id string | category string | scenario_type string | difficulty string | instruction string | system_prompt string | messages list | turns list | dataset_id string | quality_score float64 | ast_verified bool | self_healing bool |
|---|---|---|---|---|---|---|---|---|---|---|---|
sliding_window_memory_pruner_1_1_1 | AgentOps_SlidingWindow | enterprise_incident_triage | FAANG_Production_v2 | โก OFFICIAL EVALUATION TEASER | Turnkey MCP IDE Plugin on Gumroad: https://bacardy.gumroad.com/l/yaavy | Coupon LAUNCH20 at https://emgena.com/trainingslager | You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thought>), interact with diagnostic and remediat... | [
{
"role": "system",
"content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thou... | [
{
"role": "system",
"content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thou... | sliding_window_memory_pruner | 1 | true | false |
sliding_window_memory_pruner_1_1_2 | AgentOps_SlidingWindow | enterprise_incident_triage | FAANG_Production_v2 | [INCIDENT_ALERT #1002] SEVERITY: CRITICAL | CLUSTER: prod-eu-west-1 | SERVICE: sliding-window-memory-pruner
Timestamp: 2026-09-14T13:00:11Z
Source: Prometheus Alertmanager / PagerDuty Incident Triage
Operational Context: under high concurrent peak throughput (>10k req/sec)
Alert Payload:
{
"alert_name": "sliding-win... | You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thought>), interact with diagnostic and remediat... | [
{
"role": "system",
"content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thou... | [
{
"role": "system",
"content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thou... | sliding_window_memory_pruner | 1 | true | false |
sliding_window_memory_pruner_1_1_3 | AgentOps_SlidingWindow | enterprise_incident_triage | FAANG_Production_v2 | [INCIDENT_ALERT #1003] SEVERITY: CRITICAL | CLUSTER: prod-eu-west-1 | SERVICE: sliding-window-memory-pruner
Timestamp: 2026-09-14T13:00:22Z
Source: Prometheus Alertmanager / PagerDuty Incident Triage
Operational Context: under high concurrent peak throughput (>10k req/sec)
Alert Payload:
{
"alert_name": "sliding-win... | You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thought>), interact with diagnostic and remediat... | [
{
"role": "system",
"content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thou... | [
{
"role": "system",
"content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thou... | sliding_window_memory_pruner | 1 | true | false |
sliding_window_memory_pruner_1_1_4 | AgentOps_SlidingWindow | enterprise_incident_triage | FAANG_Production_v2 | [INCIDENT_ALERT #1004] SEVERITY: CRITICAL | CLUSTER: prod-eu-west-1 | SERVICE: sliding-window-memory-pruner
Timestamp: 2026-09-14T13:00:33Z
Source: Prometheus Alertmanager / PagerDuty Incident Triage
Operational Context: under high concurrent peak throughput (>10k req/sec)
Alert Payload:
{
"alert_name": "sliding-win... | You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thought>), interact with diagnostic and remediat... | [
{
"role": "system",
"content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thou... | [
{
"role": "system",
"content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thou... | sliding_window_memory_pruner | 1 | true | true |
sliding_window_memory_pruner_1_1_5 | AgentOps_SlidingWindow | enterprise_incident_triage | FAANG_Production_v2 | [INCIDENT_ALERT #1005] SEVERITY: CRITICAL | CLUSTER: prod-eu-west-1 | SERVICE: sliding-window-memory-pruner
Timestamp: 2026-09-14T13:00:44Z
Source: Prometheus Alertmanager / PagerDuty Incident Triage
Operational Context: under high concurrent peak throughput (>10k req/sec)
Alert Payload:
{
"alert_name": "sliding-win... | You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thought>), interact with diagnostic and remediat... | [
{
"role": "system",
"content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thou... | [
{
"role": "system",
"content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thou... | sliding_window_memory_pruner | 1 | true | false |
sliding_window_memory_pruner_1_2_1 | AgentOps_SlidingWindow | enterprise_incident_triage | FAANG_Production_v2 | [INCIDENT_ALERT #1006] SEVERITY: CRITICAL | CLUSTER: prod-eu-west-1 | SERVICE: sliding-window-memory-pruner
Timestamp: 2026-09-14T13:05:00Z
Source: Prometheus Alertmanager / PagerDuty Incident Triage
Operational Context: during multi-tenant resource isolation contention
Alert Payload:
{
"alert_name": "sliding-window... | You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thought>), interact with diagnostic and remediat... | [
{
"role": "system",
"content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thou... | [
{
"role": "system",
