PARNIL MHATRE
Co-founder
He has 15+ years of experience in AI and is the key innovator at Quantum Four. His work focuses on turning emerging technological capabilities into systems that can solve meaningful real-world problems.
Quantum Four exists to build into that change.
From Instructions to Intent
openFileresolveDependencydef loadContext(recordId):for record in records:async def process_request(request):recordState = readRecord(recordId)checkStatusloadConfigurationif recordState.isActive:ifStatusActiveContinueifContextExistsLoadtaskQueue.append(recordState)result = await agent.run(context)context = await load_context(request.id)
for taskItem in taskQueue:getRecordsIdgetApiContextIdcontextData = buildContext(taskItem)readRecordvalidateConfigurationif contextData.isReady:SELECT id, status, updated_atresult = await execute_pipeline(context)dispatchTask(contextData)compareValueparseRequestdef validateInput(payload):if record.status == "active":
records = repository.find_all(filters)cleanValue = sanitizeValue(payload)verifyUserparseResponseif cleanValue.hasErrors:ifValueLimitFlagifCacheHitReturnreturn rejectRequest(cleanValue)process(record)filtered = [x for x in records if x.active]resultData = runWorkflow(contextData)200OkpostApiTasksExecuteresultScore = scoreResult(resultData)retrieveHistory
transformPayloadif resultScore > riskLimit:FROM recordsscore = model.predict(features)notifyOwner(resultData)calculateDifferencenormalizePayloaddef cacheResult(cacheKey):context = retrieve_history(record_id)serializeResponsecachedValue = readCache(cacheKey)checkConditiondeserializeRequestif cachedValue is None:
ifMatchFoundVerifycheckSchemawriteCache(cacheKey, resultData)decision = model.evaluate(context)validateSchemarequestBody = parseRequest(requestData)postProcessmapResponseresponseData = createResponse(requestBody)updateRecordmapRequestif responseData.isValid:WHERE status = 'ACTIVE';loadModel
return responseDatasendResponserunModeldef syncRecords(recordList):waitForEventcheckConfidencefor recordItem in recordList:validateInputcompareConfidenceupdateIndex(recordItem)routeRequestsetThresholdwriteAuditLog(recordItem)searchDatabasecheckPolicy
modelState = loadModel(modelId)matchRecordevaluatePolicyfeatureSet = mapFeatures(inputData)returnResultloadRulesetprediction = modelState.predict(featureSet)syncDataexecuteRulesetstorePrediction(prediction)generateReportcheckResultdef resolveRoute(requestPath):exportFile
payload = normalize(request.payload)routeState = matchRoute(requestPath)notifyUserstoreResultif routeState.requiresAuth:approveRequestifStatusReadyExecuteverifySession(routeState)archiveRecordclient.post(endpoint, json=payload)eventData = readEvent(eventId)analyzeDatapostApiWorkflowRuneventState = normalizeEvent(eventData)
checkPermissionsmergeContextpublishEvent(eventState)formatOutputresponse.raise_for_status()confirmReceipt(eventState)handleErrorupdateContextdef releaseLock(resourceId):resetStatedata = response.json()lockState = getLockState(resourceId)closeConnectionloadMemoryif lockState.isHeld:
storeDataifRetryLimitReachedEscalateunlockResource(resourceId)indexRecordfor task in pending_tasks:healthState = checkHealth(serviceId)triggerActiongetApiEventsStatusPendinglatencyValue = readLatency(serviceId)monitorSystemwriteMemoryif latencyValue > timeoutLimit:calculateRiskawait worker.execute(task)
retryConnection(serviceId)verifyChecksumreadMemorysummaryData = summarizeResult(resultData)mapDatacache.set(key, value, ttl=300)reportBody = formatReport(summaryData)filterResultsclearMemorysendResponse(reportBody)verifyOutputifCacheMissFetchcloseWorkflow(resultData)updateStatuscached = cache.get(key)
