This commit is contained in:
itsrubberduck
2025-10-12 15:42:18 +02:00
27 changed files with 3211 additions and 2501 deletions

View File

@@ -1,11 +1,13 @@
// communicationsEngine composable
import { ref, computed, readonly } from 'vue'
import { ref, computed, readonly, reactive } from 'vue'
import type {
RuntimeDecisionTree,
RuntimeDecisionSystem,
RuntimeDecisionState,
RuntimeDecisionAutoTransition,
DecisionNodeAutoTrigger,
} from '../types/decision'
import type { FlowActivationInstruction, FlowActivationMode, LLMDecisionTrace } from '../types/llm'
import { normalizeRadioPhrase } from './radioSpeech'
// --- DecisionTree runtime types ---
@@ -19,6 +21,7 @@ interface EngineFlags {
stack: string[]
off_schema_count: number
radio_checks_done: number
session_id: string
[key: string]: any
}
@@ -93,6 +96,19 @@ export interface EngineLog {
state: string
radioCheck?: boolean
offSchema?: boolean
flow?: string
}
interface FlowSnapshot {
tree: RuntimeDecisionTree
variables: Record<string, any>
flags: EngineFlags
telemetry: TelemetryState
currentStateId: string
communicationLog: EngineLog[]
autoHistory: Map<string, Set<string>>
flightContext: FlightContext
ready: boolean
}
type TelemetryState = {
@@ -106,11 +122,42 @@ type TelemetryState = {
[key: string]: number
}
function createSessionId(): string {
return `${Date.now().toString(36)}-${Math.random().toString(36).slice(2, 10)}`
}
export function normalizeATCText(text: string, context: Record<string, any>): string {
const rendered = renderTpl(text, context)
return normalizeRadioPhrase(rendered)
}
function createDefaultFlightContext(): FlightContext {
return {
callsign: '',
aircraft: 'A320',
dep: 'EDDF',
dest: 'EDDM',
stand: 'A12',
runway: '25R',
squawk: '1234',
atis_code: 'K',
sid: 'ANEKI7S',
transition: 'ANEKI',
flight_level: 'FL360',
atis_freq: '118.025',
ground_freq: '121.700',
tower_freq: '118.700',
departure_freq: '125.350',
approach_freq: '120.800',
handoff_freq: '121.800',
qnh_hpa: 1015,
taxi_route: 'A, V',
remarks: 'standard',
time_now: undefined,
phase: 'clearance',
}
}
function renderTpl(tpl: string, ctx: Record<string, any>): string {
return tpl.replace(/\{([\w.]+)\}/g, (_m, key) => {
const parts = key.split('.')
@@ -121,8 +168,17 @@ function renderTpl(tpl: string, ctx: Record<string, any>): string {
}
export default function useCommunicationsEngine() {
const runtimeSystem = ref<RuntimeDecisionSystem | null>(null)
const flowOrder = ref<string[]>([])
const activeFlowSlug = ref<string>('')
const sessionId = ref<string>('')
const flowStack = ref<string[]>([])
const tree = ref<RuntimeDecisionTree | null>(null)
const ready = ref(false)
const lastDecisionTrace = ref<LLMDecisionTrace | null>(null)
const flowSnapshots = reactive<Record<string, FlowSnapshot>>({})
const states = computed<Record<string, RuntimeDecisionState>>(() => tree.value?.states ?? {})
@@ -148,31 +204,8 @@ export default function useCommunicationsEngine() {
heading_deg: 0,
})
const autoExecutionHistory = new Map<string, Set<string>>()
// Flight context used for pm_alt.vue integration
const flightContext = ref<FlightContext>({
callsign: '',
aircraft: 'A320',
dep: 'EDDF',
dest: 'EDDM',
stand: 'A12',
runway: '25R',
squawk: '1234',
atis_code: 'K',
sid: 'ANEKI7S',
transition: 'ANEKI',
flight_level: 'FL360',
atis_freq: '118.025',
ground_freq: '121.700',
tower_freq: '118.700',
departure_freq: '125.350',
approach_freq: '120.800',
handoff_freq: '121.800',
qnh_hpa: 1015,
taxi_route: 'A, V',
phase: 'clearance'
})
const flightContext = ref<FlightContext>(createDefaultFlightContext())
const currentState = computed<RuntimeDecisionState & { id: string } | null>(() => {
const stateMap = states.value
@@ -183,6 +216,198 @@ export default function useCommunicationsEngine() {
return base ? { ...base, id } : null
