radiantlogicinc

radiantlogicinc/fastworkflow

Settings file Claude Code

Agent settings configuring hooks.

radiantlogicinc/fastworkflow

Skill Claude CodeCodex

Load this skill when you need to understand or preserve fastWorkflow's load-bearing runtime design before changing core code: anything touching WorkflowExecutionContext, ChatSession, the CME/wildcard NLU pipeline, askuser suspension/resume, AskUserSuspend / CommandCancelledError, SessionStateStore…

radiantlogicinc/fastworkflow

Skill Claude CodeCodex

Load this skill when setting up the fastWorkflow dev environment from scratch or fixing a broken one: fresh clone, "which Python / poetry install / pip extras do I need", "tests are all skipping", "FileNotFoundError threshold.json", "make gen-env fails", "where do API keys go", "env/.env vs passwords/.env vs…

radiantlogicinc/fastworkflow

Skill Claude CodeCodex

Load this skill BEFORE making any change to the fastWorkflow repo that touches git, beads (bd), version numbers, tests, or documents in docs/. Triggers: "commit this", "push", "bump the version", "close the issue", "bd create/update/close", "delete this test", "clean up docs/", "should this get a design doc?", "is…

radiantlogicinc/fastworkflow

Skill Claude CodeCodex

Load this skill whenever you touch fastWorkflow configuration: any LLM / LITELLMAPIKEY / SPEEDDICTFOLDERNAME / INTENTDETECTION / SESSIONSTATE env var, the fastworkflow.env or fastworkflow.passwords.env files, a fastworkflow CLI subcommand or flag, LiteLLM proxy routing, or JWT server settings. Trigger symptoms: "env…

radiantlogicinc/fastworkflow

Skill Claude CodeCodex

Symptom-to-triage playbook for fastWorkflow runtime, build, and train failures. Load this when you see: the wrong command being matched, "threshold.json not found" / FileNotFoundError in commandinfo, the internal CME workflow retraining on every fastworkflow train, parameter extraction looping on NOTFOUND, the CLI…

radiantlogicinc/fastworkflow

Skill Claude CodeCodex

Load this skill when you need to MEASURE a fastWorkflow workflow instead of eyeballing it — inspect commandinfo trained artifacts, check whether cached command snapshots are stale (fingerprint FRESH/STALE), capture or read a turn's command traces / turn records from observability.sqlite3, smoke-test intent-classifier…

radiantlogicinc/fastworkflow

Skill Claude CodeCodex

Load when writing, editing, or citing any fastWorkflow documentation or public claim — README changes, design docs, articles, benchmark numbers, DOIs, "which doc is authoritative?", "can we say/publish X?", "the README/CLAUDE.md says...", starting a new design doc or design review, or handling the team-private docs in…

radiantlogicinc/fastworkflow

Skill Claude CodeCodex

Load this when you are about to investigate, revert, re-attempt, or "clean up" something in fastWorkflow and suspect a battle may already have been fought: symptoms like "this bug looks old", "why does this dead code / legacy file exist", "should we just delete X", "the revert didn't revert", "bd close didn't stick"…

radiantlogicinc/fastworkflow

Skill Claude CodeCodex

Load when tuning a workflow's intent-detection quality or judging whether one training change beat another — trigger phrases include "intent detection is weak", "should I add more utterances", "how many seed utterances per command", "did more seeds help", "training F1 is high but routing is bad", "what is…

radiantlogicinc/fastworkflow

Skill Claude CodeCodex

Domain reference for fastWorkflow's NLU stack AS IMPLEMENTED IN THIS REPO: two-tier TinyBERT/DistilBERT intent classifiers, confidence thresholds, synthetic utterance generation (litellm + PersonaHub), DSPy parameter extraction, runtime matching layers (fuzzy/embedding-cache/classifier), and per-role litellm model…

radiantlogicinc/fastworkflow

Skill Claude CodeCodex

Load when you are about to propose, run, review, accept, or retire a research idea or experiment in this repo — trigger phrases include "I have a hypothesis", "let's try adding X and see if the score improves", "the numbers went up so it works", "should we pin the simulator temperature", "write up this experiment"…

radiantlogicinc/fastworkflow

Skill Claude CodeCodex

Operate fastWorkflow at runtime: use when you need to run the CLI (examples/build/refine/ train/run/runfastapimcp), fetch or pick a bundled example workflow, do the quickstart, understand agent vs assistant vs "/" deterministic mode, identify or clean runtime artifacts (commandinfo, workflowcontexts, convoinfo…

radiantlogicinc/fastworkflow

Skill Claude CodeCodex

What counts as evidence in fastWorkflow: the real state of the 1803-test pytest suite, which tests skip/no-op and why, the golden test workflows and trained artifacts you must never destroy, how to add integration tests, and the acceptance bar before a release tag. Load this when you are about to run the test suite…

radiantlogicinc/fastworkflow

Cursor rule Cursor

Guidelines for creating and maintaining Cursor rules to ensure consistency and effectiveness.

radiantlogicinc/fastworkflow

Cursor rule Cursor

Cursor rule "dev_workflow" from radiantlogicinc/fastworkflow, covering task master development workflow, primary interaction: mcp server vs. cli, standard development workflow process, task complexity analysis and task breakdown process.

radiantlogicinc/fastworkflow

Cursor rule Cursor

description: Guidelines for continuously improving Cursor rules based on emerging code patterns and best practices. globs: / alwaysApply: true.

radiantlogicinc/fastworkflow

Cursor rule Cursor

Comprehensive reference for Taskmaster MCP tools and CLI commands.

radiantlogicinc/fastworkflow

Cursor rule Cursor

Cursor rule "testing_rules" from radiantlogicinc/fastworkflow, covering testing patterns for fastworkflow, mcp integration testing, test structure, testing best practices and ✅ do: use real test workflows.

radiantlogicinc/fastworkflow

Skill Claude CodeCodexCursor

Uses bd (beads) for issue tracking. Use when finding work, claiming or closing issues, syncing with git, or when the user mentions bd, beads, issues, or tasks.

radiantlogicinc/fastworkflow

Skill Claude CodeCodexCursor

Completes work sessions by running quality gates, syncing bd, pushing to remote, and handing off. Use when ending a work session, landing the plane, session completion, or when the user asks to wrap up or finish work.

radiantlogicinc/fastworkflow

Instructions file CodexOpenCode

Instructions for radiantlogicinc/fastworkflow, covering agent instructions, project overview, testing philosophy, never run two full suites at once and fastworkflow cli.

radiantlogicinc/fastworkflow

Instructions file

Instructions for radiantlogicinc/fastworkflow, a project described as: A framework for building large-scale, deterministic, interactive workflows with a fault-tolerant, conversational UX.

radiantlogicinc/fastworkflow

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…