flowsheet posture and a credibility anchor in offtake and site-financing conversations. The recovery and refining motion maps to three complementary assets. The chloride-free deep-eutectic-solvent battery-recycling process recovers lithium first, then nickel, cobalt, and manganese in sequence from cathode black mass using a zwitterionic solvent system that eliminates chloride corrosion and aligns with EU recycled-content thresholds — a directly complementary lane to Oyster on the same black-mass feedstock. The universal chelating-resin platform, built on a single crosslinked support with interchangeable binding groups, selectively recovers germanium, antimony, tin, vanadium, molybdenum, tungsten, and six other critical oxocations from zinc, copper, and Bayer streams; for Nth Cycle, this is the impurity-control and byproduct-recovery layer that converts feed variability from a risk into a recoverable revenue surface. The sterically hindered catecholate resin for germanium recovery goes further still, achieving germanium-to-zinc separation factors of 500 to 5,000 at pH one to three, enabling germanium extraction from acidic residue streams that would otherwise report to waste — a high-value bolt-on for any site handling zinc-bearing or mixed-metal scrap. The sell motion closes the loop with a cobalt-free, nickel-rich cathode platform covering three independently licensable active-material chemistries — a layered NMA oxide, an iron-manganese phosphate, and a lithium-manganese silicate — each delivering above 180 milliamp-hours per gram of capacity without primary cobalt. Nth Cycle produces nickel and MHP; this is the downstream value-capture asset that lets them reason toward a cathode product made from their own recovered material, raising per-site netback and giving cell-maker customers a recycled-content, cobalt-light story that tracks directly onto the regulatory tailwinds Nth Cycle's recycling business already rides.

The platform surfaces Nth Cycle teams use most are the conversion-routes modeling view, the knowledge-graph explorer, and the patent-screening and freedom-to-operate dashboard. A process engineer starting a new site evaluation would open the conversion-routes view to model a candidate feed — black mass, mixed scrap, acidic refinery residue — into its recoverable metals and byproducts, overlay element-level supply risk and captivity pairs to rank which byproducts justify additional recovery steps, and pull deposit and critical-minerals data to anchor the feed story for a specific geography or offtake negotiation. The knowledge-graph explorer then lets them trace a recovered intermediate — say, a gallium eluate — through structure, property, patent, and synthesis recipe toward a spec-qualified downstream product, with provenance and trust-disagreement flags visible at every hop so they know which property claims are corroborated by multiple sources and which rest on a single data point. For IP and process work, the remediation and sorbent-destruction views support flowsheet de-risking in real time: engineers can query where a given process configuration binds under a particular impurity profile, what immobilization or treatment routes exist, and how to handle spent sorbent media at end of life. Batch composition-screening reports let the team evaluate many candidate recovery chemistries — or cobalt-free downstream active materials — in parallel rather than sequentially at the bench. The patent-whitespace and freedom-to-operate screening runs against the full materials patent corpus, so Nth Cycle can confirm a clear IP path on a new recovery route before committing capital, and the invention and opportunity hunt engine surfaces the highest-value recovery and conversion targets to pursue next, ranked by the same multi-engine validation and commercial framing that underpins the asset portfolio.

The natural structure for an Nth Cycle engagement is two parallel tracks that can begin together or sequence quickly. The first is a data and intelligence subscription covering the Supply and Conversion-Routes, Remediation and Sorbent-Destruction, and Mineral-Deposit and Critical-Minerals products plus knowledge-graph access. This functions as the always-on digital twin for flowsheet modeling, feed sourcing, supply-risk underwriting, and process de-risking across sites — a recurring license that pays for itself against the cost of a single misdirected site evaluation or an undetected IP conflict. A practical entry point is a scoped pilot on one feed type and one site model, run against Nth Cycle's own process data to validate the twin before committing to a broader subscription. The second track is asset access to the critical-mineral recovery and recycling separations portfolio. Given that Nth Cycle is an operating company rather than a pure IP holder, the most productive structure is license or co-development on the two or three recovery chemistries that most directly move netback — the deep-eutectic-solvent battery-recycling process, the universal oxocation resin, and the catecholate germanium sorbent are the natural candidates — with a forward-looking license or co-development option on the cobalt-free cathode platform and the integrated flowsheet system claims for downstream value capture and defensive coverage. The portfolio's total addressable market framing runs from 500 million to five billion dollars across the matched assets; specific commercial terms would be set in a separate negotiation rather than drawn from those bands, but the bands give both sides a shared frame for prioritizing which assets to engage on first.