"content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thou... | sliding_window_memory_pruner | 1 | true | false |
sliding_window_memory_pruner_1_2_2 | AgentOps_SlidingWindow | enterprise_incident_triage | FAANG_Production_v2 | [INCIDENT_ALERT #1007] SEVERITY: CRITICAL | CLUSTER: prod-eu-west-1 | SERVICE: sliding-window-memory-pruner
Timestamp: 2026-09-14T13:05:11Z
Source: Prometheus Alertmanager / PagerDuty Incident Triage
Operational Context: during multi-tenant resource isolation contention
Alert Payload:
{
"alert_name": "sliding-window... | You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thought>), interact with diagnostic and remediat... | [
{
"role": "system",
"content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thou... | [
{
"role": "system",
"content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thou... | sliding_window_memory_pruner | 1 | true | false |
sliding_window_memory_pruner_1_2_3 | AgentOps_SlidingWindow | enterprise_incident_triage | FAANG_Production_v2 | [INCIDENT_ALERT #1008] SEVERITY: CRITICAL | CLUSTER: prod-eu-west-1 | SERVICE: sliding-window-memory-pruner
Timestamp: 2026-09-14T13:05:22Z
Source: Prometheus Alertmanager / PagerDuty Incident Triage
Operational Context: during multi-tenant resource isolation contention
Alert Payload:
{
"alert_name": "sliding-window... | You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thought>), interact with diagnostic and remediat... | [
{
"role": "system",
"content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thou... | [
{
"role": "system",
"content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thou... | sliding_window_memory_pruner | 1 | true | true |
sliding_window_memory_pruner_1_2_4 | AgentOps_SlidingWindow | enterprise_incident_triage | FAANG_Production_v2 | [INCIDENT_ALERT #1009] SEVERITY: CRITICAL | CLUSTER: prod-eu-west-1 | SERVICE: sliding-window-memory-pruner
Timestamp: 2026-09-14T13:05:33Z
Source: Prometheus Alertmanager / PagerDuty Incident Triage
Operational Context: during multi-tenant resource isolation contention
Alert Payload:
{
"alert_name": "sliding-window... | You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thought>), interact with diagnostic and remediat... | [
{
"role": "system",
"content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thou... | [
{
"role": "system",
"content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thou... | sliding_window_memory_pruner | 1 | true | false |
sliding_window_memory_pruner_1_2_5 | AgentOps_SlidingWindow | enterprise_incident_triage | FAANG_Production_v2 | [INCIDENT_ALERT #1010] SEVERITY: CRITICAL | CLUSTER: prod-eu-west-1 | SERVICE: sliding-window-memory-pruner
Timestamp: 2026-09-14T13:05:44Z
Source: Prometheus Alertmanager / PagerDuty Incident Triage
Operational Context: during multi-tenant resource isolation contention
Alert Payload:
{
"alert_name": "sliding-window... | You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thought>), interact with diagnostic and remediat... | [
{
"role": "system",
"content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thou... | [
{
"role": "system",
"content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thou... | sliding_window_memory_pruner | 1 | true | false |
sliding_window_memory_pruner_1_3_1 | AgentOps_SlidingWindow | enterprise_incident_triage | FAANG_Production_v2 | [INCIDENT_ALERT #1011] SEVERITY: CRITICAL | CLUSTER: prod-eu-west-1 | SERVICE: sliding-window-memory-pruner
Timestamp: 2026-09-14T13:10:00Z
Source: Prometheus Alertmanager / PagerDuty Incident Triage
Operational Context: during multi-region zero-downtime failover
Alert Payload:
{
"alert_name": "sliding-window-memory... | You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thought>), interact with diagnostic and remediat... | [
{
"role": "system",
"content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thou... | [
{
"role": "system",
"content": "You are an elite enterprise systems engineer and autonomous incident response specialist for Context Window Management, Sliding-Window Pruning, Token Budgeting & Key Invariants. You analyze raw incident telemetry, diagnose root causes using DeepSeek-R1 Chain-of-Thought (<thou... | sliding_window_memory_pruner | 1 | true | false |
End of preview. Expand in Data Studio
๐ก๏ธ Agent Architecture - Episodic Memory Pruner & Context Optimizer (Evaluation Teaser)
โก Official Free Evaluation Teaser (50 Verified Scenarios + Executable MCP Server)
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๐ Domain Overview & Safety Features
Automated attention entropy pruner condensing agent observation histories, preventing context window exhaustion and hallucination spirals.
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