A framework for building large-scale, deterministic, interactive workflows with a fault-tolerant, conversational UX
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Skill Claude CodeCodex
Build a two-tier conversation benchmark for a fastWorkflow workflow: short single-errand conversations that act as unit tests and reusable blocks, then long real-world tasks of 20-100 steps composed from those blocks. Covers turn and conversation structure, seeding objects with enough structure to sustain a chain…
Skill Claude CodeCodex
Diagnose fastWorkflow failures from runchatbot traces and human comments, locate the correct evidence store, and trace wrong routing, extraction, planning, execution or answers to a concrete workflow fix. Use when a conversation behaves incorrectly or review feedback needs a trace-supported diagnosis. Read recorded…
Skill Claude CodeCodex
Declare availablefrom producer hints on fastWorkflow command parameters so the planner can chain commands into a working sequence and so a missing parameter tells the caller which command supplies it. Covers the hint format, how the planner and the missing-parameter message consume it, choosing a producer the caller…
Skill Claude CodeCodex
Design and tune the context inheritance (base) and context hierarchy (parent) models of a fastWorkflow command tree so intent routing stays accurate as the tree grows and a task takes the fewest commands. Covers deriving the containment graph from code, sizing base contexts to the parameter producers commands actually…
Skill Claude CodeCodex
Read and act on fastWorkflow's near-duplicate capability diagnostics — the pre-flight lexical separability scan and the post-training router-confusion scan — to decide whether two commands should be merged, re-seeded, or recorded as a deliberate near-duplicate. Covers what separability actually measures, the reporting…
Skill Claude CodeCodex
Read fastWorkflow's held-out routing and escalation evaluation honestly, and decide from it whether a change to a workflow's commands, seeds or context models actually helped. Covers why the training F1 measures memorisation, the whole-persona holdout and what it does and does not remove, which of the reported numbers…
Skill Claude CodeCodex
Integrate a fastWorkflow-based agentic chat agent into an existing application so users can execute the app's business logic and ask questions in natural language, with a popup chat UI that streams internal workflow/assistant conversations before the final answer. Use when a developer asks to add a chat agent…
Skill Claude CodeCodex
Implement dblookup on a fastWorkflow command parameter so a value the user typed is resolved against a live key set, typos are corrected automatically and near misses come back as "did you mean" suggestions instead of a not-found. Covers the field declaration, the Signature.dblookup contract, the three-stage fuzzy…
Skill Claude CodeCodex
Decide who writes a fastWorkflow's synthetic training utterances, by adding a personas.json that either supplies the personas outright or conditions the PersonaHub draw on the application's domain keywords. Covers the file schema and where it is discovered, choosing between the two modes, the persona id rules that…
Skill Claude CodeCodex
Run, interpret and recover a fastworkflow train run, given that training is cached, incremental and versioned: deterministic utterance and parameter-example caches, per-command fingerprints that decide which contexts retrain, and an atomically published artifact version with one previous recovery point. Covers what…
Skill Claude CodeCodex
Implement the Signature.validateextractedparameters hook on a fastWorkflow command so whole-call rules, cross-field constraints and context preconditions are checked and corrected before the command body runs, and so a bad call stays a conversation instead of becoming an exception. Covers the exact contract and where…
Skill Claude CodeCodex
Create and revise fastWorkflow benchmarks and their tasks through runchatbot or Python, register experiments pinned to a benchmark version, and hand those identities to a runner. Use when adding regression cases, authoring a workflow test corpus, or connecting a harness to the benchmark and experiment UI.
Skill Claude CodeCodex
Improve a fastWorkflow application using recorded traces, component-level human feedback, regression benchmarks and paired experiments. Use when asked to improve task completion, answer quality, latency, cost or repeated clarification, or to turn review comments into verified workflow changes. Diagnose a single…
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