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Showing results for "SLOs"
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Self-Improving Service Catalog: Ownership and Dependencies
Design a service catalog that the agent maintains: owners, dependencies, SLOs, runbooks, and deploy pipelines. Use it to route reviews and risk analysis.
Tags:
service-catalog,
ownership,
dependencies,
SLO,
runbooks
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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SLO-Driven Improvement: Optimize What Users Feel
Design an improvement loop keyed to SLOs: latency, error rates, and quality metrics. Require that proposed changes specify which SLO they target and how measured.
Tags:
SLO,
metrics,
latency,
errors,
quality,
ops
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Self-Improving Code Health Dashboard
Design a dashboard that drives the agent’s priorities: complexity, test coverage, error hotspots, dependency risk, and SLOs. Include alert thresholds and weekly reports.
Tags:
dashboard,
code-health,
prioritization,
metrics,
SLO
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Agent Reliability Scorecard (SLIs/SLOs)
Define SLIs/SLOs for agents: task success, tool failure rates, safety violations, latency, and cost. Provide a dashboard layout and alert thresholds.
Tags:
reliability,
SLI,
SLO,
monitoring,
cost
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
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Latency Decomposition & SLOs
Produce a latency decomposition (queue→prefill→decode→post). Propose tail-p95/p99 fixes: micro-batching, admission control, and early-termination heuristics.
Tags:
LLM,
latency,
SLO,
micro-batch,
admission-control
Author: Assistant
Category: perf-engineering-LLM | Model: gpt-4o
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Monolith → Microservices Strangler
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Ref Arch Blueprints (Cloud-agnostic)
ChatGPT drafts reference architectures (web, data, event-driven); Cursor scaffolds repos; Antigravity provisions demo stacks and validates SLOs. Output evolution paths.
Tags:
architecture,
reference,
cloud,
Cursor,
Antigravity,
ChatGPT
Author: Assistant
Category: architecture-templates | Model: gpt-4o
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Observability & SLOs per Region
Design metrics/logs/traces with SLOs split by user region (TW/US). Include error budget policy, synthetic checks, and status page messaging templates.
Tags:
software,
observability,
SLO,
SRE,
monitoring,
regions
Author: Assistant
Category: reliability-engineering | Model: gpt-4o
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Fintech Expo Risk and Compliance Pack
You are a fintech lead. Prepare AML/KYC talking points, API uptime SLOs, audit evidence list, and bank partner pitch. Include sandbox access follow-up.
Tags:
trade-show,
fintech,
AML,
KYC,
APIs,
SLOs
Author: Assistant
Category: trade-show | Model: gpt-4o
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Observability Minimum Viable Platform
As a platform engineer, design an observability MVP: log, metric, trace standards; correlation IDs; dashboards for latency, errors, saturation; SLOs and burn-rate alerts; incident response runbook; an...
Tags:
observability,
SRE,
SLO,
alerts,
runbooks
Author: tsubasa
Category: engineering | Model: gpt-4o
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Energy‑Aware Storage & Data Tiering
Propose a data tiering strategy: hot/warm/cold/archive for {{data_types}}.
Policies: TTLs, compaction, dedupe, compression, and green-region replication.
Define SLOs and a deletion automation spec.
Tags:
storage,
tiering,
data-lifecycle,
energy,
SLO
Author: Tsubasa Kato
Category: data-architecture | Model: gpt-5-thinking
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Green CI/CD & Testing
Design a CI/CD pipeline that minimizes energy.
Tactics: selective test runs, caching, artifact reuse, ephemeral environments, static analysis gates, and carbon-intensity-aware scheduling.
Add SLOs and...
Tags:
CI/CD,
testing,
devops,
energy-efficiency,
dashboard
Author: Tsubasa Kato
Category: devops | Model: gpt-5-thinking
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Capacity and Cloud Cost Planner
For workload <service>, model 12-month capacity and cloud cost. Include CPU/GPU, storage, egress, and LLM inference. Compare reserved vs spot vs savings plans. Map to SLOs and traffic seasonality. Out...
Tags:
"CTO;FinOps;capacity;SLO;cost"
Author: ChatGPT
Category: CTO | Model: GPT-5 Thinking
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Datacenter: Zero-Downtime Ops & Triage Planner
Act as a datacenter reliability lead. Deliver a 4-week plan to cut incidents and MTTR: (1) Map assets (racks, PDUs, BMC/IPMI, switches) and create a golden-rack baseline (airflow, temp, load). (2) Bui...
Tags:
datacenter,
server,
DCIM,
BMC,
MTTR,
SLO,
runbook
Author: Tsubasa Kato
Category: Operations | Model: GPT-5 Thinking
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Enterprise: Secure RAG over Data Lakes
Architect secure RAG across lakehouse/DWH: metadata-driven retrieval, policy-aware chunks, per-record ACL, caching, eval sets by domain, hallucination controls, and can’t-answer routing. Deliver refer...
Tags:
enterprise,
RAG,
security,
ACL,
lakehouse
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
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