https://evolrix.bio/research/ Recent research from the Evolrix AI team — deterministic designs, cited evidence, auditable dossiers for Pichia biomanufacturing. en Sat, 09 Aug 2026 00:00:00 +0800 https://evolrix.bio/research/dossier-anatomy/ https://evolrix.bio/research/dossier-anatomy/ A real Kairos v0.5 dossier, panel by panel: cited evidence you can open, twelve Pareto-ranked synonymous CDS candidates, an in-silico structure check, and a claim-by-claim audit with PASS / WARN / FAIL verdicts. Sun, 26 Jul 2026 00:00:00 +0800 https://evolrix.bio/research/thermodynamic-limit/ https://evolrix.bio/research/thermodynamic-limit/ Every gram of product a cell makes is paid for in dissipated Gibbs energy. A review of fifty years of bioenergetics: energy budgets, dissipation limits, rate-yield tradeoffs, carbon ceilings — and the engineering routes toward the floor. Sat, 25 Jul 2026 00:00:00 +0800 https://evolrix.bio/research/kairos-reviewer-layer/ https://evolrix.bio/research/kairos-reviewer-layer/ Kairos v0.4's research assistant now automatically verifies that every citation it makes actually exists in the retrieved evidence, stamping a traceable review verdict. A step from 'copilot that gives advice' to 'auditable research workbench'. Thu, 09 Jul 2026 00:00:00 +0800