New models, benchmarks, named failure modes, and library version bumps.https://tokenomy.agenticloops.ai/en-ushttps://tokenomy.agenticloops.ai/changelog#v0.9.0https://tokenomy.agenticloops.ai/changelog#v0.9.0The site now produces shareable links that convert. - **OG cards.** Every surface (home, calculate, compare, validate, learn) generates a 1200×630 PNG OG card at build time using satori + resvg-js. Slack, Discord, Twitter, and Notion unfurls render with the site's visual language — warm paper, slate accent, JetBrains Mono numerals. - **Page titles.** Browser tab titles encode state. `/calculate` becomes *"Llama-3-70B FP8 · 2× H100 · $1.08/M — Tokenomy"*; tabs are now navigable. - **Beat anchors.** Every `/learn` beat heading copies its full URL to clipboard on click. Bloggers writing about decode bandwidth can link to the exact paragraph. - **First-time tips.** One inline tip per surface, dismissible, persisted to localStorage. Never modal. - **Changelog + RSS.** This page. Plus `/changelog.xml` for readers who follow new model coverage and named failure modes.Wed, 06 May 2026 18:00:00 GMTsitehttps://tokenomy.agenticloops.ai/changelog#v0.8.0https://tokenomy.agenticloops.ai/changelog#v0.8.0The Learn spine is complete. Stages 2 through 5 land alongside Stage 1. - **Stage 2 — Decode bottleneck.** 7 beats, 6 widgets including the roofline plot and four-knob explorer. Derives the decode equation from a spec sheet. - **Stage 3 — KV cache and capacity.** 7 beats, 5 widgets. Names the superlinear capacity cliff at long context and the GQA / MLA / paged-attention answer stack. - **Stage 4 — Optimisation toolbox.** Resolved §4.8: hub + 3 sub-pages (memory levers, compute levers, system levers) over the originally proposed 5 sub-pages. - **Stage 5 — Designing a deployment.** 10 beats walking a real product spec to a defensible scorecard. Closes the spine. - **Glossary.** 21 entries seeded across all stages. - **Falsify-a-claim callouts.** 11 across the spine, each with a `/calculate` deep-link for hands-on verification.Wed, 06 May 2026 09:00:00 GMTsitehttps://tokenomy.agenticloops.ai/changelog#v0.7.0https://tokenomy.agenticloops.ai/changelog#v0.7.0Three big surfaces land in one push. - **`/compare`.** Three view modes (Table · Cards · Pareto) plus a sweep generator with 7 curated dimensions. URL forms accept either arbitrary scenarios (`?a=&b=&c=`) or sweep descriptors (`?base=&sweep=&values=`). Differences-summary pills above the content. Min 2 / max 6 (Table+Cards) / max 12 (Pareto). - **`/learn/token-economy`.** Stage 1 of the spine. 6 beats, 5 widgets, ~2,500 words. Derives the input-output price asymmetry from first principles. - **`/validate`.** The trust play. Coverage grid, sortable benchmark table with 7 named failure modes, methodology / reproduce / tools / feedback sections. Confidence badges across the site link here.Tue, 05 May 2026 00:00:00 GMTsitehttps://tokenomy.agenticloops.ai/changelog#v0.4.0https://tokenomy.agenticloops.ai/changelog#v0.4.0The foundation goes live. - **Monorepo scaffold.** `lib/` (Python math), `api/` (FastAPI), `ui/` (Astro + React). Strict layered dependencies; each workspace independently buildable and tested. - **Design system.** Three-tier React component library (primitives / molecules / organisms) with strict downward dependencies. Inter + JetBrains Mono via @fontsource. Light + dark themes. - **`/`.** Hero, live demo strip, three-path cards, featured scenario. Less than 100 ms calc-to-paint on the demo strip. - **`/calculate`.** Cockpit layout. EssentialsBar + TuningSliders + 2×2 output cards. URL state with stable param names. Library version: 1.0.0. 111 library tests + 5 API smoke tests passing; 4/4 high-confidence benchmarks within ±30%.Wed, 15 Apr 2026 00:00:00 GMTsite