})
function ensureSnapshot(slug: string): FlowSnapshot {
const snapshot = flowSnapshots[slug]
if (!snapshot) {
throw new Error(`Flow snapshot not loaded: ${slug}`)
}
return snapshot
}
function getActiveSnapshot(): FlowSnapshot | null {
if (!activeFlowSlug.value) return null
return flowSnapshots[activeFlowSlug.value] || null
}
function assignActiveVariables(next: Record<string, any>) {
variables.value = next
if (activeFlowSlug.value && flowSnapshots[activeFlowSlug.value]) {
flowSnapshots[activeFlowSlug.value].variables = next
}
}
function ensureSessionValue(raw?: string): string {
if (raw && typeof raw === 'string' && raw.trim().length) {
sessionId.value = raw.trim()
} else if (!sessionId.value) {
sessionId.value = createSessionId()
}
return sessionId.value
}
function assignActiveFlags(next: EngineFlags) {
const normalizedSession = ensureSessionValue(next?.session_id)
next.session_id = normalizedSession
flags.value = next
if (activeFlowSlug.value && flowSnapshots[activeFlowSlug.value]) {
flowSnapshots[activeFlowSlug.value].flags = next
}
}
function assignActiveTelemetry(next: TelemetryState) {
telemetry.value = next
if (activeFlowSlug.value && flowSnapshots[activeFlowSlug.value]) {
flowSnapshots[activeFlowSlug.value].telemetry = next
}
}
function assignCommunicationLog(next: EngineLog[]) {
communicationLog.value = next
if (activeFlowSlug.value && flowSnapshots[activeFlowSlug.value]) {
flowSnapshots[activeFlowSlug.value].communicationLog = next
}
}
function assignFlightContext(next: FlightContext) {
flightContext.value = next
if (activeFlowSlug.value && flowSnapshots[activeFlowSlug.value]) {
flowSnapshots[activeFlowSlug.value].flightContext = next
}
}
function setActiveStateId(stateId: string) {
currentStateId.value = stateId
if (activeFlowSlug.value && flowSnapshots[activeFlowSlug.value]) {
flowSnapshots[activeFlowSlug.value].currentStateId = stateId
}
}
function createSnapshotFromTree(treeData: RuntimeDecisionTree): FlowSnapshot {
const variables = { ...treeData.variables }
const baseFlags = (treeData.flags && typeof treeData.flags === 'object') ? { ...treeData.flags } : {}
const stack = Array.isArray((baseFlags as any).stack) ? [...(baseFlags as any).stack] : []
const flags: EngineFlags = {
in_air: Boolean((baseFlags as any).in_air),
emergency_active: Boolean((baseFlags as any).emergency_active),
current_unit: typeof (baseFlags as any).current_unit === 'string'
? (baseFlags as any).current_unit
: 'DEL',
stack,
off_schema_count: Number((baseFlags as any).off_schema_count) || 0,
radio_checks_done: Number((baseFlags as any).radio_checks_done) || 0,
session_id: '',
...(baseFlags as EngineFlags),
}
if (!Array.isArray(flags.stack)) {
flags.stack = []
}
if (typeof flags.session_id !== 'string') {
flags.session_id = ''
}
const telemetry: TelemetryState = {
altitude_ft: Number((baseFlags as any).altitude_ft) || 0,
speed_kts: Number((baseFlags as any).speed_kts) || 0,
groundspeed_kts: Number((baseFlags as any).groundspeed_kts) || 0,
vertical_speed_fpm: Number((baseFlags as any).vertical_speed_fpm) || 0,
latitude_deg: Number((baseFlags as any).latitude_deg) || 0,
longitude_deg: Number((baseFlags as any).longitude_deg) || 0,
heading_deg: Number((baseFlags as any).heading_deg) || 0,
}
const log: EngineLog[] = []
const snapshotContext = createDefaultFlightContext()
snapshotContext.phase = 'clearance'
const autoHistory = new Map<string, Set<string>>()
if (treeData.start_state) {
autoHistory.set(treeData.start_state, new Set())
}
return {
tree: treeData,
variables,
flags,
telemetry,
currentStateId: treeData.start_state,
communicationLog: log,
autoHistory,
flightContext: snapshotContext,
ready: true,
}
}
function persistActiveSnapshot() {
if (!activeFlowSlug.value) return
