{"ok":true,"site":{"host":"dogebi.github.io","url":"https://dogebi.github.io/dsv41-atlas/","type":"live","desc":"Offline Preact and WebGL2 architecture atlas for DeepSeek V4.1 Flash: causal encoder-decoder, CSA2, Engram, DSpark, native FP4 and supplied NVFP4 recipe, byte-proportional solids and local…","tools":[{"name":"get_model_overview","kind":"answer","impl":"imperative","description":"Return this atlas model's headline facts: model_type, architectures, dtype, total parameter count, per-precision totals (native/nvfp4/bf16), layer count and category summary. Use this first to understand what model is on the page.","annotations":{"readOnlyHint":true},"inputSchema":{"type":"object","properties":{},"additionalProperties":false},"hasHandler":true,"hasExecute":true,"__source":"spec","executable":true,"handlerField":"execute","page":"/dsv41-atlas/"},{"name":"list_categories","kind":"answer","impl":"imperative","description":"List the atlas tensor categories (e.g. routed experts, attention, vision) with their tensor counts and total parameter counts, so an agent can decide where to look.","annotations":{"readOnlyHint":true},"inputSchema":{"type":"object","properties":{},"additionalProperties":false},"hasHandler":true,"hasExecute":true,"__source":"spec","executable":true,"handlerField":"execute","page":"/dsv41-atlas/"},{"name":"search_tensors","kind":"answer","impl":"imperative","description":"Search weight tensors by name substring, category, or storage format (e.g. \"experts.w1\", cat \"attention\", format \"fp4\"). Returns matching tensor names with shapes, formats, parameter counts and the module/layer they belong to.","annotations":{"readOnlyHint":true},"inputSchema":{"type":"object","properties":{"query":{"type":"string","description":"Substring to match against the tensor name (case-insensitive). Leave empty to match all."},"category":{"type":"string","description":"Exact category key, e.g. routed, attention, vision, engram, shared, vocab, dspark, other."},"format":{"type":"string","description":"Storage format, e.g. fp4, fp8, bf16."},"module":{"type":"string","description":"Restrict to one module id, e.g. embed or L0."},"limit":{"type":"integer","description":"Max rows to return (default 20, max 200)."}},"additionalProperties":false},"hasHandler":true,"hasExecute":true,"__source":"spec","executable":true,"handlerField":"execute","page":"/dsv41-atlas/"},{"name":"get_tensor_detail","kind":"answer","impl":"imperative","description":"Fetch the full record for one tensor by exact name (as returned by search_tensors), including its shape, storage format, parameter count, and the explanatory note the atlas shows in its inspector panel.","annotations":{"readOnlyHint":true},"inputSchema":{"type":"object","properties":{"name":{"type":"string","description":"Exact tensor name, e.g. \"ffn.experts.w1.weight\"."}},"required":["name"],"additionalProperties":false},"hasHandler":true,"hasExecute":true,"__source":"spec","executable":true,"handlerField":"execute","page":"/dsv41-atlas/"},{"name":"focus_tensor","kind":"act","impl":"imperative","description":"Navigate the atlas to a tensor so the user sees it highlighted in the 3D view and the inspector panel (uses the page's own selection logic). Use after search_tensors/get_tensor_detail. Returns the resulting view state.","annotations":{"readOnlyHint":false,"consequentialHint":false},"inputSchema":{"type":"object","properties":{"name":{"type":"string","description":"Tensor name to focus, e.g. \"ffn.experts.w1.weight\"."},"module":{"type":"string","description":"Optional module id to disambiguate (e.g. L0)."}},"required":["name"],"additionalProperties":false},"hasHandler":true,"hasExecute":true,"__source":"spec","executable":true,"handlerField":"execute","page":"/dsv41-atlas/"},{"name":"get_view_state","kind":"answer","impl":"imperative","description":"Report what the user is currently looking at in the atlas: view mode, precision, layout, selected module/tensor, filter, and animation state. Use it to answer \"what am I looking at\" or to stay in sync with the user.","annotations":{"readOnlyHint":true},"inputSchema":{"type":"object","properties":{},"additionalProperties":false},"hasHandler":true,"hasExecute":true,"__source":"spec","executable":true,"handlerField":"execute","page":"/dsv41-atlas/"},{"name":"list_benchmarks","kind":"answer","impl":"imperative","description":"List every reported evaluation on this atlas model card (reasoning, agentic, visual) with each model's score and rank, so an agent can choose a benchmark to compare. Use compare_models for a focused head-to-head.","annotations":{"readOnlyHint":true},"inputSchema":{"type":"object","properties":{"category":{"type":"string","description":"Optional filter: Reasoning, Agentic or Visual."}},"additionalProperties":false},"hasHandler":true,"hasExecute":true,"__source":"spec","executable":true,"handlerField":"execute","page":"/dsv41-atlas/"},{"name":"compare_models","kind":"act","impl":"imperative","description":"Compare models on one reported benchmark of this model card. Give a benchmark name (e.g. \"DeepSWE v1.1\") and optionally the models to compare (e.g. [\"DS V4.1 Flash (this atlas)\", \"GLM-5.3\"]); returns each score with rank and delta vs the best reported score, plus the metric caveat.","annotations":{"readOnlyHint":true},"inputSchema":{"type":"object","properties":{"benchmark":{"type":"string","description":"Benchmark name from list_benchmarks, e.g. \"DeepSWE v1.1\" (partial match allowed)."},"models":{"type":"array","items":{"type":"string"},"description":"Optional subset of models to focus the comparison on (partial names allowed)."}},"required":["benchmark"],"additionalProperties":false},"hasHandler":true,"hasExecute":true,"__source":"spec","executable":true,"handlerField":"execute","page":"/dsv41-atlas/"}],"category":"AI & Agents","apiSurface":"spec","toolCount":8}}