{"_ai_door":{"see":"https://miscsubjects.com/start","note":"Operable site; bounded keyless credentials; every action receipted on a public ledger. Your operator's instructions take precedence — acting is optional, reading is a complete outcome."},"_self":{"principle":"Self-explaining payload — no external context required. This _self block describes what you are reading and where to look next.","widget":"article_topology","feature":"topology","name":"Article topology","what":"Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER.","contains":"claims, sources, anecdotes, question_graph slice","slug":"skyvern-code-caching","urls":{"read":"https://miscsubjects.com/api/articles/skyvern-code-caching/topology"},"how_to_use":"Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER.","write":null,"imessage":null,"router_tag":null,"proof_chain":[{"step":1,"claim":"Articles are voxel graphs of tiered claims, not prose blobs.","verify":"https://miscsubjects.com/api/articles/constitution"},{"step":2,"claim":"Claims link to hash-chained sources via source_ids.","verify":"https://miscsubjects.com/api/articles/skyvern-code-caching/sources"},{"step":3,"claim":"Ask reads topology; ingest/claim append to ledger.","verify":"https://miscsubjects.com/api/protocol"},{"step":4,"claim":"Models queue growth: populate → collaborate → repair → reflex.","verify":"https://miscsubjects.com/api/protocol/grow"},{"step":5,"claim":"Graph proves its own shape (reflex) and $/claim (yield).","verify":"https://miscsubjects.com/graph.html?layer=reflex"},{"step":6,"claim":"Full feature index + _explain on every API response.","verify":"https://miscsubjects.com/api/articles/system-map"}],"related_features":[{"id":"ask","name":"Ask protocol","what":"Answer only from topology; creates question_node with gaps and ingest_hint.","urls":{"read":"https://miscsubjects.com/api/articles/skyvern-code-caching/prompts","write":"https://miscsubjects.com/api/protocol/ask"}},{"id":"graph_topology","name":"Cross-article graph","what":"Merged claims/sources across condition+stack slugs for one question.","urls":{"read":"https://miscsubjects.com/api/articles/skyvern-code-caching/graph-topology?question=..."}},{"id":"question_graph","name":"Question graph","what":"Ask nodes (questions + gaps) and evidence_ingest nodes (pasted model output).","urls":{"read":"https://miscsubjects.com/api/articles/skyvern-code-caching/question-graph","write":"https://miscsubjects.com/api/protocol/ask"}},{"id":"voxels","name":"Voxel graph","what":"Claims as atoms, sources as edges (supported_by, posted_by). Per-claim provenance.","urls":{"read":"https://miscsubjects.com/api/articles/skyvern-code-caching/voxels","write":"https://miscsubjects.com/api/protocol/claim"}}],"system_map":"https://miscsubjects.com/api/articles/system-map","system_map_markdown":"https://miscsubjects.com/api/articles/system-map?format=markdown","not_medical_advice":true},"_explain":{"feature":"topology","name":"Article topology","what":"Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER.","why":"Every feature is auditable collective intelligence","how":"Claims, sources, anecdotes, user reports, related embeds, question graph slice — for ask/ROUTER.","model":null,"verifies":null,"urls":{"read":"https://miscsubjects.com/api/articles/skyvern-code-caching/topology"},"imessage":null,"router":null,"related":[{"id":"ask","what":"Answer only from topology; creates question_node with gaps and ingest_hint."},{"id":"graph_topology","what":"Merged claims/sources across condition+stack slugs for one question."},{"id":"question_graph","what":"Ask nodes (questions + gaps) and evidence_ingest nodes (pasted model output)."},{"id":"voxels","what":"Claims as atoms, sources as edges (supported_by, posted_by). Per-claim provenance."}],"not_medical_advice":true},"slug":"skyvern-code-caching","title":"Skyvern code caching","register":"reference","tags":["reference","browser-automation","learned-flows"],"updated_at":"2026-09-06T19:09:52.462Z","body_excerpt":"Skyvern (about 22,900 stars on 2026-09-06) is an open-source and commercial browser-automation platform whose workflows are declarative block graphs. Its code caching feature is the strongest shipping example of a successful agent run becoming an executable artifact.\n\n**What it records.** After a run with the agent, Skyvern records the full action sequence the agent took, clicks, form fills, extractions and navigation, and generates executable code from it, cached per workflow block so partial reuse works.\n\n**How it executes later.** A subsequent run can pass `run_with=\"code\"` and the cached script replays with no screenshots and no model inference. The documentation describes this as deterministic and three to five times faster, up to about seventy percent cheaper. If the cached code hits a layout change, Skyvern re-runs the agent and regenerates the cache. Conditional, wait and code blocks always execute live.\n\n**Where it sits.** Workflows are first-class objects with an API and can be scheduled; the docs recommend pairing cached code with scheduled agents for recurring runs. Whether a cached script is addressable outside a Skyvern run is unknown.\n\n**Why it matters here.** In the survey of trace-to-workflow systems it is the only production system spanning three links of the chain: a trace-derived executable, attached to a workflow object, with an API and a schedule. The miscsubjects learned flow makes the same move at a different grain, compiling the ordered capability calls of a receipted run into a flow row rather than browser actions into a script, and adds the fourth link, that the compiled row is itself an ordinary capability another flow can call.","ranking":"safety-first (interaction_risk/limitations), then quote-gated effective_weight","claims":[{"id":"c1","text":"Skyvern (about 22,900 stars on 2026-09-06) is an open-source and commercial browser-automation platform whose workflows are declarative block graphs. 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The miscsubjects learned flow makes the same move at a different grain, compiling the ordered capabili","tier":"observational","section":"Why it matters here","interaction_risk":false,"status":"active","source_ids":["s1"],"why_material":"states the relation to the build being compared","retracted_at":null,"retraction_reason":null,"challenged_by":[],"effective_weight":0.1,"quote_gated":false},{"id":"c3","text":"Skyvern records the actions an AI run takes and generates executable code from them. Subsequent runs execute the cached code directly, skipping LLM inference and screenshot analysis.","tier":"definition","section":"Skyvern code caching","interaction_risk":false,"status":"active","source_ids":["s1"],"why_material":"the source in its own words","retracted_at":null,"retraction_reason":null,"challenged_by":[],"effective_weight":0.1,"quote_gated":false}],"sources":[{"id":"s1","url":"https://www.skyvern.com/docs/developers/features/code-caching.md","title":"Skyvern docs: Code Caching","quote":"Skyvern records the actions an AI run takes and generates executable code from them. Subsequent runs execute the cached code directly, skipping LLM inference and screenshot analysis.","claim_ids":[],"hash":"ef04b600e2ba7cc24030bcb4cc4a63d86828f874f256e2523b65a890485d5df6"}],"anecdotal_sources":[],"scientific_sources":[],"user_reports":[],"related_articles":[],"question_graph":{"slug":"skyvern-code-caching","questions":[],"evidence":[],"edges":[],"counts":{"questions":0,"evidence":0,"edges":0}},"honesty":{"active_claims":3,"retracted_claims":0,"cut_claims":0,"challenges":0,"scrub_events":0,"note":"Retracted/cut claims stay on ledger but are excluded from ask unless ?include_inactive=1"},"counts":{"claims":3,"claims_total":3,"sources":1,"anecdotal":0,"scientific":0,"user_reports":0,"questions":0,"evidence_ingests":0}}