const snapshot = flowSnapshots[activeFlowSlug.value]
if (!snapshot) return
snapshot.variables = variables.value
snapshot.flags = flags.value
snapshot.telemetry = telemetry.value
snapshot.currentStateId = currentStateId.value
snapshot.communicationLog = communicationLog.value
snapshot.flightContext = flightContext.value
snapshot.ready = ready.value
}
function activateFlow(slug: string) {
const snapshot = ensureSnapshot(slug)
if (activeFlowSlug.value && activeFlowSlug.value !== slug) {
persistActiveSnapshot()
}
activeFlowSlug.value = slug
tree.value = snapshot.tree
assignActiveVariables(snapshot.variables)
assignActiveFlags(snapshot.flags)
assignActiveTelemetry(snapshot.telemetry)
assignCommunicationLog(snapshot.communicationLog)
assignFlightContext(snapshot.flightContext)
setActiveStateId(snapshot.currentStateId)
ready.value = snapshot.ready
}
function resolveFlowMode(slug: string | undefined): FlowActivationMode {
if (!slug) return 'parallel'
const system = runtimeSystem.value
if (!system) return 'parallel'
if (slug === system.main) return 'main'
const treeData = system.flows[slug]
if (!treeData) return 'parallel'
if (treeData.entry_mode === 'main') return 'main'
if (treeData.entry_mode === 'linear') return 'linear'
return 'parallel'
}
function normalizeFlowInstruction(target: string | FlowActivationInstruction | null | undefined): FlowActivationInstruction | null {
if (!target) return null
if (typeof target === 'string') {
return { slug: target, mode: resolveFlowMode(target) }
}
if (!target.slug) return null
return { slug: target.slug, mode: target.mode ?? resolveFlowMode(target.slug) }
}
function setActiveFlow(target: string | FlowActivationInstruction, options: { skipStack?: boolean } = {}) {
const instruction = normalizeFlowInstruction(target)
if (!instruction) {
throw new Error(`Flow snapshot not loaded: ${typeof target === 'string' ? target : target?.slug}`)
}
const slug = instruction.slug
if (!slug || !flowSnapshots[slug]) {
throw new Error(`Flow snapshot not loaded: ${slug}`)
}
const previous = activeFlowSlug.value
const shouldPush = !options.skipStack
&& instruction.mode === 'linear'
&& previous
&& previous !== slug
if (shouldPush) {
flowStack.value.push(previous)
}
activateFlow(slug)
ready.value = true
queueMicrotask(() => evaluateAutoTransitions())
}
const nextCandidates = computed<string[]>(() => {
const s = currentState.value
if (!s) return []
@@ -210,69 +435,141 @@ export default function useCommunicationsEngine() {
return tree.value
}
function resetAutoHistory(stateId: string) {
autoExecutionHistory.set(stateId, new Set())
function resetAutoHistory(stateId: string, slug = activeFlowSlug.value) {
if (!slug) return
const snapshot = ensureSnapshot(slug)
snapshot.autoHistory.set(stateId, new Set())
}
function markAutoExecuted(stateId: string, transitionId: string) {
if (!autoExecutionHistory.has(stateId)) {
autoExecutionHistory.set(stateId, new Set())
function markAutoExecuted(stateId: string, transitionId: string, slug = activeFlowSlug.value) {
if (!slug) return
const snapshot = ensureSnapshot(slug)
if (!snapshot.autoHistory.has(stateId)) {
snapshot.autoHistory.set(stateId, new Set())
}
autoExecutionHistory.get(stateId)!.add(transitionId)
snapshot.autoHistory.get(stateId)!.add(transitionId)
}
function hasAutoExecuted(stateId: string, transitionId: string): boolean {
const set = autoExecutionHistory.get(stateId)
function hasAutoExecuted(stateId: string, transitionId: string, slug = activeFlowSlug.value): boolean {
if (!slug) return false
const snapshot = ensureSnapshot(slug)
const set = snapshot.autoHistory.get(stateId)
return set ? set.has(transitionId) : false
}
function resetEngineFromTree(treeData: RuntimeDecisionTree) {
tree.value = treeData
variables.value = { ...treeData.variables }
