Hydra, a local vs TeXposit

Route to a target confidence of correctness, not just the cheapest model. Hydra samples models adaptively (SPRT), cuts AI API costs 70-85% along the way, and keeps...

Transparent, Human-First, AI-Assisted Writing in Academia. TeXposit is the modern collaborative LaTeX, Markdown and LaTeX+Markdown Hybrid editor. TeXposit features an...

About Hydra, a local

Route to a target confidence of correctness, not just the cheapest model. Hydra samples models adaptively (SPRT), cuts AI API costs 70-85% along the way, and keeps sensitive data local. Hydra rides the cost/quality Pareto frontier, stops sampling the instant confidence clears the bar, and reads the code graph to know when a change is dangerous. A hub file with many transitive dependents is cascade-capable, so it demands more confidence. Every access an agent makes is recorded in a local, hash-chained ledger.

About TeXposit

Transparent, Human-First, AI-Assisted Writing in Academia. TeXposit is the modern collaborative LaTeX, Markdown and LaTeX+Markdown Hybrid editor. TeXposit features an advanced AI writing assistant, built-in reference management, live collaboration features, built-in provenance and more. A real LaTeX engine runs client-side and recompiles as you type. The last good render stays on screen while the next one builds. Connect Ollama to use models running on your own machine directly. Share a tamper-proof report showing who wrote what and how much was AI-assisted.