recordActivitydeleteApiCacheKeycheckInventorycheckCachecheckCapacityreturn cachedcalculateEtainvalidateCacheif confidence < threshold:with transaction.atomic():assignOwnerupdateCacheifConfidenceLowEscalateifEventReceivedProcess
return escalate(request)repository.update(record)202AcceptedpostApiEventsPublishreleaseResourcefetchCachestate["result"] = validate(output)logger.info("workflow complete")checkDeadlinecheckRetryCountmatches = [item for item in datasetincrementRetryloadContextresetRetry
ifQueueEmptyWaitcheckPriorityif item.score >= minimum_score]setPriorityqueueRequestsortQueuereadContextreadQueuenext_action = planner.select(state)writeQueuefetchDocumentclaimTasktry:releaseTaskfetchUser
lockRecordifErrorHandleunlockRecordresponse = execute(task)checkOwnerprocessQueueassignOwnerfetchEventverifyOwnerexcept Exception as error:checkWorkflowStaterankResultsadvanceWorkflowhandle(error)
rollbackWorkflowvalidateRequestpauseWorkflowifResponseValidCommitresumeWorkflowif user.is_authorized:checkNextStepreleaseLockselectNextStepvalidateResponseexecuteNextStepupdate_record(payload)verifyNextStepcheckThreshold
Optional<Record> record =checkDependencyifDependencyReadyContinuerepository.findById(recordId);checkHealthcheckVersionrequest.isValid()executeQueryservice.execute(request);compareTimestampifTimeoutRetryif (score >= threshold)monitorServicecheckAccessreturn Decision.APPROVE;
verifyAccesstry { process(payload); }loadDataifConditionTrueRoutecatch (Exception e)openConnectionstoreStatehandleError(e);checkStatefor (Task task : tasks)updateStateifRuleMatchesExecuteexecutor.submit(task);closeConnection
rollbackStatereturn responseBuilder.build();checkConsistencystate.setStatus(Status.COMPLETE);checkAvailabilityifApprovedPublisheventPublisher.publish(event);retryConnectioncheckLimitUPDATE tasks SET status = 'COMPLETE'checkRulesvalidateUserverifyStateverifyResult
checkServiceretryRequestcaptureEventwriteLogrefreshTokenverifySignaturerotateKeypublishMessageacknowledgeEventrestartServicecaptureLogreturnResponsecheckMemorycheckStoragecheckLatency
checkTimeouthandleTimeouthandleErrorifAccessDeniedStopifCheckFailsRetryifResultChangedUpdateifConditionTrueRouteifErrorHandleifApprovedPublish400InvalidRequest401Unauthorized404NotFound409Conflict{"status":"pending"}
"priority":"high""retry":true{"action":"validate"}"confidence":0.92SELECT * FROM eventsORDER BY created_at DESC;patchStatusprocessResultrankResultgenerateSummaryformatResponsecompareResponsecheckResponse500InternalErrordeleteResourceId
OPEN FILECHECK STATUSREAD RECORD
COMPARE VALUEVERIFY USERVALIDATE INPUT
SEARCH DATABASEMATCH RECORDUPDATE RECORD
SEND RESPONSEWAIT FOR EVENTROUTE REQUEST
CHECK CONDITIONCALCULATE RISKFETCH DOCUMENT
LOAD CONTEXTCHECK ACCESS
VERIFY OUTPUTUPDATE STATUS
RETURN RESULTQUEUE REQUESTPROCESS QUEUE
CHECK HEALTHWRITE LOGRETRY REQUEST
APPROVE REQUESTESCALATE REQUESTIF VALUE > LIMIT → FLAG
IF CHECK FAILS → RETRYIF MATCH FOUND → VERIFYIF CONFIDENCE LOW → ESCALATE
result = await agent.run(context)state["result"] = validate(output)if user.is_authorized: update_record(payload)
SELECT * FROM recordsWHERE status = 'ACTIVE'POST /process
200 OK202 ACCEPTED404 NOT FOUND
OPEN FILECHECK STATUS
READ RECORDVERIFY USER
VALIDATE INPUTMATCH RECORDSEND RESPONSE
ROUTE REQUESTCHECK CONDITIONCALCULATE RISK
LOAD CONTEXTVERIFY OUTPUTRETURN RESULT
QUEUE REQUESTCHECK HEALTHWRITE LOG
INSTRUCTION
INTENT
For decades, we told technology how to perform a task.
Increasingly, we can tell it what we want to achieve.
PEOPLE
NIYOTI MHATRE
Co-founder
With rich experience in marketing across HUL, Ogilvy and JWT, Niyoti brings together the worlds of technology and real-world business problems. Having worked across different sectors, her strength lies in providing practical inputs that help guide the engineering team at Quantum Four.