const baseFlags = (treeData.flags && typeof treeData.flags === 'object') ? { ...treeData.flags } : {}
const stack = Array.isArray(baseFlags.stack) ? [...baseFlags.stack] : []
flags.value = {
in_air: Boolean(baseFlags.in_air),
emergency_active: Boolean(baseFlags.emergency_active),
current_unit: typeof baseFlags.current_unit === 'string' ? baseFlags.current_unit : 'DEL',
stack,
off_schema_count: 0,
radio_checks_done: 0,
...baseFlags,
const system: RuntimeDecisionSystem = {
main: treeData.slug,
order: [treeData.slug],
flows: { [treeData.slug]: treeData },
}
if (!Array.isArray(flags.value.stack)) {
flags.value.stack = []
resetEngineFromSystem(system, { activeSlug: treeData.slug })
}
function resetEngineFromSystem(system: RuntimeDecisionSystem, options: { activeSlug?: string } = {}) {
runtimeSystem.value = system
const order = Array.isArray(system.order) && system.order.length
? [...system.order]
: Object.keys(system.flows)
flowOrder.value = order
for (const key of Object.keys(flowSnapshots)) {
delete flowSnapshots[key]
}
currentStateId.value = treeData.start_state
communicationLog.value = []
telemetry.value = {
altitude_ft: Number(baseFlags.altitude_ft) || 0,
speed_kts: Number(baseFlags.speed_kts) || 0,
groundspeed_kts: Number(baseFlags.groundspeed_kts) || 0,
vertical_speed_fpm: Number(baseFlags.vertical_speed_fpm) || 0,
latitude_deg: Number(baseFlags.latitude_deg) || 0,
longitude_deg: Number(baseFlags.longitude_deg) || 0,
heading_deg: Number(baseFlags.heading_deg) || 0,
for (const slug of order) {
const treeData = system.flows[slug]
if (!treeData) continue
flowSnapshots[slug] = createSnapshotFromTree(treeData)
}
flowStack.value = []
sessionId.value = createSessionId()
for (const slug of order) {
const snapshot = flowSnapshots[slug]
if (snapshot) {
snapshot.flags.session_id = sessionId.value
}
}
const preferred = options.activeSlug && system.flows[options.activeSlug]
? options.activeSlug
: system.main && system.flows[system.main]
? system.main
: order[0]
if (preferred) {
activateFlow(preferred)
ready.value = true
const snapshot = ensureSnapshot(preferred)
resetAutoHistory(snapshot.currentStateId, preferred)
evaluateAutoTransitions()
} else {
activeFlowSlug.value = ''
tree.value = null
ready.value = false
assignActiveVariables({})
assignActiveFlags({
in_air: false,
emergency_active: false,
current_unit: 'DEL',
stack: [],
off_schema_count: 0,
radio_checks_done: 0,
session_id: ensureSessionValue(),
})
assignActiveTelemetry({
altitude_ft: 0,
speed_kts: 0,
groundspeed_kts: 0,
vertical_speed_fpm: 0,
latitude_deg: 0,
longitude_deg: 0,
heading_deg: 0,
})
assignCommunicationLog([])
assignFlightContext(createDefaultFlightContext())
setActiveStateId('')
}
autoExecutionHistory.clear()
resetAutoHistory(currentStateId.value)
flightContext.value.phase = 'clearance'
ready.value = true
evaluateAutoTransitions()
}
function loadRuntimeTree(data: RuntimeDecisionTree) {
resetEngineFromTree(data)
}
function loadRuntimeSystem(data: RuntimeDecisionSystem, options: { activeSlug?: string } = {}) {
resetEngineFromSystem(data, options)
}
const activeFlow = computed(() => activeFlowSlug.value)
const mainFlowSlug = computed(() => runtimeSystem.value?.main || '')
const availableFlows = computed(() => {
if (!runtimeSystem.value) return [] as Array<{ slug: string; name: string; description?: string; start: string }>
return flowOrder.value
.filter((slug) => Boolean(runtimeSystem.value!.flows[slug]))
.map((slug) => {
const treeData = runtimeSystem.value!.flows[slug]
return {
slug,
name: treeData.name || slug,
description: treeData.description,
start: treeData.start_state,
mode: treeData.entry_mode || (slug === runtimeSystem.value!.main ? 'main' : 'parallel'),
}
})
})
async function fetchRuntimeTree(slug = 'icao_atc_decision_tree') {
ready.value = false
const fetcher: any = (globalThis as any).$fetch
if (typeof fetcher !== 'function') {
throw new Error('Universal fetch is not available in this context')
}
const data = await fetcher<RuntimeDecisionTree>(`/api/decision-flows/${slug}/runtime`)
resetEngineFromTree(data)
const data = await fetcher<RuntimeDecisionSystem>('/api/decision-flows/runtime')
const activeSlug = slug && data.flows[slug] ? slug : data.main
resetEngineFromSystem(data, { activeSlug })
}
function normalizeComparableValue(value: any): any {
@@ -417,7 +714,7 @@ export default function useCommunicationsEngine() {
function initializeFlight(fpl: any) {
const runtime = ensureTree()
// Set variables
variables.value = {
const nextVariables = {
...variables.value,
callsign: fpl.callsign || fpl.callsign,
acf_type: fpl.aircraft?.split('/')[0] || 'A320',
@@ -448,6 +745,7 @@ export default function useCommunicationsEngine() {
remarks: 'standard',
time_now: new Date().toISOString()
}
assignActiveVariables(nextVariables)
// Update flight context
Object.assign(flightContext.value, {
@@ -455,19 +753,21 @@ export default function useCommunicationsEngine() {
phase: 'clearance'
})
flags.value = {
const nextFlags: EngineFlags = {
...flags.value,
in_air: false,
emergency_active: false,
current_unit: 'DEL',
stack: [],
off_schema_count: 0,
radio_checks_done: 0
radio_checks_done: 0,
session_id: ensureSessionValue(flags.value.session_id)
}
assignActiveFlags(nextFlags)
currentStateId.value = runtime.start_state
communicationLog.value = []
resetAutoHistory(currentStateId.value)
setActiveStateId(runtime.start_state)
assignCommunicationLog([])
resetAutoHistory(runtime.start_state)
}
function updateFrequencyVariables(update: Partial<Record<FrequencyVariableKey, string>>) {
@@ -495,7 +795,7 @@ export default function useCommunicationsEngine() {
throw new Error('Decision state unavailable')
}
const candidates = nextCandidates.value
.map(id => ({ id, state: states.value[id] }))
.map(id => ({ id, state: states.value[id], flow: runtime.slug }))
.filter(candidate => candidate.state)
return {
@@ -506,14 +806,18 @@ export default function useCommunicationsEngine() {
flags: { ...flags.value },
pilot_utterance: pilotTranscript,
tree: runtime.name,
flow_slug: runtime.slug,
}
}
function applyLLMDecision(decision: any) {
function applyLLMDecision(decision: any, trace?: LLMDecisionTrace | null) {
if (!decision || typeof decision !== 'object') {
lastDecisionTrace.value = null
return
}
lastDecisionTrace.value = trace ?? null
if (decision.updates && typeof decision.updates === 'object') {
Object.assign(variables.value, decision.updates)
}
@@ -530,6 +834,17 @@ export default function useCommunicationsEngine() {
flags.value.stack = decision.stack.slice()
}
if (decision.activate_flow) {
const activation = normalizeFlowInstruction(decision.activate_flow as any)
if (activation && (activation.slug !== activeFlowSlug.value || activation.mode === 'main')) {
try {
setActiveFlow(activation)
} catch (err) {
console.warn('[Engine] Failed to activate flow from decision', err)
}
}
}
if (decision.off_schema) {
flags.value.off_schema_count++
console.log(`[Engine] Off-schema response #${flags.value.off_schema_count}`)
@@ -555,7 +870,10 @@ export default function useCommunicationsEngine() {
: null
if (resumeFlow) {
resumePriorFlow()
const resumed = resumeLinearFlow()
if (!resumed) {
resumeStackedState()
}
} else if (!decision.radio_check && nextState) {
moveTo(nextState)
}
@@ -569,31 +887,8 @@ export default function useCommunicationsEngine() {
if (!ready.value) {
return null
}
// Log pilot input
speak('pilot', transcript, currentStateId.value)
// Radio check detection (fallback if the LLM misses it)
const t = transcript.toLowerCase()
if (t.includes('radio check') || (t.includes('read') && t.includes('check'))) {
const callsign = variables.value.callsign || ''
const response = `${callsign}, read you five by five.`
flags.value.radio_checks_done++
setTimeout(() => {
speak('atc', response, currentStateId.value, { radioCheck: true })
}, 500)
return response
}
// Emergency Interrupts
if (flags.value.in_air && /^(mayday|pan\s*pan)/.test(t)) {
const intId = t.startsWith('mayday') ? 'INT_MAYDAY' : 'INT_PANPAN'
moveTo(intId)
return null
}
return null // Let the LLM decide
return null
}
function processUserTransmission(transcript: string): string | null {
@@ -624,7 +919,7 @@ export default function useCommunicationsEngine() {
const fallback = typeof raw === 'number' ? raw : Number(raw)
next[key] = Number.isNaN(fallback) ? current : fallback
}
telemetry.value = next
assignActiveTelemetry(next)
queueMicrotask(() => evaluateAutoTransitions())
}
@@ -693,7 +988,7 @@ export default function useCommunicationsEngine() {
flags.value.stack.push(currentStateId.value)
}
currentStateId.value = stateId
setActiveStateId(stateId)
resetAutoHistory(stateId)
const s = currentState.value
if (!s) return
@@ -749,11 +1044,31 @@ export default function useCommunicationsEngine() {
}
}
function resumePriorFlow() {
function resumeStackedState() {
const prev = flags.value.stack.pop()
if (prev) moveTo(prev)
}
function resumeLinearFlow(): boolean {
const previousFlow = flowStack.value.pop()
if (previousFlow) {
try {
setActiveFlow({ slug: previousFlow, mode: resolveFlowMode(previousFlow) }, { skipStack: true })
return true
} catch (err) {
console.warn('[Engine] Failed to resume linear flow', err)
}
} else if (mainFlowSlug.value && activeFlowSlug.value !== mainFlowSlug.value) {
try {
setActiveFlow({ slug: mainFlowSlug.value, mode: 'main' }, { skipStack: true })
return true
} catch (err) {
console.warn('[Engine] Failed to restore main flow', err)
}
}
return false
}
function speak(speaker: Role, tpl: string, stateId: string, options: { radioCheck?: boolean, offSchema?: boolean } = {}) {
const msg = renderTpl(tpl, exposeCtx())
const entry: EngineLog = {
@@ -764,7 +1079,8 @@ export default function useCommunicationsEngine() {
normalized: normalizeATCText(msg, exposeCtxFlat()),
state: stateId,
radioCheck: options.radioCheck,
offSchema: options.offSchema
offSchema: options.offSchema,
flow: activeFlowSlug.value || undefined,
}
communicationLog.value.push(entry)
}
@@ -855,7 +1171,11 @@ export default function useCommunicationsEngine() {
nextCandidates,
activeFrequency,
communicationLog: readonly(communicationLog),
clearCommunicationLog: () => { communicationLog.value = [] },
clearCommunicationLog: () => { assignCommunicationLog([]) },
activeFlow,
availableFlows,
sessionId: readonly(sessionId),
lastDecisionTrace: readonly(lastDecisionTrace),
// pm_alt.vue integration
flightContext: readonly(flightContext),
@@ -865,7 +1185,9 @@ export default function useCommunicationsEngine() {
initializeFlight,
updateFrequencyVariables,
loadRuntimeTree,
loadRuntimeSystem,
fetchRuntimeTree,
setActiveFlow,
isReady,
// Communication
@@ -876,7 +1198,6 @@ export default function useCommunicationsEngine() {
// Flow Control
moveTo,
resumePriorFlow,
// Utilities
normalizeATCText,

View File

@@ -1,9 +1,9 @@
// utils/openaiDecision.ts
import type { LLMDecision, LLMDecisionInput } from '../types/llm'
import type { LLMDecisionInput, LLMDecisionResult } from '../types/llm'
/** Client-seitig: ruft den Backend-Endpunkt auf */
export async function decideNextStateLLM(input: LLMDecisionInput): Promise<LLMDecision> {
return await $fetch<LLMDecision>('/api/llm/decide', {
export async function decideNextStateLLM(input: LLMDecisionInput): Promise<LLMDecisionResult> {
return await $fetch<LLMDecisionResult>('/api/llm/decide', {
method: 'POST',
body: input
})